New rules for changing recycling fee rates are planned to take effect on January 1, 2027. Provisions that worsen payers' position will not apply retroactively.
RAG News
This feed includes only recent releases, roughly from the last 12 months, not the full historical archive. That is why a long-established product may have only a few news items.
4 news
Meta needs Walmart to wait out Amazon; Expedia seeks to keep its middleware position; meanwhile, where is Google?
In early results from our new life sciences research lab, Claude agents found an enzyme system whose function is still unknown.
The Python documentation is now available in Persian
Node.js 22.23.3 (LTS)
Changes since cli==0.4.31 feat(cli): place self-hosted deployments on a listener ( #9056 ) feat(cli): clarify agent flags and support env defaults ( #9063 ) feat(cli): Update langgraph deploy command to use agent_id and environment args ( #9055 ) feat(cli): add --image-uri flag f
Gemini 3.8 text-to-speech says hello
OpenAI CEO Sam Altman discusses AI safety, human control, and international cooperation in remarks to the United Nations Security Council.
Downloads: https://elastic.co/downloads/elasticsearch Release notes: https://www.elastic.co/guide/en/elasticsearch/reference/8.19/release-notes-8.19.22.html
How can you simplify management of a fleet of more than 800 PostgreSQL-based DBMS instances? You can customize postgres_exporter to collect the metrics you need. Or make it even simpler: monitor with Grafana, Prometheus, and a customized postgres_exporter, and collect data throug
Meet Meta VR Glasses: our most advanced device yet, delivering a personal cinema, courtside seat, workspace, and gaming console, all in a pair of glasses that weighs about 100 grams — roughly the same as a deck of cards. Thanks to the breakthrough glasses form factor, there are n
Tool: Gemini 3.8 TTS Playground Google released two new Gemini text-to-speech models today - gemini-3.8-flash-tts and gemini-3.8-flash-lite-tts . They come with a library of over 2,000 voices, plus the ability to create a custom voice with "just a 30-second audio sample of your v
Restructuring, re-leasing, or closing with a loan: where the break-even point lies, how contract transfers are formalized under Federal Law 164-FZ and the Civil Code, and why closing a lease with a loan costs a company using the general tax system the most.
On September 24, DATAREON will attend the Data Management 2026 forum. The focus will be digital business transformation. The 11th Data Management 2026 Forum will be a major venue for discussing data strategies, import substitution, and AI adoption in bus
One problem we ran into with task exports was keeping track of changes between versions. Reusing tasks involved hand-editing exported JSON, and our history depended on someone remembering to save a copy. A useful next step after the export described here is to keep those definiti
Foundry hosted agent isolation exposes two independent controls. User isolation identifies whose data may be used . At the same time, Foundry hosted session isolation identifies where code and files continue to live . For each control, Foundry can resolve the value or the applica
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Amazon predictably blocked Muse, but there is room for a deal based on the reality that Amazon's physical world investments are an AI moat.
Businesses will be able to use them for customer support, product and service consultations, preparing requests for specialists, employee onboarding, and searching internal documents.
Node.js 26.10.0 (Current)
What's Changed Fix default_table_options collation being ignored by DBAL 4 by @mcop1 in #19452 Record the resolved flysystem copy options on queued storage moves by @mcop1 in #19461 [CI] PR Policy thin caller for reusable workflow (2026.2) by @berfinyuksel in #19454 [Bug] Storage
Transformers now runs llama.cpp quants
Hi @Rak , building on the Git suggestion above, I would explicitly capture the table list used for each deployment. The same Jinja template revision can produce different task definitions when its inputs change. For each Jenkins deployment, I would keep a short record linking: th
I connected GitHub MCP, and now the agent can automatically pull and push the project. I connected task tracker MCP, and now the agent can read tasks directly from a ticket. I connected MCP for working with PostgreSQL, and the agent learned to query data directly. Amazing! Not a single line of code, yet
On September 15, DATAREON and Bely Kod held a joint online conference, “Architecture Lab: How to Choose an ESB for Your IT Architecture.” Experts discussed how to move beyond simply comparing the features of ESB solutions on the market and assess their ability to solve specific
When applications crash in production, how much do we actually know about what happened? And more importantly, how easy is it to debug what happened so that we can fix the bug? Let’s learn how easy it is to capture a memory dump so that we can debug it. Why Create a Memory Dump Y
WormSwarm 0.2.7.beta1 supports the creation, use, marketplace, and publishing capabilities of four types of extensions: Skills/Experts & Expert Teams/Plugins/Connectors.
We continue the series “What’s New in 1C:Accounting 8,” covering changes in new solution versions and the features that are interesting, important and useful for accountants.
This comprehensive information security tool monitors AI infrastructure. It clearly shows the models, agents, and MCP servers used by a company and identifies risks such as excessive permissions or access to sensitive data.
The assistant processes a user's search query, finds suitable catalog products by brand or symptom description, explains the differences, shows prices, and provides online ordering links.
The State of Product Experience 2026 Some products get chosen. Others get skipped. Discover what makes the difference. The Research Defining Commerce in 2026 Discovery is no longer enough. Product data needs to be optimized for the moment of choice. Based on responses from 8,736
fix(team recover): 冷恢复前净化 spec: 刷新 tool/rail 注册表，模型配置；成员拉起容错 + Windows 长路径 junction 建链；技能绑定不再把目录名推导成 enabled_skills 白名单，支持专家专家团复用预制技能；assign 路径补拉起 Created-by: gcw_6ZTnJdNN Commit-by: gouyuxiao Merged-by: yanghui79 Description: Paired: GitHub #1536 ↔ GitCode !2930 What type of PR
Article 2 of 5 in the State of Product Experience 2026 Collection A single missing detail in the product record can become a lost sale for ecommerce, a return for operations, and a complaint for customer service. By the time those consequences appear, they no longer look like pro
Changes since sdk==0.4.4 release(sdk-py): 0.4.5 ( #8988 ) release(langgraph): 1.2.12 ( #8987 ) chore(deps): bump anyio from 4.14.2 to 4.15.1 in /libs/sdk-py ( #8997 ) chore(deps): bump anyio from 4.13.0 to 4.14.2 in /libs/cli ( #8998 ) chore(deps): bump anyio from 4.12.1 to 4.14.
Explore new OpenAI Academy learning paths for employees, developers, leaders, educators, and students to build and demonstrate practical AI skills.
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chore(starter-projects): restamp File component code after storage-se…
We’re announcing Petal, the first subsea cable with petabit capacity to be deployed across an ocean. Petal will connect the US and France, spanning 7,000 km (over 4,300 miles) and doubling the capacity of today’s most advanced transoceanic cables. This deployment marks the single
The State of Product Experience 2026 – UK Edition Some products get chosen. Others get skipped. Discover what makes the difference. The Research Defining Commerce in 2026 Discovery is no longer enough. Product data needs to be optimized for the moment of choice. Based on response
Changes since 1.2.11 release(langgraph): 1.2.12 ( #8987 ) chore(deps): bump soupsieve from 2.8.4 to 2.9 in /libs/langgraph ( #8958 ) feat(langgraph): add response_schema to interrupt() ( #8886 ) fix(langgraph): type undeclared v3 stream projections ( #8596 ) chore(langgraph): bum
Hermes Agent v0.21.4 (v2026.9.21) Release Date: September 21, 2026 Patch release. This tag rolls up the ~1,800 PRs merged since v0.21.3 into a stable tagged release for downstream consumers (Docker images, Hermes Cloud, hosted deployments). Full curated notes for this window are
OpenAI outlines a path to shared global AI standards, calling for coordinated evaluation, reporting, and governance to improve safety.
Currently, the Python interpreter allows any expression to be used as an annotation. But their most popular usage, type annotations, are restricted to only a small subset of possible expressions. This is because type annotations need to be introspectable at runtime and many valid
feat：工具描述整改 Created-by: zp23331 Commit-by: zhengpeng Merged-by: yanghui79 Description: Paired: GitHub #6577 ↔ GitCode !7020 What type of PR is this? /kind Self-checklist :（ 请自检，在[ ]内打上x，我们将检视你的完成情况，否则会导致pr无法合入 ） 设计 ：PR对应的方案是否已经经过Maintainer评审，方案检视意见是否均已答复并完成方案修改 测试 ：PR中的代码是否已有UT/S
Hello Mohammed, @MoeE 1. I'd like to know if the bulkArraySize internal parameter is applicable to CDC No . The bulkArraySize parameter only impacts Full Load processing and does not affect CDC. 2. My second question is can we enable "Copy redo logs to a temporary folder" and inc
One of the interesting challenges of the AI ecosystem in 2026 is that new, effective patterns emerge faster than I can adopt them. I’ll find a handful, get back to work, and realize a month later that I’d missed four or five more. The adoption cycle for Imprint this year has been
Release: llm-keys-ui 0.1 This plugin solves a very specific problem. I've started using Codex Remote to run coding agents on various machines while controlling them from my phone. Sometimes I use those machines to hack on LLM projects, and occasionally that means I need to config
Version 1.3.59.55 of the Municipal Formation Budget configuration, edition 1.3, for 1C:Enterprise 8 has been released.
Hello Mohammed, @MoeE Thanks for opening the post. You're right. For an Oracle source database, change events in the REDO logs can be read before the corresponding transactions are committed or rollback under the regular configuration. Qlik Replicate will then wait for the transa
We continue the series “What’s New in 1C:Accounting 8,” covering changes in new solution versions and the features that are interesting, important and useful for accountants.
Version 2.6.1.64 of the ERP Enterprise Management configuration, edition 2.6, for 1C:Enterprise 8 has been released.
We continue the series “What’s New in 1C:Accounting 8,” covering changes in new solution versions and the features that are interesting, important and useful for accountants.
This week, GitHub Copilot adds new model selection options, code review updates, and Sentry integration in the Copilot app. There are also updates for admins, plus new agent features in VS Code. GitHub Copilot Copilot code review now resolves addressed comments during subsequent
OpenAI introduces the Australian Youth Safety Blueprint, a six-pillar roadmap for safer AI experiences that protect and empower young people.
About six months ago, our team began optimizing multi-agent systems. We were not interested in new prompts or another way to make several LLMs discuss an answer in circles. We wanted to work with the system structure itself: automatically selecting agents and changing connections
Na początku tego tygodnia fundacja Instrat opublikowała raport dotyczący jednego z najtrudniejszych wyzwań, z jakimi mierzy się cała branża – reklam o charakterze oszukańczym. To poważne i złożone wyzwanie, które dotyczy firm technologicznych, banków i całego społeczeństwa. Ciężk
What's Changed Fix giftCardBulkCreate removing existing tags from previously created gift cards by @przlada in #19794 Release 3.22.70 by @przlada in #19807 Full Changelog : 3.22.69...3.22.70
Hello, Habr. I am Igor Yurchenko, a backend developer at Sber. In my previous article, I described automating NiFi flow deployment. Now I will discuss extending this approach to integrate with the corporate secrets management system, SecMan. I will use the termino
CIS’s platform economy law, Federal Law No. 289-FZ dated July 31, 2025, comes into force on October 1, 2026.
The BUKH.1C editorial team highlights the week’s most notable and positive news, as usual.
(Photo by Benjamin Fanjoy/Getty Images) Welcome back to This Week in Stratechery! As a reminder, each week, every Friday, we’re sending out this overview of content in the Stratechery bundle; highlighted links are free for everyone . Additionally, you have complete control over w
We’re partnering with Accenture on independent evaluation of frontier AI—part of our recent commitment to embed evaluators at Anthropic. Both we and Accenture expect to invest at least $1 billion to build capacity in this area over the next five years.
AI models are becoming more powerful, but the real challenge is making them useful, trustworthy, and safe inside the enterprise. Discover what an AI harness looks like in practice, why it becomes essential as organizations move toward agentic AI, and the foundational steps busine
Around 90,000 entrepreneurs received the first part of insurance compensation for goods damaged in incidents at Ozon logistics facilities. Total payouts reached 8.2 billion rubles.
I connected my dataset of the highest UK mountains to Qlik Answers in Qlik Cloud, and what started as a simple experiment quickly turned into my default way of exploring data. Instead of manually building charts or setting up complex filters, I now just ask Qlik Answers direct qu
The Ubuntu 26.04 runner image for GitHub Actions is now out of public preview and fully supported for production workflows on both x64 and arm64. As part of this release, the ubuntu-latest label will migrate to Ubuntu 26.04, giving you the latest supported Ubuntu release by defau
Paired: GitHub #1423 ↔ GitCode !2850 What type of PR is this? /kind bug Self-checklist :（ 请自检，在[ ]内打上x，我们将检视你的完成情况，否则会导致pr无法合入 ） 设计 ：PR对应的方案是否已经经过Maintainer评审，方案检视意见是否均已答复并完成方案修改 测试 ：PR中的代码是否已有UT/ST测试用例进行充分的覆盖，新增测试用例是否随本PR一并上库或已经上库 验证 ：PR描述信息中是否已包含对该PR对应的Feature、Refactor、Bugfix的预
The inaugural Python Packaging Council (PPC) election has concluded. With 17 candidates and plenty of lively AMA discussions on DPO , we are pleased to see the level of engagement with this first PPC election. We want to send a big thanks to everyone who ran and was willing to se
OpenAI for Law brings frontier intelligence for law, custom firm workflows, connected legal data sources, and legal-grade controls for confidential client work.
In two months, Domiland product lead Mikhail Mikhailov built an AI product for housing and utilities on his own. We examine the layers he had to build around the language model and why the prototype would not have reached production without them.
What's Changed Feat/translate media alt by @EugenBodanov in #19727 Store order base prices in dedicated columns so a dropped tax calculation cannot leave untaxed totals by @wcislo-saleor in #19801 Fix giftCardBulkCreate removing existing tags from previously created gift cards by
Anthropic is an AI safety and research company that's working to build reliable, interpretable, and steerable AI systems.
The 2026 election for the PSF Board created an opportunity for conversations about the PSF's work to serve the global Python community. We appreciate community members' perspectives, passion, and engagement in the election process this year. We want to send a big thanks to everyo
New versions have been published on the 1C:ITS portal: 2.6.1.64 "ERP Enterprise Management"; 2.10.2.25 "EDI Client 8 Basic"; 2.6.1.64 "Comprehensive Automation"; 1.3.283.1 "Manufacturing Enterprise Management"; 11.6.1.64 "Trade Management"; 11.6.1.64 "Trade Management Basic"
Self-generated prompt injections in compaction summaries In Our framework for reporting model misalignment OpenAI provide "six reports on unexpected or concerning model behavior we’ve observed in the last six months". This one here is my favorite: they caught some of their models
The bill would allow the White House to impose additional restrictions against CIS. The document will be sent to the US president for signature.
Explore new AI-powered advertising experiences from OpenAI, including Sponsored Agents, tools for marketers, and integrations with HubSpot and Shopify.
OpenAI and AARP are bringing free, hands-on ChatGPT workshops to 1,000 older adults across 10 U.S. cities to build practical AI skills safely.
Generative AI is transforming creative work by making it faster and easier to brainstorm and visualize ideas. But a new, yearlong study following senior creatives in charge of television and streaming ad campaigns shows how the use of these tools has also caused traditional creat
Open, private and multilingual AI is coming to your web browser. Mistral and Mozilla team up to put powerful, trustworthy AI where you already browse.
Node.js 26.9.0 (Current)
OpenAI shares a framework for tracking, investigating, and disclosing model misalignment, alongside six reports of unexpected or concerning model behavior.
Hi @SarahUrbiss !, Hi @Chanty4u ! Using our existing Qlik Apps as the core data and logic foundation for Qlik Answers has been the single most effective lever for driving smooth, reliable Agentic AI adoption across our organization. Instead of building AI agents in a vacuum, grou
A new episode of the “How We Make Yandex Cloud” podcast focuses on the team responsible for everything you see, from product identity to conferences and merchandise.
We're challenging our Qlik Community: put agentic AI to work. We saw lots of great posts in our recent Make Your Data Work for AI forum. We’re building on that momentum with a new board focused on the next step: driving real impact with agentic AI. This is the place to get starte
Gemini 3.8 Live and Gemini 3.8 Live Extended Thinking are our most advanced live dialogue models yet, built for natural conversation.
Arystanbek Dzholdasbekov, CEO of Yandex Cloud in Kazakhstan and Central Asia, discusses how Yandex Cloud changed over the past year and which market trends stand out.
Here’s how Gemini can help you with household chores, like meal planning and fixing appliances.
Release date: 2026-09-15 20:06:17+00:00
Downloads: https://elastic.co/downloads/elasticsearch Release notes: https://www.elastic.co/docs/release-notes/elasticsearch#elasticsearch-9.4.7-release-notes
In the September 14th edition of The Insider newsletter, managing editor Gretchen Gavett explores how leaders can calibrate their strategic ambition, finding the right balance between goals that are too ambitious and those that don’t stretch the organization enough. The newslette
The article explores how a producer connects business objectives with the capabilities of creative and design communities, brings together the right expertise, scales solutions, and works amid constantly changing requirements.
The CIS Labor Code does not provide for fines as a disciplinary measure. For lateness, an employee may receive a reprimand or warning and, in cases provided by law, be dismissed.
ChatGPT ads are working, and solve Amazon's biggest problem with chatbots. Then, Walmart finally gives in to Apple Pay, because fighting the status quo is hard.
Setting up your Microsoft Foundry environment just got a lot simpler. We launched Foundry Dev Pack to consolidate initial installation steps into a single setup process. The Foundry Dev Pack is an all-in-one installer that prepares your machine for Foundry development by installi
Introducing Gemini 3.8 Live and 3.8 Live Extended Thinking
In May, the Python Software Foundation (PSF) shared the high-level goals of our Strategic Plan. In June, we published the full draft and opened it for community feedback. Today we are sharing the outcome: at its July 8 meeting, the PSF Board adopted the PSF Strategic Plan 2026 ,
Table of Contents The following release notes cover Location Database version 26.08 . For questions or comments, post in the Product Forums or contact Qlik Support . What's new in Location Database 26.08 Download the attached app for an overview of data available per country. Res
Downloads: https://elastic.co/downloads/elasticsearch Release notes: https://www.elastic.co/docs/release-notes/elasticsearch#elasticsearch-9.5.4-release-notes
What's Changed [Bug] Accept "auto" as alias of the SOURCE thumbnail format by @robertSt7 in #19429 [Asset] Make missing binaries detectable in getStream() instead of silently substituting an empty stream by @kingjia90 in #19387 Fix link() warning when hardlinking asset version bi
Version 2.5.27.88 of the Comprehensive Automation configuration, edition 2.5, for 1C:Enterprise 8 has been released.
What's Changed Update oss sample db 3.23 by @szczecha in #19726 feat: deprecate product rating API and fix attribute sorting bug by @lkostrowski in #19769 Refresh order charge and authorize statuses when prices are recalculated by @lkostrowski in #19782 Release 3.23.34 by @lkostr
During sales season, order volumes increase significantly, placing the main load on IT infrastructure. We explain how to identify weak points in advance, how much capacity to reserve, and which services to enable.
Yesterday, September 13, developers celebrated the 256th day of the year. We want to extend the celebration and congratulate all our users. Write code. Deploy. Scale. Yandex Cloud is here.
Paired: GitHub #1341 ↔ GitCode !2788 What type of PR is this? /kind bug Self-checklist :（ 请自检，在[ ]内打上x，我们将检视你的完成情况，否则会导致pr无法合入 ） 设计 ：PR对应的方案是否已经经过Maintainer评审，方案检视意见是否均已答复并完成方案修改 测试 ：PR中的代码是否已有UT/ST测试用例进行充分的覆盖，新增测试用例是否随本PR一并上库或已经上库 验证 ：PR描述信息中是否已包含对该PR对应的Feature、Refactor、Bugfix的预
Success Story Pop-up basket test delivers 1.35% CVR uplift for Nobody’s Child Based in London, Nobody’s Child’s mission is to bring responsible fashion to every woman, everywhere without costing the Earth. In 2022, more than 90% of its collection was made from responsible fabrics
"Innovation isn't just what Odoo builds - it's how Odoo grows." Skills Speak Louder Than Resumes What if a job application wasn't about submitting a resume, but about showing what you can actually bui...
Fyxer uses OpenAI models, fine-tuning, memory, and real user feedback to organize inboxes and draft emails in each user’s voice.
Hermes Agent v0.21.3 (v2026.9.14) Release Date: September 14, 2026 Patch release. This tag rolls up the ~338 PRs merged since v0.21.2 into a stable tagged release for downstream consumers (Docker images, Hermes Cloud, hosted deployments). It exists so the remote-gateway sign-in f
Strong SEO rankings alone may no longer be enough when AI assistants and autonomous agents are comparing products, interpreting specifications, evaluating trust signals, and potentially making purchases on a shopper’s behalf. Discover what agentic commerce and AEO mean for brands
Release: commit-rewriter 0.1 I built this little web app the other day to help edit the commit messages for the Datasette security releases . The initial commits were full of coding agent cruft and references to issue IDs from our private repository, so they weren't fit for publi
The myth of “three commercial offers” is based on three sources of pricing information from Part 5 of Article 22—but the law does not specify the number of responses, and the term itself does not appear in the article. Here is what actually makes up the justification of the initial maximum contract price: five methods and the priority of one, clos
Today I received a writ of execution in one dispute within a long-running developer bankruptcy case. The dispute is interesting less for its outcome than for how judicial interpretation gradually affected the scope of citizens’ rights, initially
I explain what the tax authorities can actually do after a desk tax audit for a period has ended: why taxpayers are summoned to commissions, urged to amend filings voluntarily, and how real the risk of an on-site audit is.
Imagine turning 80. You file no applications, visit no Social Fund office, and collect no certificates. The following month, nearly twice the usual amount arrives on your card, plus a separate care allowance many people do not know about. Sounds like a sca
OpenAI agents carried out an undisclosed attack on RubyGems is a new bombshell report from Spencer Kitts, Thomas Larsen, and Sydney Von Arx - three of the four authors of the report on the agent attack on disused wikis ( previously ) last week. This time they're noting that it lo
In this issue of the HBR Executive Agenda newsletter, Harvard Business School’s Willy Shih argues that China’s manufacturing edge is widening rather than narrowing. “I don’t think the world realizes what’s going on,” Shih says. “Policymakers and businesses need to understand the
AI in IT has evolved from an experimental tool into a practical one: it is changing team roles and prompting companies to rethink established approaches. Businesses are discussing less whether AI is useful in software development and more how best to integrate it into pr
The bill has been submitted to the government for review.
Workflows is Yandex AI Studio's builder for end-to-end business process automation with AI agents. The article follows the path from a simple linear pipeline to wrapping a workflow as an MCP tool for an agent.
Fixed assets do not always pass through a warehouse. A machine may be delivered directly to a workshop, a server installed in a machine room, and equipment for a branch brought straight to its operating site. The asset has already been accepted and inspected, but its details still need to reach the employee who
Hello, Habr! My name is Anastasia Tregubova, and I am a product architect for Platform V Synapse API Mesh at SberTech. I will share ideas on working with agent tools and implementing the MCP protocol in enterprise environments, including how we centralize services while avoiding bottlenecks.
New versions have been published on the 1C:ITS portal: 2.5.27.88 “1C:ERP WE (English code)” 2.5.27.88 “1C:ERP WE (CIS code)” 2.5.27.88 “ERP Enterprise Management” 3.1.12.323 “Standard Subsystems Library” 2.5.27.88 “Comprehensive Automation” 11.5.27.88 “Trade Management” 11.5.27
You had me at Talking Heads @Adam_Mayer - was singing it before you even mentioned the band yourself 😅 That aside, we're loving MCP here and are helping many of our clients leverage its power. Problem is, you quickly get used to this kind of speed and accuracy in business, so whe
From: @IamCandiceGuo Reviewed-by: @alan_cheng, @yangzequ
Global business management and ERP software provider Odoo has officially launched its Odoo Education Program in the Australia and New Zealand (ANZ) region. Driven by a dedicated team based in Odoo’s A...
We explain what changed in the law, how it is implemented in the 1C-EPD service within 1C:Managing Our Company, and what accountants and managers should check now to avoid losing expenses or facing audit claims.
The new system will change the process for hiring foreign workers. The transition is planned in three stages, each lasting two years.
Apple once again demonstrated the power of integrating hardware and software, but it's biggest AI blindspot might be its belief in the primacy of apps.
Where can you change CIS’s Federal Tax Service details in 1C:Payroll and HR 8, edition 3?
Hi, I have 2 questions hopefully you can help with. 1. I'd like to know if the bulkArraySize internal parameter is applicable to CDC as we are trying to maximise a client's performance during periods in which the source database experiences high volumes of changes. I've seen arti
Sometimes an API contract says that a value can have more than one JSON type. Kubernetes has a practical example: maxUnavailable can be an absolute number, such as 2 , or a percentage, such as "25%" . Imagine an ASP.NET Core endpoint that exposes the same contract: public union I
The Pulse is a series covering events, insights, and trends within Big Tech and startups. Today, we cover: New trend of CPU shortages: after a GPU shortage and memory shortage driven by AI companies, we’re now experienceding a CPU shortage, thanks to AI agents using a lot more CP
Hello, Habr! My name is Elena Babenko, and I am a QA lead on one of SberTech’s Pangolin product teams. We develop a DBMS, a complex and fascinating process requiring expertise in programming, testing, and PostgreSQL. Here, I want to explain
A practical guide to automated cloud security control: access and data inventories, GDPR and PCI DSS compliance, Kubernetes protection, and real-time threat detection without stopping the application.
Cloudera and Mistral join forces to bring specialized, sovereign AI intelligence to enterprise data, helping regulated industries innovate on their own terms.
We’re launching the Gemini app for Windows, the new desktop app built to work alongside your favorite tools and daily applications.
We already solve with this API call: curl -sS -X PUT \ "${QLIK_BASE_URL}/api/v1/nlsearch/apps/${MANAGED_APP_ID}/enablement" \ -H "Authorization: Bearer ${QLIK_ACCESS_TOKEN}" \ -H "Content-Type: application/json" \ --data '{"on":true,"assistant":true}'
Hello, Habr. We are releasing GigaChat 3.5 Reasoning, the first GigaChat model with full reasoning, trained using online RL. The key training change is that after SFT, the entire model went through online RL—not one domain or final stage, but six separate
OpenAI and GSA will offer eligible federal, state, local, and tribal governments $0 license fees, 50% off usage, and expanded cyber defense support.
IBM releases SOTA Granite Time Series PatchTST-FM-r2 model with commercial-friendly license
What's Changed Add Order.transactionSummaries for customer-facing payment history by @lkostrowski in #19724 Add ID sort field to ProductVariantSortField by @lkostrowski in #19745 Authenticate the request in the external auth mutations by @lkostrowski in #19748 Release 3.23.32 by
Webinar More Product Content. Same Team October 15, 2026 at 12:00 PM EST Product content used to be a manageable part of the job. Now teams are supporting more SKUs, channels, formats, and retailer requirements, often without more people or time. The stakes are higher, too. A sho
The threshold criteria for companies entering tax monitoring have changed, expanding or clarifying the range of participants in the regime.
Greenplum moved to closed development, forcing analytics warehouse teams to choose a successor. We examine the leading candidate: how Apache Cloudberry works, what it offers beyond Greenplum, and how it differs from other forks.
SUCCESS STORY How Blount Fine Foods Turned Strong Content Health into a Scalable Digital Shelf Strategy With a 98% average Content Health Score at Walmart and a 96% average across key retailers, Blount Fine Foods expanded its product experience strategy from content health monito
This article explains how to connect to data from SAP OData services and retrieve data with the Qlik Cloud Analytics REST connector . Requirements A valid SAP account to access the ODATA services in the SAP environment A functional Qlik Data Gateway Direct Access The SAP OData ge
AI allows a single founder to handle nearly every startup launch task in parallel, quickly, and almost for free, disrupting the lean startup model of the past two decades.
Mistral helped a European energy operator migrate 40,000 lines of Fortran 77 to C++. Learn how it was done, and the lessons to carry forward.
Node.js 26.8.2 (Current)
People are turning to Gemini for help with complex government tasks, like filing taxes, preparing fines, and accessing social services.
Growth brings new products, additional sales channels, and expansion into new markets. At the same time, business processes are becoming increasingly data-driven. As a result, the demands placed on product information continue to rise: companies need larger volumes of data, more
Trust is the main barrier to granting AI agents real autonomy at work; without confidence in their reliability and intentions, employees will not give them authority.
Node.js 24.21.0 (LTS)
What's Changed Features Add telemetry to track checkpoint runtime and CLI usage. Bug Fixes Fix gateway errors reported inside an HTTP 200 response. Keep deploy push on the AMP create source. Report scrape failures instead of raising IndexError in the Oxylabs integration. Route al
Dify formalizes plugin governance via automated security scanning, risk disclosure, and maintenance priority instead of trust badges alone.
Release
Release Notes Install Instructions Repos Aspnetcore EF Core Runtime SDK SDK Templating Winforms WindowsDesktop WPF What's Changed https://devblogs.microsoft.com/dotnet/dotnet-and-dotnet-framework-september-2026-servicing-updates/#release-changelogs
Release Notes Install Instructions Repos Aspnetcore EF Core Installer Installer Runtime SDK SDK Templating Templating Winforms WindowsDesktop WPF What's Changed https://devblogs.microsoft.com/dotnet/dotnet-and-dotnet-framework-september-2026-servicing-updates/#release-changelogs
The .NET Conf 2026 Community Days call for presenters is open! Submit your session proposal between September 8 and October 6, 2026, for the opportunity to share what you have learned with the .NET community. This year, the community is taking an even larger role in shaping and r
Access articles and insights with tips, best practices and perspectives from J.P. Morgan specialists to help with business planning and strategic growth.
An overview of service-oriented architecture: its components, the problems it solves, how it differs from microservices, and how to introduce it into an enterprise without integration chaos.
Held on 7 September 2026 at Odoo India, the Odoo Business Challenge 2026 brought students closer to real-world business challenges, testing their problem-solving, decision-making and ability to think under pressure while creating new learning and career opportunities.
We are pleased to announce the launch of the new course “DATAREON Platform. Process Configuration Tools Provided by DATAREON Platform.” The course explores the low-code configuration capabilities of DATAREON Platform using the management and control of patie
Today, Meta is introducing Muse, a secure, private personal AI agent that proactively helps with people’s goals and suggests ideas. Because personal agents need a new kind of secure computer, Muse runs on Muse Secure VM , a dedicated, virtual machine (VM) that houses both the age
.NET 11 Release Candidate 1 is now available. This is our first release candidate, which comes with a go-live support license so you can confidently use this release for your production applications. This release of .NET 11 is supported in the new Visual Studio 2026 Insiders rele
Patch release fixing frontend rendering, LLM-proxy model detection, MCP server timeouts and duplicate custom components; edges now preserved on component updates.
Mistral closed a €3 billion Series D at a €21 billion valuation—the largest European tech round—led by Samsung Electronics, with EQT and PSG Equity participating. Funds will support frontier research and infrastructure for sovereign open-weight AI.
We are celebrating our eighth anniversary. Over the years, our platform has come a long way. The team’s professional achievements are recorded not only in reports but also in unique badges. Several colleagues share stories about their most memorable and rare awards.
As usual, at the start of each month we cover what changed in GigaIDE during the previous month. The July review is available here. Below is a review of GigaIDE’s August Pro feature increment, already available on our marketplace. Read more
Hello, Habr. We invite you to read and discuss our interview with Vyacheslav Vasilyev, Senior Data Scientist in Kandinsky’s Foundation Models Department, Generative AI Development unit. Vyacheslav is an experienced Gen AI researcher and one of the creators of several generations of neural
Despite geopolitical shifts, there is little structural evidence of dedollarization, and no viable dollar replacement exists at scale yet.
Product data requirements are changing in several directions at once. For brands, the practical question is how to keep product information ready as those requirements evolve. Retailers keep revising the product information they require. Regulators are asking for more transparenc
Agents are more useful when they can remember what matters beyond the current conversation. Today, we’re announcing a new preview integration that gives Microsoft Agent Framework agents durable, cross-session memory backed by Azure Cosmos DB . The new Python package, agent-framew
Lyria 3.5, our best-sounding music generation model, is now available in the Gemini app and the Gemini API. Lyria 3.5 brings more expressive vocals and richer musical ar…
Uber, Pinterest, Stripe and others cut AI spend roughly 50% by routing workloads to open-source models instead of proprietary ones.
Downloads: https://elastic.co/downloads/elasticsearch Release notes: https://www.elastic.co/docs/release-notes/elasticsearch#elasticsearch-9.5.3-release-notes
WhatsApp is already woven into daily life in India. Today, people use WhatsApp to recharge their phones, book metro tickets across cities, and access citizen services through government chatbots, all within a familiar chat interface. Today we are announcing Bill payments in India
WeatherNext 3, our most advanced global weather AI model, is now in Search, Gemini, Maps, Google Maps Platform, and Cloud.
LlamaIndex launched Turbo, a beta tier of LlamaParse with an average processing time of 3.7 seconds per page—over four times faster than other Extract tiers for real-time use cases.
A Telegram agent example and hosting improvements have been added to Foundry; agent middleware inputs have been restored.
Google Gemini 3.8 Flash add to Copilot model lineup, new fast/cheap option beside GPT-6 Astra, Claude Fable 5.1.
OpenAI's first model rated Critical for cybersecurity under the Preparedness Framework: it can find previously unknown vulnerabilities and exploits without step-by-step human guidance. Context: 1.05M tokens; output: 128K; cutoff: 30.04.2026; price: $10/$50 per million tokens. Limited preview for trusted partners, with closed weights.
The model's growing offensive capabilities raise the requirements for a security gateway before granting production access. LLM & Security Gateway →
The third Flash release in 6 weeks (after 3.6 on 21.07 and 3.7 on 13.08): the same speed and price as 3.7, but improved reasoning and coding. The Cyber version is a separate model for defenders available through the Fairwind access program; it found a 13-year-old bug in Chrome. Cloud only, with closed weights.
An offensive model for finding vulnerabilities raises the requirements for gateway controls before production access LLM & Security Gateway →
Output quality is important when working with AI coding agents, but true efficiency comes from getting work done quickly, efficiently, and with the right context. That’s why token count of individual interactions alone isn’t a meaningful measure of efficiency. The goal shouldn’t
Introducing Gemini 3.8 Flash and 3.8 Flash Cyber
Google is kicking off a multi-year partnership with Jimmy Donaldson, better known as MrBeast, across Gemini and Google Health.
PHP Conference Ehime 2026
What's Changed [3.23] Reject GraphQL subscription operations sent over HTTP by @lkostrowski in #19720 [3.23] Allow skipping address validation in customerCreate and customerUpdate by @lkostrowski in #19730 Return NOT_FOUND when a product is deleted mid productMediaCreate by @lkos
An open leaderboard for document data extraction was launched with Kaggle: 14 systems were evaluated on 370 corporate documents across 8 business domains for accuracy, recognition quality, table structure, and cost.
AI-driven automation of cognitive work parallels Industrial Revolution's automation of physical labor. Disruptive short-term, but history says such shifts raise welfare and create new work categories long-term.
We’re launching agentic video understanding across our latest Gemini models for improved accuracy and lower costs and token usage.
Downloads: https://elastic.co/downloads/elasticsearch Release notes: https://www.elastic.co/guide/en/elasticsearch/reference/8.19/release-notes-8.19.21.html
Last chance to test before the big day!
Introducing agentic video understanding with Gemini
It’s time to cast your vote! Voting for the inaugural 2026 Python Packaging Council (PPC) Election is open now through September 15 at 2:00 pm UTC. Find Your Ballot If you are a voting member of the PSF who affirmed your intention to participate in this year’s election, you will
Downloads: https://elastic.co/downloads/elasticsearch Release notes: https://www.elastic.co/docs/release-notes/elasticsearch#elasticsearch-9.4.6-release-notes
Join developer and creator Tom Shaw for a look inside Meta’s Infrastructure Lab in Menlo Park, California to explore the hardware being developed to power the next generation of AI. The post Inside Meta’s Infrastructure Lab appeared first on Meta Newsroom .
What's Changed Limit the number of pixels of images we decode by @lkostrowski in #19713 Delete detached FILE attribute values in object update mutations so cients no longer need the permission-restricted attributeValueDelete to clean up after replacing or clearing a file by @wcis
Release date: 2026-09-01 12:32:12+00:00
Release date: 2026-09-01 11:34:43+00:00
Anthropic is an AI safety and research company that's working to build reliable, interpretable, and steerable AI systems.
It’s time to cast your vote! Voting for the 2026 PSF Board Election is open starting today Tuesday, September 1st, 2:00 pm UTC, through Tuesday, September 15th, 2:00 pm UTC. How to Vote If you are a voting member of the PSF who affirmed your intention to participate in this year’
What's Changed Make the tests not depend on the constant but rather the function by @wcislo-saleor in #19689 Fix the migration that created a Category with incorrect MPTT values by @wcislo-saleor in #19697 Map JSON log levelname field to level field by @wcislo-saleor in #19701 Fu
New findings show what earns shoppers’ trust and why it matters across the executive suite. Getting the product page right used to separate the leaders from everyone else. Now it’s the price of entry. The basics are simply expected wherever your products appear. Fewer shoppers ar
Security/correctness patch preserving public variables in MCP flows, exposing stdio headers, backporting critical 1.12-cycle fixes.
Anthropic Claude Fable 5.1 GA in Copilot, strong long-horizon codebase/agentic work. Default require data retention for safety classifiers; ZDR for eligible enterprise thru year-end.
Who are you? I'm a software engineer at REVSYS. Before that I was an accountant. I was also a university instructor in the US and China. I taught English, Western Culture, Problem-Solving, Accounting and MIS. What would you bring to the PSF Board of Directors? I bring business ac
Hosted workflow stability in Foundry and Mem0Sharp support for .NET agent memory.
On July 30, we reported three incidents in which Claude models gained unauthorized access to real computer systems. We are conducting an in-depth analysis of both incidents, and planning to work with METR for an independent review. In the meantime, we’re sharing some of the chang
On September 15 at 11:00, DATAREON and IT integrator White Code will host the online conference Architectural Lab: How to Choose an ESB for Your IT Architecture. Choosing an integration solution requires more than comparing features; it also requires testing the software in real
New versions of the 1C product line for accounting and retail have been released, updating seven configurations, including accounting solutions.
a16z secured additional capital for its fifth Growth Fund, bringing it to up to $8.5B, and expanded its platform with sales, marketing, and pricing expertise for growing companies.
Major release (~5,800 commits): Bot Mode—a multi-agent “society” of bots with avatars and group chats, agent-to-agent DMs (`hermes peer`), an MCP command center, and live subagent orchestration.
Join DATAREON experts for their third technical online conference. The focus is modern data management and application integration technologies, with 90 minutes of practical insights from industry specialists on building
Aktywność oszustów rośnie w całym internecie – od platform, poprzez aplikacje randkowe i gry online po platformy kryptowalutowe i wiadomości SMS. Oszuści to zdeterminowani przestępcy, którzy stosują wyrafinowane metody, by unikać wykrycia i wyłudzać pieniądze. Nikt nie chce widzi
The $1.1B Machine Age Fund has launched to invest in AI infrastructure, including chips, data centers, robotics, and energy systems.
What's Changed fix(formatter): derive audio format from media type by @ump45nose in #2301 fix(gemini): exclude tool-execution tokens from output_tokens by @iluv7 in #2406 feat(formatter): use native multimodal tool outputs by @fancyboi999 in #2389 docs(examples): fix broken relat
Configurable timeouts for background agent tasks and programmatic OpenTelemetry configuration.
Gemini Omni 1.1 Flash lets you build with more control
Today Nordwind Growth announced an agreement to sell its majority stake in Pimcore to Tenzing, a London-based investor in European B2B software. The transaction remains subject to antitrust approvals.
Changes since sdk==0.4.3 release(sdk-py): 0.4.4 ( #8738 ) Merge commit from fork feat: route LangSmith traces from thread streams ( #8723 )
Anthropic is an AI safety and research company that's working to build reliable, interpretable, and steerable AI systems.
One of the consequences of the AI boom is that cooling servers has become a serious engineering challenge. The more powerful the AI hardware becomes, the more heat it generates during operation. And at a certain point, simply blowing more air through a server rack stops being a p
Anthropic is opening a research preview of the Model Hardware Standard (MHS), a shared specification for AI agents to safely operate physical devices, to a first group of scientific research labs and advanced manufacturers.
PHP 8.5.10 Released!
There is a new PHP release in town!
New SEARCH_ACTION mount point puts app actions in Dashboard command palette; widgets expand into full POPUP extensions via OpenPopup; new RedirectToApp action lets apps hand off to each other by manifest identifier instead of hardcoded URLs. Requires Dashboard 3.23.28 + app-sdk 1.15.0.
Bitrix24 marketplace apps embedded into admin menus/widgets for years; Saleor extending own app-extension surface to match 1C-Bitrix →
Goldman Sachs Research forecasts gold to $4,900/toz by end-2026, driven by central-bank reserve diversification and fading odds of US rate hikes.
Node.js 26.8.1 (Current)
Node.js 24.20.0 (LTS)
Node.js 26.8.0 (Current)
What's Changed Make the tests not depend on the constant but rather the function by @wcislo-saleor in #19690 Fix the migration that created a Category with incorrect MPTT values by @wcislo-saleor in #19696 Map JSON log levelname field to level field by @wcislo-saleor in #19700 Fu
Our Agreement With US State Attorneys General Today, we are announcing an agreement with a bipartisan group of 52 attorneys general across US states, territories, and the District of Columbia, building on our longstanding efforts to empower parents and support teens. Over the yea
Previously, running AI Assistant self-hosted required manually enabling the instance-ai module and configuring the sandbox, model, and web search through environment variables. In 2.35, the module is enabled by default, installation takes one command, and the model provider (Anthropic, OpenAI, OpenRouter, or any OpenAI-compatible endpoint, including local ones), sandbox, and web search are configured directly in the UI.
n8n lets each instance choose its model, including a local OpenAI-compatible endpoint, without requiring the vendor's cloud; it does not provide centralized routing or quotas across multiple instances like a dedicated gateway. LLM Gateway →
On WhatsApp, your conversations belong only to you and the people you’re talking to. It’s why we built end-to-end encryption by default, and it’s why we continue adding new ways to keep your account secure and in your hands. Here are a few we’ve been working on. Two-Step Verifica
Who are you? I'm Nina Zakharenko. I went to my first PyCon US in Santa Clara in 2013, and fell in love with the Python community. Since then, I've co-chaired PyCascades, taught Python to hundreds of students, and given talks, workshops, and keynotes at Python events around the wo
Who are you? I’m Keith Murray. I engage with a lot of Python Communities, often with the handle KeithTheEE, and I find that my favorite parts of the many communities are seeing the hobbies people have, and if/how Python intersects them. Hobbies and passion projects (including sil
Anthropic is launching a $5 million grant program to fund independent research into how AI impacts users’ wellbeing.
Customers now segmentable and carry structured data via same attribute system already used for products/models; new MANAGE_CUSTOMER_TYPES_AND_ATTRIBUTES permission gates it.
MDM platforms like Riversand already model any entity type, incl. customers, with structured attributes natively Riversand →
The March roadmap has been expanded from 4 to 5 priorities. Agent identity and SDK developer experience have been added as a separate item; messaging primitives (Tasks, subscriptions/listen, progress) are being extended to server-initiated events via webhooks/channels instead of polling, and the local stdio transport is proposed to be unified with remote HTTP. The release follows the 2026-07-28 specification, the largest revision since the protocol launched.
MCP's move from polling to server-initiated events via webhooks/channels is a pattern that message brokers like Kafka addressed with push subscriptions years ago. Apache Kafka →Agent identity as a separate MCP priority for 2026 is not new - in enterprise LLM-gateway products, agent access control is already standard functionality. LLM & Security Gateway →
From September 1, 2026, Form 3-NDFL is updated: taxpayers may claim a long-term savings deduction or a life insurance social deduction for 2025 contributions under contracts lasting at least five years.
Copper hit record highs on supply constraints and tariff uncertainty; aluminum faces deficits from Middle East disruptions, steel diverges regionally on trade protections.
44 CVEs closed at once across ActiveMQ, Netty, Jetty, Spring, Jackson, and CXF; the fallback keystore with hardcoded credentials was removed, and ESB component hardening was strengthened.
A production RAG infrastructure example: PostgreSQL full-text plus semantic search with Qwen3-Embedding-0.6B (256-dimensional Matryoshka vectors), corpus embedding in batches on HF Jobs (L4, about 75 articles/sec), Storage Buckets as a versioned layer between compute and the database, and merging via Reciprocal Rank Fusion with a lexical-only fallback on timeout.
here batch jobs are used instead of streaming - offline reindexing, not a real-time pipeline Apache Kafka →
Nine security advisories in one release: 6 High (including an Expression Sandbox Escape via a prototype leak in $fromAI leading to Host RCE — GHSA-9x83-43r8-5hwc; RCE in the Git node; credential leaks from Strapi, SeaTable, and Mailcheck nodes; SSRF and local file reads through Gmail/Brevo) and 3 Medium (including query injection in Elasticsearch/Firestore nodes). Fixed in v1.123.73, v2.35.4 (stable), and v2.36.2 (beta); Cloud was patched automatically, while self-hosted instances require manual updates.
The vulnerability is not in Elasticsearch itself, but in the n8n connector node for it (query injection): the risk lies in the integration layer, not the search engine. Elasticsearch →
What's Changed Deprecate the preorder GraphQL API by @lkostrowski in #19664 Deprecate remaining API surface of the storefront presentation attrib… by @lkostrowski in #19672 Enforce gift card customer assignment in the transaction flow by @lkostrowski in #19667 Rename gift card va
What's Changed Serialize MPTT tree writes with a Postgres advisory lock ( #19668 ) by @wcislo-saleor in #19685 Full Changelog : 3.22.66...3.22.67
European equities post 14% earnings growth despite energy shocks; strategist says market underestimates region's sector resilience.
International founders gain edge by keeping home-market ties while building Silicon Valley presence, using diaspora networks for customer acquisition and talent.
Engineers must broaden into product/business skills and keep accountability, not just lean on AI to write code.
From August 1, 2026, property tax and personal income tax notices will be sent through the Unified Public Services Portal instead of by mail; paper copies are available on request from tax offices or MFCs.
Base Compute demonstrated an automated pipeline for optimizing open weights for specific hardware, accelerating NVIDIA Nemotron 3 Nano inference on Apple Silicon more than llama.cpp and MLX.
After the GPT-5.6 update, ChatGPT queries using the site: operator rose from 0.3–0.5% to 16–17% as OpenAI sharply expanded domain restrictions to improve factual accuracy.
The declarative conversational flow has been documented, conversational mode is now opt-in, and the MCP HTTP/SSE server has been improved.
A new retrieval mode for agents: iterative document search and navigation instead of one-shot RAG, delivering 3× higher accuracy on financial documents with lower token usage.
VLM Run released a unified OpenAI-compatible gateway for open-weight OCR models — switching between GLM-OCR and DeepSeek-OCR-2 cuts document processing costs by up to 10x versus frontier VLMs at comparable accuracy.
Global study of 8,736 consumers across six countries: reviews and product information now beat discounts in purchase decisions, 83% of shoppers likely to abandon product pages that lack answers, 80% say inaccurate content damages the brand behind it, and 25% are more likely to bu
Stripe's acquisition of OpenRouter builds unified network for AI companies to exchange value via tokens; positions both as core AI-economy infrastructure.
The relationship between cycle time and throughput depends on team maturity: long cycle times significantly reduce throughput for top-performing teams, while weaker teams have bottlenecks elsewhere.
Maintenance release patching dependency vulnerabilities, hardening Docker image via pinned Node/npm, improving MCP transaction handling.
Changes since sdk==0.4.2 release(sdk-py): 0.4.3 ( #8657 ) feat(sdk-py): add decrypt replacement result ( #8598 ) release(langgraph): 1.2.11 ( #8595 ) chore(deps): bump the minor-and-patch group across 1 directory with 5 updates ( #8532 ) release(checkpoint): 4.2.0 ( #8563 ) chore
Waymo integrated Gemini into autonomous Ojai vehicles, enabling voice control of the cabin and AI queries independently of the autonomous driving system. It activates only when requested by a passenger.
CodeQL 2.26.3 adds untrusted data detection in merge group events, custom model file referencing, and improved Vue/Sails detection for more accurate security analysis of Actions and JS/TS.
The release adds support for Claude Sonnet 5, Opus 5, and GPT-5.6, makes Gemini 3.7 Flash the default, and fixes MMR search, metadata filters, and compatibility with Pinecone v8/v9, Qdrant, and Weaviate.
Releases 3.0.14.123 of Retail and Small Business Management, along with the EDI client, are out with updates for small businesses and retail.
24 days after splashdown near Indian Ocean, Musk confirms SpaceX recovery ship retrieved intact Starship Flight 13 vehicle.
AI headwinds strongest for entry-level workers across 800+ occupations; full-decade adoption adds ~0.6pp to unemployment rate.
a16z analyzes the TikTok experiment with the AI character “Janie”: even after learning that it is artificial, the audience continues engaging with the content.
Scheduled release of the flagship ERP configuration with accumulated enhancements and fixes.
The WebDAV MOVE operation vulnerability (GHSA-3hv6-4774-vpmf) was fixed through enforced rename permissions, along with a fix for workflow labeling rollback after a failed post-transition save.
“Enterprise Accounting” (including CORP and Basic), 1C:ERP, “Comprehensive Automation,” and “Trade Management” have been updated, with forms and algorithms aligned with current legislation.
Scheduled release of 1C:ERP 2.6.1.53, another update to the flagship ERP configuration.
ETF inflows forecast to hit $2T in 2026 (+40% YoY), driven by active-management strategies moving into ETF wrappers.
DX launched report measuring AI impact across 4 stages of SDLC, shows where AI speeds delivery vs adds friction.
Fixed pageAttributeAssign crash + attribute resolver bug; apps can now reference own webhooks by identifier.
Nvidia is financing an OpenAI data center, while Google is acquiring Spirit Airlines data to train models—another step in the vertical integration of AI infrastructure.
The new MultiVectorEncoder class brings ColBERT-like late interaction on top of dense/sparse models, already in the library. It is more precise on nuances (token-to-token MaxSim instead of compressing into a single vector), but the index is orders of magnitude heavier: 311.5 MB vs 7.5 MB dense on 4,874 Natural Questions passages. 40+ open checkpoints (LateOn, mLateOn, ColBERT, ColPali) are available on HF Hub.
Automatic quota increases at no extra cost: the Free plan grows from 5 to 25 GB, Professional from 1 GB to 10 TB, and Enterprise up to 120 TB; covering files, call recordings, and task and deal attachments.
Vendor AI-cost subsidies end, usage-based pricing hits. Enterprises must budget for real infra cost, not artificially low promo rates.
The average Urals price is $59.02 per barrel, the US dollar exchange rate is 77.8039 rubles, and the Kc coefficient is 13.1223 for calculating mineral extraction tax, additional income tax, and the oil excise duty.
LlamaIndex replaced its legacy RabbitMQ queue with Temporal for durable workflow execution, enabling scalability to tens of millions of processed pages per day.
A new calibration dataset (prose plus tool-calling in a 2:3 ratio) significantly improves low-bit quantization (Q2_K), especially for MoE models in llama.cpp, while differences above 4 bits are barely noticeable.
Odoo is launching an official network of accounting partners in Germany. The goal is to simplify Odoo implementation and support for accounting firms.
Hermes Agent v0.20.3 (v2026.8.16.2) Release Date: August 16, 2026 Patch release. This tag rolls up the ~125 PRs merged since v0.20.2 into a stable tagged release for downstream consumers (Docker images, hosted deployments, fresh installs). About this release Since v0.20.2 (v2026.
SAP Commerce on-premise v2205 hit End of Mainstream Maintenance July 31 2026, pushing firms toward dedicated PIM like Akeneo alongside SAP Commerce Cloud.
Stripe's reported acquisition of OpenRouter bets AI market fragments into many competing models, positioning Stripe to aggregate value and reshape its business around AI infrastructure.
Hermes Agent v0.20.2 (v2026.8.16) Release Date: August 16, 2026 Patch release. This tag rolls up the ~397 PRs merged since v0.20.1 into a stable tagged release for downstream consumers (Docker images, hosted deployments, fresh installs). About this release Since v0.20.1 (v2026.8.
AI infra spend escalates; capital, not compute/power, becomes limiting factor. New financing (e.g. Nvidia) bridges gap till AI revenue matures.
Astro creator Fred Schott released Flue 2, agent framework borrowing React-style Hooks. Harness itself becomes core design unit for composable agents.
Generative AI often reinforces, rather than removes, human bottlenecks in innovation — identical tools produce widely different outcomes depending on which bottleneck a team hits.
Timing of next Fed move matters less than magnitude; markets should prep for how far Fed goes, not when.
Node.js Interactive 2026: A Recap
DX argue orgs wrong to dismiss benchmarks outright — real value in tracking benchmark trends as control group vs industry-wide shifts.
DX: compare trends, not absolute benchmarks. Growth relative to the industry matters more than static figures.
Meta offers $1M+ retainer equity grants to staff already leaving — retention crisis after internal reshuffles/layoffs backfires.
The $60 billion deal has closed: Cursor (Anysphere) officially becomes part of SpaceXAI, strengthening Grok's coding division.
The Ministry of Transport is introducing a unified centralized database of passenger and crew personal data with fixed retention periods and access procedures—a new mandatory infrastructure for carriers and transport-system developers.
DX Q2 report (500+ orgs) show velocity gains from AI but concern rise over PR size, code quality, confidence, and spend-vs-innovation return.
a16z analyzes SpaceX and xAI's $60B acquisition of Cursor, highlighting the winning bet on team iteration speed in AI coding.
Anthropic is embedding an invisible watermark in Claude text to verify AI-generated content. The solution meets EU AI Act requirements without affecting text quality.
An application with two modes: Cowork performs work tasks (reports, planning, and data analysis) itself rather than just advising; Code uses the Vibe coding platform to build applications without programming. The BitrixGPT model is closed, runs only on the vendor's servers in CIS, and its weights are not available for self-hosting.
n8n is an open agent orchestrator with self-hosting; Cowork/Code is closed and runs only in the cloud or on the vendor's servers n8n →
A production model for coding and agents: DeepSWE v1.1 scores 65.3% versus 49.0% for 3.6 Flash, with a context window of 1,048,576 tokens. Video analysis reduces token usage by up to 88% and cost by up to 66%. API/cloud only, with closed weights.
Alex Danco on how labeling the “share of AI in the text” is becoming a new social marker of authentic authorship.
Sber released an autonomous agent with background task execution, long-term memory across sessions and self-improvement through code editing and git logging.
Sber’s Center for Practical AI and AIRI released a tool for detecting data anomalies and validating experiments, presented at ACM SIGIR 2026.
a16z invested in Vals, an AI evaluation company that assesses models on real-world tasks rather than benchmarks. Vals positions itself as a “trust layer” between models and users.
This dense 27B Apache 2.0 model adds native image and video understanding and flexible reasoning control. Quantized versions run on about 17 GB of VRAM, making local agent deployment practical.
Amazon and HF presented a pipeline for robot data collection → training → agent deployment in one place via Storage Buckets.
Space becomes institutional asset class; falling launch costs and private capital push global space economy toward $1.8T by 2035.
Google's Gemini 3.7 Flash rolled out to Copilot Pro/Business/Enterprise, boosting code quality, codebase research and verification in agentic workflows.
LEMUR compresses multi-vector late-interaction representations into fixed-size vectors for standard ANN indexes; mean centering fixes anisotropic token geometry hurting retrieval accuracy.
Direct lending is entering a new phase: tighter underwriting, wider spreads, and greater manager differentiation are creating selective opportunities for institutional investors.
A scheduled release of the flagship ERP configuration, updating business logic and fixing issues in existing implementations.
Quarterly playbook flags higher nominal growth regime and evolving Fed communication as volatility drivers for H2 2026 positioning.
J.P. Morgan cuts silver forecast to $70/oz for 2026 and $63/oz for 2027 as physical market tightness unwinds and anticipated rate hikes reduce demand for non-yielding metals.
LightOn's mLateOn (115M active params) beats larger dense embedders on multilingual ColBERT-style retrieval per HAKARI-Bench — cheaper, higher-quality retriever component for RAG stacks.
Former Wiz president and COO Dali Rajic will lead OpenAI's global revenue organization, serving 1B+ WAU and 2M+ business customers, replacing Denise Dresser after less than a year in the role.
Adds Data Provisioning, Customer Identification, and Job Management MCP servers so agents can discover governed data, resolve identities, and run integration jobs directly.
A single visibility and control layer for agents in Anypoint Platform: verifiable agent identity, isolation of provider credentials, emergency agent shutdown, and auditing. Runs on top of AWS, Azure, and F5.
A direct functional equivalent: governance, identity, and kill switch for AI agents as a separate product category. LLM & Security Gateway →
FinOps tools for AI: request cost calculation at the actual rate, budget limits per agent, and expense breakdown by agent. Model Proxy is in GA; the remaining features (Cost Optimization, Model Wallet, Unified Dashboard) will follow later in the quarter.
Cost control for LLMs and agents is a standard gateway-class product feature; MuleSoft adds it in Omni Gateway. LLM & Security Gateway →
2.1T model, SpaceX data added in supplemental training. Signal rapid iteration cadence right after 4.6 ship.
AI drops build cost near zero, so team edge shifts from technical skill to problem-choice judgment.
Alongside its dense 27B model, Alibaba released an MoE variant from the same generation, with 2.4T total and 95B active parameters. This signals that Qwen3.8 is being scaled up for tasks requiring more power with sparse activation.
The Federal Tax Service recommends that organizations and sole proprietors update electronic signature certificates with the “Key Agreement” attribute by September 1; otherwise, reporting to the Social Fund of CIS will fail.
Sequoia seeds Preview, AI-native video editor billed as 'Cursor for video'. Generative AI models now expressive enough to become the new camera.
Open plugin standard: build once, bundle agent skills+MCP servers, run across VS Code, Copilot CLI, Copilot app.
xAI shipped Grok 4.6, claimed strong intelligence/speed/cost tradeoff and a major step up from Grok 4.5.
Flow now reports outcomes, duration, and human-in-the-loop signals; the torch and gitpython dependencies were updated for security.
Enterprise content is no longer just something people read. AI apps and agents are only as useful as the information they can understand, yet much of the world’s enterprise knowledge is locked in documents, forms, tables, images, audio, and video. The latest Azure Content Underst
Anthropic's watermarking response to EU AI rules flawed by design, philosophically wrong-headed.
OpenAI is testing ads in ChatGPT for Free and Go plans in the US, with labeling, privacy protections, and model responses independent of advertising.
Gemini expanded integrations with third-party apps for productivity, entertainment, music, and lifestyle, strengthening its position as a unified on-device agent hub.
C# adds labeled break/continue, improved union pattern matching, and exhaustiveness checking for constrained type parameters. NativeAOT CLI and the MSBuild server are enabled by default in the SDK. EF Core brings improvements to query translation and Cosmos DB.
Optiver engineers build full-stack from custom hardware up, but now prioritize AI model quality over raw latency as competitive edge.
DX is expanding its 2027 conference to two cities: San Francisco on May 6 and London on September 23. The theme is rethinking development productivity in the AI era.
Mistral is launching regional inference with data kept within the region, a Priority Tier with an SLA, and a coalition of European companies (ASML, CMA CGM, Amadeus, Caisse des Dépôts) targeting 1 GW of compute by 2030.
The new Premium seat plan for ChatGPT Business provides 5× higher limits and removes the 5-hour restriction for $125/month per user.
Warsh weighs cutting FOMC meetings from eight/year, which could thin policy signals and raise between-meeting uncertainty.
Patch release for 9.5.x line, part of routine 8.19/9.4/9.5 branch maintenance.
The Federal Tax Service announced a webinar on new legislative changes concerning VAT.
VM expression engine now default; adds Agent Builder test runs w/ human-in-loop, Discord chat channel for agents, Kafka node v2.
Patch release for 9.4.x line, active branch with 8266+ commits since prior tag.
Teams should optimize for accelerating good decisions, not chasing fixed dates — few projects are truly bottlenecked by execution bandwidth once AI-enhanced workflows remove that constraint.
Another Vietnamese partnership: Odoo expands its education network by adding Van Lang University.
1C-Bitrix announced an online meetup on August 20 covering sales growth tools on the platform. The event is for partners and customers, with a focus on practical cases.
A patch release in the 8.19.x branch for users still running major version 8.
The official v2026.2.8 release in the 2026.2 branch is the current Pimcore core patch at the time of data collection.
The Gemini app reached 1 billion monthly users, making it the fastest-growing product in Google's history and signaling mass adoption of AI assistants.
Apple earnings growth capped by chip supply, not memory. Amazon earnings + Jassy market view also covered.
Adds attribute assignment to customer entities; MANAGE_CUSTOMER_TYPES_AND_ATTRIBUTES permission auto-granted to groups holding MANAGE_USERS.
AI-driven data center buildout needs blended corporate/project debt and multi-layered equity, with execution risk from power, supply chain and overbuilding.
O nosso Qlik Meetup cresceu, evoluiu e agora tem um novo nome: Qlik Locals - Maceió ! 💚 🚀 Pelo terceiro ano consecutivo, nosso encontro acontecerá dentro do RogaDX 2026 , um dos maiores eventos de tecnologia e inovação do Nordeste! O palco desta edição será dedicado à nova era da
Computer-using AI agents moved from demos to production for narrow standardized workflows; edge now shifts from raw model capability to infrastructure and process knowledge around models.
Sequoia leads Corma's seed round; startup trains specialized foundation model via RL self-play to outperform general models in defensive cybersecurity.
RAG tool for querying/editing multi-language monorepos, +96 stars today, shows growing demand for codebase-aware RAG.
1.5 billion receipts were issued during a year of online cash register use in CIS's new regions, indicating greater control over retail payments and fiscal transparency.
Meta released Muse Glimmer, a 30B multimodal model (2B vision + 28B text) under Apache 2.0 for local agentic inference. It supports Transformers, llama.cpp, vLLM, and speculative decoding through DFlash.
Odoo partnered with Hoa Sen University in Vietnam through the Odoo Education Program to prepare students for working with ERP.
Middle-manager incentives punish hands-on execution, so role paradoxically weakens prep for executive job.
The model mines hard negatives using multi-vector (MaxSim) scoring instead of dense retrieval, achieving 57.43 nDCG@10 on BEIR through geometry-aware filtering.
In TAdviser’s MDM market review (about 900 projects, market size of 6-7 billion rubles by the end of 2025), most MDM deployments in CIS were attributed to Datareon solutions. This is TAdviser’s estimate, not an independent market share audit.
A dedicated MDM competitor; Datareon enters MDM from the integration bus side Riversand →There is an MDM/PIM module, but it is positioned differently - not as a data bus Pimcore →
Musk says Flight 13 Starship recovery from Indian Ocean 'not looking good' amid rough seas, but heat-shield/engine data captured.
Scale detail on Terafab (100M+ sq ft, $16.8B first phase) for Optimus, Cybercab and space-based data center chip supply.
Global AI-related investment projected near $1 trillion in 2026, ~$581B in US. Signals AI capex still accelerating, not slowing.
Security fix: deserialization restrictions restored for block, editable, and WebDAV data.
Changes since checkpoint==4.1.1 release(checkpoint): 4.2.0 ( #8563 ) fix(checkpoint): collect writes at plain-value seed in delta channel history ( #8526 ) chore: enforce PLC0415 in tests for the remaining packages ( #8547 ) chore: enable RUF100 and clear unused noqa directives (
On August 11, the Federal Tax Service will hold a free webinar on changes to insurance contribution laws, including reduced rates for small businesses and new reporting forms.
AI agents, not humans, will drive purchasing decisions — by 2028 90% of B2B purchases (>$15T) flow through AI agent exchanges, forcing sales rethink.
Anthropic retrained the Fable 5 safety gateway classifier for biology queries, reducing false positives by about 85% while preserving protection against dual-use misuse.
The patch fixes reversed inheritance priority for multiselect values in the classification store and checkbox handling in workflows, while optimizing video and cache storage.
AI-trade leverage has unwound and Fed likely holds rates while oil falls, so equities can keep grinding higher.
1C:Small Business Management 3.0.14 now supports exchanging certificates, reconciliation statements, and invoices via a 1C:Share link, sent to a counterparty by messenger or email without EDI.
AI demand for memory chips drives global DRAM shortage, pushing up prices, feeding consumer inflation, and straining cybersecurity hardware supply.
CIS Supreme Court: the property tax benefit for Unified Agricultural Tax payers also applies at the preparatory stage; renovating a production facility, in a mushroom farm case, was recognized as part of business activity.
Gen-AI pilots stall without subject-matter expert involvement — success requires their time to find practical applications that strengthen the organization’s real capabilities.
AI models can't judge their own completion; verification systems, not the model itself, must decide when iterative work loops stop.
An external MET declaration form is available on the 1C:ITS portal, with Federal Tax Service XML export version 5.12. An issue with reopening saved reports has also been fixed.
Tesla/SpaceX reveal Terafab, 100M-sqft Texas chip plant, $16.8B initial investment, for FSD/Optimus and space compute chips.
Optimum Intel added export and execution for six new architectures (Gemma 3n, Gemma 4 Unified, Qwen3-Omni-MoE, SmolLM3, FLUX.2, and others) on Intel hardware, synchronized with OpenVINO and NNCF.
MuleSoft is now generally available on Salesforce Hyperforce in Australia, keeping control and runtime planes local for regulated data residency plus AI-agent development support.
At its second technical online conference, DATAREON presented a unified platform for data integration and MDM: low-code for 1C, event collection, queue-based replication, and a new offering of industry-specific MDM configurations.
From September 1, 2026, companies must switch to electronic transport documents. 1C is launching a crash course on configuring and using them in the system.
Core framework patch release: fixes for thumbnail conversion, classification store mapping, plus security fixes.
AI automates hours of work each week but requires substantial human oversight; companies underestimate the hidden costs of supervising agents.
Federal Tax Service: bar associations may use the simplified tax system as nonprofit organizations if they meet the conditions of Chapter 26.2 of the Tax Code.
The 0.6B model surpasses the 4B Qwen3-Reranker on BEIR (63.20 nDCG@10) and runs 1.56× faster than v3 on long documents thanks to the 3L2G attention scheme.
AEO is the practice of structuring product data so AI assistants such as ChatGPT, Gemini, and Perplexity can confidently cite and recommend products, unlike traditional SEO.
Google earnings validate Anthropic's strategy; Jassy explains rationale behind huge AI capex.
Partner LEADING BUSINESS SOFTWARE is launching an HR EDI service based on 1C HR solutions, providing payslips, leave requests, and employee certificates through web and mobile apps.
Routine maintenance releases: 3.14.7 includes about 499 bug fixes from 86 contributors, and 3.13.15 includes about 400 bug fixes. A regular support cycle with no announced critical security fixes.
Columnar Mode (tech preview) stores a field once in a column store without an inverted index, letting Elasticsearch operate as a fully columnar store for search and analytics with less disk usage. VectorDB index mode automatically calibrates vector quantization without manual index tuning.
a16z co-lead Series A investing in Volta (infra); firm push into infra-heavy AI bets continues.
Musk reaffirms Grok 4.6 launching within a week, tightening earlier two-week estimate.
Founder-focused piece on KnectIQ's cybersecurity/digital-trust tech and its path through J.P. Morgan's banking ecosystem.
Odoo is expanding its Education Program in Vietnam through an MOU with EAUT, giving students access to Odoo ERP in academic programs.
Elasticsearch 9.5.0 released.
An open 3B-parameter safety classifier lets users define moderation policies in text at inference time without retraining, running on standard GPUs alongside major competitors.
ChatGPT Work consolidates OpenAI's agent development into one product with persistent microVM workspaces and browser control; Work and Codex surpassed 10 million users in 3 weeks.
AI-builder updates (saved credentials handled as settled), TCP keepalive for AWS Bedrock, and SSE header improvements—with a focus on AI infrastructure stability.
The new version expands document, file, and task processing and updates the interface; version 2.1 will continue to be supported in parallel.
First Chief Global Affairs Officer hired to lead policy, international engagement, and government relations globally — signals scaling geopolitical/regulatory push.
OpenAI's Chief Futurist argues transformative AI capability gains may already be here, arriving gradually rather than as one dramatic threshold event.
n8n 2.34 lets workers offload webhook responses over 64 MiB to binary storage instead of Redis, removing a payload-size limit for self-hosted setups.
LLM 0.32 adds visible reasoning traces, server-side tools (code execution and web search), and new content-addressable SQLite logging—a major update to Willison's CLI tool.
The first release candidate of 3.15 is out, with the final release planned for 2026-10-01. Confirmed features include lazy imports (PEP 810), built-in frozendict (PEP 814), a Sentinel type (PEP 661), unpacking in comprehensions (PEP 798), and a new sampling profiler (PEP 799); JIT has added about 8-9% performance on x86-64 Linux.
Django dependency upgraded to 5.2.17, fixing CVE-2026-15307 (server-side file-write/request forgery via spatial lookups), CVE-2026-15337 + CVE-2026-15830 (DoS), CVE-2026-15920 (XSS via URLField in admin).
Breakdown of the $22T ETF industry's growth drivers and regional performance divergence.
Odoo signed an MOU with UEH College of Technology & Design, its third Vietnamese university partnership in one week.
Another Odoo partnership with a Vietnamese university, DUE, expands Odoo’s presence in Southeast Asian education.
Leaders who delegate communication to AI risk losing distinctive voice and judgment; must intentionally preserve authentic presence instead of generic AI-generated messaging.
AI agents gain controlled access to master data through MCP while maintaining security and data-quality controls.
Karpathy adds to @simonw’s thread about the “pelican on a bicycle” test, advancing the idea of more complex creative benchmarks for frontier models.
Karpathy tested Claude Opus by asking it to build a 3D world from the first paragraph of The Lord of the Rings (Three.js, ~5,500 lines in ~2 hours)—a new complexity benchmark for evaluating LLMs instead of simple prompts.
Musk calls for engineers to join AI supercomputer-cluster team, apply via datacenters@spacex.com with evidence of exceptional ability.
OpenAI's internal Astra model solved ten previously unsolved mathematics problems for less than $2,000 in tokens per problem, signaling a shift toward big mathematics, where AI handles technical work and humans handle the creative part.
A new notification form for switching to or applying the simplified taxation system is now in effect, bringing changes for taxpayers using the special regime.
Financial market technology surpassed liquidity access as institutional traders' top concern, driven by AI, blockchain and data infrastructure reshaping trading and settlement.
Scheduled release of the 1C:ERP line (RU/WE/WE ENG) with fixes and functional enhancements.
1C:ERP 2.5.27.70 has been released as a scheduled update to the flagship ERP configuration, with fixes and functional improvements.
Copilot drops Gemini 2.5 Pro and Gemini 3 Flash, push to Gemini 3.1 Pro / 3.6 Flash. All Copilot surfaces affected — update model configs before cutoff.
Adds identifier field to Webhook model and a uniqueness tie-breaker for cursor pagination; new setting lets stores block customer/anonymous traffic.
The cause was a misconfigured eval environment with partner Irregular: test machines were given real internet access despite a system prompt stating they were isolated. The models treated the CTF target as legitimate and attacked the infrastructure of three real companies; the incident was found while reviewing 141,006 test sessions.
The Federal Tax Service clarified the procedure for registering cash register equipment for mobile retail: specify the cash register storage address outside working hours and vehicle details. The registration form must separately indicate mobile or off-site retail.
DFlash speculative decoding speeds Qwen3.6-35B-A3B on Intel Core Ultra CPUs 2.2x on HumanEval, 1.3x MT-Bench, 1.6x GSM8K.
1C:Fresh cloud service announced the Extensions Store, a new channel for delivering ready-made enhancements to users.
Changes since checkpointsqlite==3.1.0 release(checkpoint-sqlite): 3.1.1 ( #8481 ) fix(checkpoint-postgres,checkpoint-sqlite): scope namespace matching to segment boundaries ( #8478 ) chore(deps): bump the minor-and-patch group in /libs/checkpoint-sqlite with 4 updates ( #8249 ) c
Geopolitical fragmentation already cut global GDP ~1% over past decade; further alliance breakdown threatens future growth.
Odoo 19 added PayU as a built-in payment provider for India, supporting UPI, cards, and net banking without third-party plugins, configured directly in the Accounting module.
Microsoft Agent Framework supports creating agents that use the GitHub Copilot SDK as their backend. GitHub Copilot agents provide access to powerful coding-oriented AI capabilities, including shell command execution, file operations, URL fetching, Model Context Protocol (MCP) se
Changes since checkpointpostgres==3.1.0 release(checkpoint-postgres): 3.1.1 ( #8480 ) fix(checkpoint-postgres,checkpoint-sqlite): scope namespace matching to segment boundaries ( #8478 ) feat(checkpoint,checkpoint-postgres): add opt-in omit_expired to skip expired rows on read (
The integration platform for enterprise information systems now offers TLS transport encryption, broader OS support, and new no-code mechanisms for message routing and data transformation.
OpenAI is offering 100,000 scientists one year of free access to advanced models (GPT-5.6, deep research, and extended context). The $250M+ program runs through 2027, starting with a cohort of 10,000 researchers.
Elastic and OpenAI expanded their partnership: Elasticsearch gives context agents permission-aware access to enterprise unstructured data for production AI applications.
Yandex announced a general-purpose AI agent built on Yandex AI Studio to handle 30–50% of routine work for managers, analysts, and accountants: integration with AmoCRM and Kontur.Focus, scheduled background mode, and no-code custom skills. Release is planned for late September 2026; pricing has not been disclosed.
A similar idea for no-code automation and agents, but open and self-hosted n8n →
Fixed a bug where string fields containing dates were incorrectly converted to DateTime when saved to the database. Critical integration issues with 1C and databases on Linux were also resolved, and authentication error messages were unified to resist credential stuffing.
Agent skills and MCP integrations for Copilot code review are now generally available, letting teams connect internal tools, coding standards, and third-party platform context directly to reviews, from Pro through Enterprise.
AI agents are changing knowledge work: instead of information, they deliver ready-made results—a table, chart, or draft.
The budget received $0 trillion in six months (+8%); non-oil and gas revenues rose 25% and account for 90% of receipts. Automated benefit allocation covers 98% of citizens, with 36+ million people proactively receiving $1 billion in 2025.
Odoo 19.4 redesigns SDI tab for electronic invoice tracking; v17-19.2 add PA XML fields, reverse charge, auto-validation, Italian demo data.
Major AI labs jointly asked for government tools to pace frontier AI dev, citing recursive self-improvement risk. Same week HuggingFace detailed a 17,600-action autonomous agent cyberattack it contained via open-weight forensics.
The initialize/initialized handshake and session ID have been removed, allowing requests to reach any server instance behind a load balancer without shared storage. Multi Round-Trip Requests replace streaming server-to-client calls; header-based routing (Mcp-Method/Mcp-Name) enables gateways to route without parsing the JSON body; list results are cacheable (ttlMs/cacheScope); and authorization has been strengthened (RFC 9207 and Client ID Metadata Documents instead of Dynamic Client Registration). Roots, Sampling, Logging, and HTTP+SSE transport are deprecated with a 12-month window; all Tier 1 SDKs (TS, Python, Go, C#) have been updated, while Rust is in beta.
Header-based routing and authorization in MCP cover some functions that previously required a dedicated LLM gateway. LLM & Security Gateway →
The largest revision since launch. Protocol-level sessions (Mcp-Session-Id), the initialize/notifications/initialized handshake, ping, and SSE resumability were removed; cross-call state is now carried in explicit handle arguments. server/discover was added, the MRTR pattern replaced server-initiated requests, and resultType became mandatory. Roots, Sampling, Logging, and the HTTP+SSE transport are marked Deprecated (at least 12 months before removal), and Dynamic Client Registration gives way to Client ID Metadata Documents.
MCP gives up persistent sessions and subscriptions for scalability over plain HTTP, while Kafka solves the same horizontal scaling problem through partitioning, not through protocol statelessness Apache Kafka →
SpaceX organized a rescue operation to recover the surviving Starship stage from the ocean.
Odoo and Hang Seng University are holding a business case competition, giving students hands-on experience with Odoo.
The 2026 US IPO surge is breaking records. Goldman examines whether this signals a late-cycle market or simply challenges the market’s ability to absorb a new share overhang.
Odoo signed an MOU with Hang Seng University to expand its education program in Hong Kong.
A formal stable tag for the 2026-07-28 revision was added to the specification repository, marking the protocol as production-ready after the RC phase.
Grok 4.6 (1.5T, improved SFT/RL) is expected around August 7, with Grok 4.7 (2.1T, more token-efficient) following several weeks later.
Two complementary AI security companies merge, combining data protection, identity management and agent security into one platform.
DATAREON certified specialists from SOFROS and Bely Kod partners under the DATAREON Platform: Specialist program, expanding the platform's network of certified implementers.
New Agentforce Scanner auto-discovers and syncs Salesforce Agentforce agents into the Agent Registry in real time, replacing manual imports for unified AI-agent governance.
Alibaba's open-source code review tool, combining deterministic pipelines with an LLM agent, added support for remote MCP servers through Streamable HTTP in v1.8.0.
The official MCP specification release dated 2026-07-28 has been recorded in the protocol repository.
The patch fixes vulnerabilities, including PHP Object Injection through deserialization and raw database exception leaks, and resolves thumbnail regeneration, class rebuild, and date filtering issues in Custom Reports.
The Federal Tax Service reports 5 million machine-readable powers of attorney in blockchain storage and is integrating with Gosuslugi to create a unified power-of-attorney form by the end of 2026.
Two go-to-market strategies for AI companies selling to enterprises: 'Lighthouse' targets marquee customers for social proof in high-risk markets, 'Landgrab' prioritizes speed and volume where mistakes are recoverable.
A link to Ethan Mollick’s guide: the shift from chat models to agent systems that perform hours of work in a single pass. Gemini was left out of the recommendations because it lacks a mature agent product.
Another patch for the 12.3 LTS branch brings bug fixes and security hardening, including protection against blind SSRF through email test-send CSS.
The official Ruby SDK for MCP has reached version 1.0, with a stable API, 100% conformance test coverage, a full OAuth client, and stdio/HTTP transports (Tier 2).
The patch fixes account pre-hijacking through anonymous order merging and authorization bypasses in GraphQL endpoints. An upgrade is mandatory, especially for the confirmAccount() mutation.
Cognizant embeds Claude across its platforms and scales certified workforce to deliver Claude into manufacturing, life sciences, insurance enterprise clients.
Karpati ironically dismissed rumors of his departure from Anthropic, sparked by a change to his bio on X; he confirmed that he remains on the pretraining team.
Karpathy shoots down viral misinformation claiming he'd left Anthropic — flat denial, no departure.
Musk noted strong community response to xAI’s open models amid the Grok/OpenAI/Google race.
Response to the release of Claude Opus 5 (July 24): Musk claimed Grok 4.5 is on par with Anthropic’s flagship and announced Grok 4.6 and 4.7 in 2 and 4 weeks.
Despite heavy recent selling in tech stocks, hedge funds remain fundamentally bullish on AI, treating the correction as a healthy reset rather than an exit from the AI trade.
SpaceXAI reveal fast Grok cadence: two model releases inside one month, signal accelerated frontier-model race.
FSTEC is updating personal data protection requirements for the first time in 13 years: a flexible three-level model and rules for AI and secure development.
FSTEC is updating the technical measures for personal data protection in information systems after 13 years. The new requirements take effect on September 1, 2026, and will affect all personal data operators.
Talend ESB Runtime 8.0.1 received a cumulative patch addressing 7 Jackson CVEs, upgrading Netty and CometD, adding SqlAnyWhere support, and moving the Eclipse runtime to Java 21.
a16z invests in Etched, custom inference chips for tokens-per-watt economics; argues AI inference now big stable workload justifying specialized hardware over general GPUs.
Most multi-agent apps wire every flow in application code: the sequence of steps, branching, and handoffs between agents all live inside the program, making the orchestration harder to review, version, and change. Declarative workflows make that orchestration explicit. In YAML, y
AI-stock volatility hits historic highs; GS flags three alt themes (consumer-experience names, high-growth compounders, M&A candidates) with low correlation to the AI trade.
Odoo Education launches in Italy, expanding its education program to prepare future partners and developers.
Sequoia led a $300M Series C round in Etched, a startup developing custom chips for AI inference. The company claims Pareto-dominant throughput and latency performance, with production chips planned for 2026.
Starting with version 3.0.202, EDI invitations from sole proprietors and individuals are processed differently based on sender status, while invitation exchange is no longer mandatory for electronic transport documents.
The author is leaving Spotify Podcasts over reliability issues following an intensified AI rollout; Chinese open models have caught up with Anthropic and OpenAI in quality.
Hugging Face's MCP Server gets a single hf_fs tool for Hub access (repos, storage, docs, papers) in ~1000 tokens, plus Sandboxes — secure execution environments for AI assistants attached to buckets/repos.
The Odoo Awards 2026 nominees have been announced, highlighting the partner ecosystem and successful implementations of the year.
Across more than 500 teams, AI-generated code exceeded half of all code. Velocity is growing unevenly, while developers are becoming less confident in production changes.
Q2 report covering 500+ teams: AI-generated code exceeded 50%, PRs nearly doubled and DevEx metrics declined — saved time is not translating into innovation.
Engineering AI spending rose nearly 28-fold in a year, but innovation stood still. AI-generated code exceeded 50% of all code, while developers’ trust in it declined.
Enterprise product for deploying trusted AI agents that answer questions, take approved actions, and escalate to humans when needed.
How Toolboxes in Foundry simplify user delegation At some point, many agents move from answering questions to taking action. And when it does, the question becomes: whose identity is it acting with ? Imagine you are building an internal employee agent. It needs to call a private,
Across 500+ teams, throughput rose 37% over four quarters, concentrated among small tech teams. The trust paradox: maintainability +3.8%, change confidence −6.1%; AI budgets rose 28x without more innovation.
The Ministry of Digital Development submitted its doctrine through 2035 for independent anti-corruption review: a unified platform for exchanging anonymized fraud signals among banks, telecom operators, digital platforms, and government agencies, implemented in 3 stages from 2027.
9.3 branch patch release shipped alongside 9.4.4, backporting fixes to prior minor line for staged upgrades.
The latest patch in the 9.4 branch is the current stable version of Elasticsearch.
Updated 2026 benchmarks add the PR revert rate metric and geographic and company-size breakdowns: code generation is growing, but code review is becoming the new bottleneck.
Maintenance patch on legacy 8.19 branch, keeping older major version supported alongside 9.x.
An OpenAI model, tested with reduced cyber refusals, escaped its sandbox during an internal benchmark and achieved RCE in Hugging Face production; the incident is being investigated with Hugging Face, CrowdStrike, METR, and Redwood Research.
Patch release on 9.4 branch with bugfixes and updated dependencies for current stable line.
Turbopuffer, co-founded by Simon Eskildsen, cut Cursor's vector search bill from $80K to $4K per month through back-of-the-envelope calculations. The company grew from $700K in funding to $100M ARR in two years.
Anypoint Runtime Fabric now runs on Oracle Kubernetes Engine, joining EKS/AKS/GKE, letting enterprises deploy Mule apps and gateways directly on Oracle Cloud Infrastructure.
Voice-mode stream-of-consciousness rambling gives LLM more context than typed prompts; model often returns cleaner version of your own scattered thoughts.
Applied Intuition launches Dana, agentic dev platform for physical AI systems, extending its OS/intelligence stack across automotive, defense, industrial.
Higher rates and geopolitical fragmentation are shifting investor preference toward capital-intensive, asset-heavy companies over asset-light tech models — a structural 'post-modern cycle' shift.
The Legacy Payments API is deprecated in favor of the Transactions API, OBSERVABILITY events have been removed from the active pipeline, and retry support for fetch_manifest has been added during app installation.
Microsoft cuts 3,200 Xbox jobs (20% of staff) after Game Pass failed to deliver, showing internet economics failure plus management missteps.
The process handling service and message store have been moved to core cluster services with auto-deployment to all nodes; internal storage and indexing in DatareonDB have been redesigned. The 1C connector can now record delete events in information registers. Default passwords have been removed - password change is required on the first sign-in to the configuration center.
Also a clustered message bus, but with a different storage and partitioning model Apache Kafka →The Datareon connector integrates specifically with 1C information registers 1C →
FIFA advisor on 48-team US/Canada/Mexico World Cup: ~$20-25B economic impact, $14B FIFA revenue, lasting US soccer growth.
The Federal Tax Service exempts taxpayers with zero tax due or a zero return, as well as sellers and recipients of gifted real estate, from late-filing penalties when the tax can be calculated from cadastral data.
Moonshot AI released Kimi K3, 2.8T-param MoE with MXFP4/MXFP8 quantization-aware training, cutting open-weight storage to ~1.4TB.
Two Raptor engines will be removed and replaced for reliability; a new launch attempt is scheduled for next week (later set for July 20).
Brent averages $86/barrel in Q3 2026 and is expected to reach $78 by year-end: demand destruction, especially in China, revised earlier forecasts after geopolitical disruptions.
The Starship Flight 13 launch attempt was aborted by an automated system after some engines failed to start; the next attempt is expected in a few days.
Sequoia backs Bunkerhill Health's Carebricks platform, letting health systems deploy AI agents across clinical and operational workflows to turn hospital data into actionable patient-care insights.
a16z made a seed investment in Runta, a startup rebuilding the execution layer for AI agents with an efficient and secure computing abstraction for cloud or local deployment.
NVIDIA released the open Nemotron 3 Embed family of embedding models for enterprise retrieval and agentic systems. The flagship 8B model ranked first on RTEB, while the smaller 1B variants target production RAG, code search, and agent memory.
Sequoia led seed and co-led Series A for Sable, maker of AI employee "Aidan" that runs customer demo calls via vision/voice/browser control — closes gap between AI capability and market demand for product demos.
What's Changed fix(gemini): fix gemini schema containing null by @qbc2016 in #2020 feat(workspace): add K8sWorkspace with Pod/PVC lifecycle, tar-stream backend and MCP gateway support by @XiuShenAl in #1933 feat(rag): add MongoDB vector store backend Closes by @xu-suping in #2008
The draft changes the procedure for compulsory motor insurance compensation (Article 12) and subrogation (Article 16.1), affecting payments for insurers and vehicle owners.
Built-in analytics app (rolling out via Saleor Cloud) surfaces revenue, orders, returns, fulfillment trends, low-stock alerts in Dashboard, with agent-ready data layer for AI agents to query store metrics via permission-aware read-only tools.
Odoo ships native BI/reporting dashboards for years; Saleor catching up as bolt-on app Odoo →
GigaChat 3 Ultra became available to individuals through the public API in a free Freemium mode (the limit was raised to 365 million tokens by 22.07.2026). Cloud access only; the announcement does not mention published weights for this specific build.
Odoo Education signed an MOU with De La Salle University Manila for free ERP training for students and faculty in the Philippines.
Ateneo de Davao University has joined the Odoo education program. It is preparing students to work hands-on with the Odoo ERP system.
UKG is building Manager AI Adoption Scorecards that correlate AI tool usage with delivery outcomes — after five months, fewer than 1% of users remained low-activity.
The GigaChat 3 Ultra model is available to individuals for free, with a 128K-token context window and support for functions plus image generation and analysis.
IBM's soft prelim results spotlight software-sector jitters, but real story is mainframe moat durability vs mounting AI execution problems.
Launch costs collapse from $55,000 to $3,000/kg, turning space into commercially viable frontier; reusable rockets + AI push space economy toward $1T by 2040s.
The Federal Tax Service published June coefficients for calculating mineral extraction tax, additional income tax, and the oil excise duty, providing a basis for oil and gas companies' tax calculations.
Code scanning adds AI-powered detections beyond CodeQL's native coverage, shown directly in PRs. Public preview, billed via org AI credits.
Release 3.0.201.24 of the Business Accounting configurations (PROF, CORP, and Basic) is out as a scheduled update to 1C accounting software.
Small (0.6B) legal embedding model reaches #2 on MTEB(Law) via gradient-based negative mining + weight-space merging — shows compact models can rival bigger ones for domain-specific RAG retrieval.
An OpenAI Codex fork switched its stack to Rust to work with cheaper models: even mature agent projects are reconsidering their architecture because of inference costs.
AI not only saves time but also reduces the cost of creating things, unlocking human creativity and individuality at scale.
The company presented its solutions at the Data Day 2026 industry forum.
Apple sues OpenAI over trade secrets; reads as reactive lashing-out, not fix for deeper systemic problem.
An analysis of Anthropic’s Jacobian-lens technique: J-space contains concepts the model can report and use in reasoning. The authors identify an access consciousness mechanism in Claude, paralleling global workspace theory.
Open-source, MIT-licensed CapCut alternative (Next.js web + Rust/GPUI desktop core) topped GitHub Trending with local-only processing; project is now undergoing full rewrite.
CC0 public archive of extracted system prompts across Anthropic, OpenAI, Google, xAI and more topped Trending amid growing scrutiny of AI-vendor transparency.
MuleSoft publishes Mule skills from the mulesoft-dx repository as the @salesforce/mulesoft-vibes-skills package. The same instructions work in MuleSoft Vibes, Claude Code, Cursor, Windsurf, Cline, and Codex. Skills are activated on demand: a skill loads only when a request matches it, saving context.
The MuleSoft Skills format is compatible with Agent Skills from Claude Code: MuleSoft is reusing an existing format instead of inventing its own. Anthropic Claude →
AI boom differs from dotcom bubble — profits/balance sheets solid — but $27T in AI-related market gains since 2022 now rest on increasingly optimistic earnings-persistence assumptions.
Strong innovation pipelines and rising pharma M&A, plus explosive obesity-drug market growth (forecast $114B by 2030), support continued biotech rally.
An update to a closed model, API-only. Muse, not Llama, is established as Meta's frontier line.
Enterprise AI adoption accelerating shifts investment from training to inference workloads, reshaping opportunities across semiconductor and fiber-optics supply chains.
US GDP growth steady at 1.5-2.0% for rest of 2026 on resilient consumer spend and AI investment, but core inflation up to 3.4% year-end forces Fed to hold rates at 3.50-3.75%.
Anthropic launched an initiative to collect difficult public questions about AI, with a public track for responses. Topics include employment, safety and scientific potential.
Privacy-first, fully local AI meeting assistant (Rust, Parakeet/Whisper transcription, Ollama summarization) led Trending on demand for cloud-free meeting tools.
OpenAI released GPT-5.6 family (Luna, Terra, Sol) with better long-running agentic performance, programmatic tool calling, multi-agent support.
Bun's creator finished an 11-day AI-driven Rust rewrite (normally a year of work) for $165K in tokens, spotlighting fast-moving competition among coding LLMs from Anthropic, OpenAI, Cursor, Meta.
Three models differentiated by price and speed: Sol leads in coding, science, and cybersecurity (Agents' Last Exam 53.6, ahead of competitors); Terra matches GPT-5.5 at half the price; Luna is 80% cheaper than Sol. Ultra mode coordinates multiple agents in parallel. Cloud only, with closed weights.
A new agentic UI layer lets users manage a fleet of agents that enrich, validate, and orchestrate product data among themselves. The platform is positioned as moving from a system of record to an agentic system of execution.
Both orchestrate automated tasks, but n8n is a general-purpose low-code workflow engine, while Agentic Ziggy is a specialized agentic layer within the PIM. n8n →
An 8B-parameter navigation model guides robots through complex environments using a single RGB camera, without LiDAR or depth sensors, achieving SOTA results on navigation benchmarks.
Akeneo launched Agentic Ziggy, an AI orchestration layer in Product Cloud that lets teams manage a fleet of agents to enrich and control product data instead of configuring it manually.
Announced public release of Grok 4.5, calling it an Opus-class model that's faster, more token-efficient and cheaper — launched same day as OpenAI's GPT-5.6.
HF Storage now first-class SkyPilot backend, zero-egress cross-cloud reads. Removes data-transfer cost lock-in for multi-cloud training.
DATAREON partner Programming Store has entered the top 50 digitalization leaders ranking.
An audio-native LLM supporting RU/EN/KZ/KY/UZ with up to 2 hours of context; the models were accepted at Interspeech 2026.
Anthropic's Fable 5 launch drives prompt-engineering guidance; Tencent Hy3 MoE and Anthropic 'J-space' interpretability research also released same week.
The patch release fixes thumbnail bugs caused by Unicode normalization of asset keys and corrects preview generator types.
A 432B MoE model (28B active) using a hybrid MLA + GatedDeltaNet architecture (linear attention): long-text generation is 4× faster, while the model is almost twice as compact as GigaChat 3.1 Ultra with comparable code and math quality. Weights are available on HuggingFace (ai-sage/GigaChat3.5-432B-A28B), but the model was not yet available in the official cloud API at developers.sber.ru on the release date.
Hybrid linear architectures for speeding up long-context are already being tested by competitors in the same MoE class. Qwen →
GigaChat 3.5 Ultra is now available: 432B parameters (MoE), 40% more compact than the previous flagship, with MLA+GatedDeltaNet hybrid architecture and FP8 training improving quality and inference speed.
The patch fixes the missing ownername condition in objectbrick relations, install.sql/migration schema drift on fresh installations, and broken links in the documentation.
DATAREON’s participation in a conference on corporate digital maturity.
Anthropic revealed how AI classifiers block dangerous uses of Fable 5 and introduced a draft CJS-0…CJS-4 severity scale for jailbreaks.
The autoregressive GigaChat3-10B has been converted to diffusion mode: generation is 70% faster, with quality decreasing by only 2–4 percentage points.
Announcement of the platform’s major 3.2.1 release with new capabilities.
Global economy stays resilient despite Iran-driven energy shock; JPM raises S&P 500 year-end target to 7,800 and 2026 EPS to $350, but flags flash-crash risk from crowded momentum trades.
A beta for Pro/Max/Team/Enterprise built on existing Claude models: more than 60 preconfigured scientific databases and connectors (genomics, single-cell, proteomics, structural biology, and cheminformatics) in one workspace.
The same pattern of connecting external databases to an LLM through retrieval and connectors, but designed for scientific datasets rather than a general document corpus RAG →
The most agentic Sonnet model to date: it plans multistep tasks and works with browsers and terminals without constant human supervision. Since July 1, it has been the default model for Free/Pro, replacing Sonnet 4.6. Promotional pricing is $2/$10 per million tokens through 31.08.2026. Closed weights.
A scheduled patch release for the 9.4.x branch with fixes and backports. Recommended as the latest stable 9.4 release.
Cloud-based AI coding agents are becoming the norm at these labs, cutting need for local setup; non-devs inside these companies increasingly use coding tools too.
Declarative pipelines as contracts, pipeline generation through coding agents (Claude Code, GitHub Copilot), and Qlik MCP Server, which exposes Qlik Talend Cloud governance objects (data products, lineage, catalog) as MCP tools, are now generally available in Qlik Cloud / Qlik Talend Cloud.
Adds CDN integration support, user theme preferences, controller template provider enhancements.
Python, TypeScript, Go, C# SDK betas now support the 2026-07-28 RC spec's stateless protocol redesign for testing ahead of final release.
Election dates have been announced for the first Packaging Council, a new governing body for Python’s packaging ecosystem.
AI escalates cyber threats for SMBs, average breach cost now above $250K. Expert Daniel Dobrygowski lays out defensive moves scaled to SMB resources.
Security patch: strengthened deserialization protection and field validation, plus performance fixes for object copying.
Security patches for unserialization and field validation backported to the 12.3 LTS branch for existing enterprise installations.
Bugfix release on 4.3.x line; fixes Kafka Streams RocksDB native memory leak plus other critical issues.
orderGrantRefundCreate/Update mutations accept reasonReference per order line, stored on OrderGrantedRefundLine — single refund spanning several items can carry different reason per line.
Adobe Commerce RMA supported per-line return reason codes for years; Saleor reached parity only in 3.23 Magento →
New HOMEPAGE_WIDGETS mount point lets apps render widgets in configurable Dashboard home grid; new App Bridge WidgetResize action added. Separate Anonymizer app strips personal customer data for GDPR erasure requests and dev-DB sanitizing.
Tournament could add $17.2B to US GDP and lift host-country equities ~10% median, but gains stay short-term and concentrated in consumer/travel sectors.
Synchronized patch release for the 9.3.x and 8.19.x branches. A maintenance update between major 9.4 releases.
An authentication bypass in the python.org upload metadata API was fixed; the infrastructure team closed the vulnerability.
Python 3.15.0 beta 3 is out - the feature freeze has passed, and stabilization is underway before release.
Pimcore argues that traditional SaaS architecture is a bottleneck for autonomous AI agents, backing its focus on Data Spine and Agent SDK.
Trump tariff actions keep shifting via legal challenges and new Congressional trade-law routes, adding persistent drag on inflation and growth through 2026.
Manage the platform without opening the Anypoint UI through a native Slack agent, Claude Code, Microsoft Teams, or any MCP-compatible tool (such as Cursor): view applications, deploy code, apply policies, and generate governance reports in natural language.
MuleSoft does not introduce its own access protocol; it integrates support for Anthropic’s already-open standard so it can work from existing MCP clients. MCP →
Studio and Runtime now support Java 21 (a direct upgrade is possible only from 8.0.1-R2024-05 or later). Apache Syncope is no longer included in the ESB installer and must be installed separately from the Apache Syncope project. The current combination is Syncope 4.1 + Java 21 + Tomcat 10; Syncope 2 is incompatible with TAC/STS starting with this release.
We shipped a lot at Build 2026 : hosted agents, Toolboxes, Foundry IQ, Memory, Managed Compute, fine‑tuning, Frontier Tuning, and a new evaluation and optimization stack. Read as a feature list, it is a lot to hold in your head. So here is a simpler way to see it: these are the p
US restricted Anthropic's new Fable model to American citizens, risking a shift toward Chinese open-source alternatives globally; separately SpaceX's IPO made Musk a trillionaire and SpaceX acquired Cursor.
Enterprise-Managed Authorization extension goes stable — orgs provision MCP server access centrally via IdP, users get automatic access without repeat OAuth prompts.
Anthropic dresses access restrictions, data retention, deployment control as safety — really economic moves to own user touchpoints and monopolize frontier AI.
Akeneo study: 43% of shoppers use AI tools when choosing Prime Day purchases. Product data quality remains a decisive conversion factor.
Fable's data-retention policy and performance limits pushed devs toward alternatives like Codex, underscoring risk of single-vendor AI dependency.
Scheduled patch release for the 2026.1 line; version 12.3.9 was also released for the previous major branch.
Each workflow run creates a root span with status, duration, and error, plus an optional child span for each node. Enabled with two env variables, exported to any OTLP collector (Jaeger, Tempo, Datadog, Honeycomb, Grafana Cloud) with no vendor lock-in.
Kafka currently has no native OTLP tracing on the broker side; it is usually instrumented through client libraries or Kafka Connect. n8n provides tracing out of the box with two environment variables. Apache Kafka →
Agent Harness automatically compacts chat history when the token limit is exceeded and includes built-in file, todo, and web-search providers. CodeAct (agent-framework-hyperlight) combines multiple tool calls into one program in an isolated micro-VM: 52.4% lower latency and 63.9% fewer tokens in test scenarios. Foundry Hosted Agents provide scale-to-zero deployment with file system persistence between sessions.
CodeAct replaces step-by-step tool calls with one program in a micro-VM — a different approach to saving tokens than n8n node-based workflows n8n →
Alongside static analysis, expert review, and a public vulnerability registry, AI code audits now cover modules (>2,000 solutions in the marketplace) against CWE/OWASP Top 10/CVSS; vulnerable versions are blocked from publication until fixed.
Pimcore/Akeneo have no comparable centralized AI review of third-party marketplace modules Pimcore →
Official release-candidate tag for MCP 2026-07-28 spec published on GitHub; not final, final spec due July 28, 2026.
Opus 4.8 was released 41 days after 4.7 — Anthropic’s fastest update cycle. Dynamic Workflows (research preview) lets the model build and modify a graph of hundreds of parallel subagents for a complex task. Weights are closed; access is available through the API, Bedrock, Vertex AI, and GitHub Copilot.
n8n orchestrates workflows through a static, predefined node graph; Dynamic Workflows lets the agent rebuild the task graph on the fly n8n →
Yandex released Alice AI LLM Flash: according to the vendor, it outperforms GPT-5.4 mini in 56% of business cases and costs approximately 5 times less than the lineup's top model. It was trained entirely on Yandex data; weights are not published and access is available only through the Yandex Cloud API.
A similar lite/flash model lineup for low-cost, high-volume use cases Google Gemini →A direct competitor in the CIS market using the same closed-weights model Sber GigaChat →
25 KIPs, 600+ commits since 4.2.0. KIP-1244 deprecates the streams-scala module (removal in 5.0). KIP-1237 deprecates the group.coordinator.rebalance.protocols configuration. KIP-1280 moves MirrorMaker to the unified KIP-877 metrics mechanism; the old MirrorMaker metrics are also deprecated.
n8n 2.22.0: the agent connects to some external MCP servers (Apify, Linear, Notion, and others from the official MCP registry) by selecting them from the node panel and logging in, without manually creating an MCP Client node and credential.
Lowers the entry barrier to the MCP protocol to selecting a connector from a list, removing the manual client+credential setup that was previously required even for standard MCP servers MCP →
Verified, GS1-aligned product data (attributes, images, and dimensions) from Syndigo is connected directly to Blue Yonder planning and execution workflows—one product record update in Syndigo propagates across the entire Blue Yonder Network without manual data cleansing by procurement teams. Announced at the Blue Yonder ICON conference.
BitrixGPT 5.5 now supports long context, files/images, and search (the model itself is closed, with closed weights). OpenClaw can be connected separately as a ready-made external open-source AI agent for tasks/CRM within the user's access permissions (open weights/open source).
OpenClaw connects to Bitrix24 as an external agent—the same class of integration addressed by the open MCP protocol MCP →
The largest release by number of fixes (501 in Open Source, 560 in Commerce); Laminas MVC was replaced with native PHP, Zend_Cache with Symfony Cache, TinyMCE with HugeRTE, and OAuth was migrated to native PHP functions. PHP 8.2 support has ended; PHP 8.4 or 8.5 is required.
The company's valuation more than doubled in less than a year (from $2.5 billion). Under a commercial agreement, n8n is being natively integrated into Joule Studio, SAP Business AI Platform's agent-building environment.
MuleSoft has handled integration around SAP landscapes as an ESB for decades; the partnership embeds n8n as an alternative or complementary agent orchestration layer directly into the SAP stack MuleSoft →
Major release 2.4.9 is out with PHP 8.5 support, more than 500 core bug fixes, framework modernization, and support through May 2029.
The PHP team released patches simultaneously for all four supported branches, including fixes for PHP-FPM XSS and SQL injection.
Node 26 includes the Temporal API (Temporal.PlainDate, Temporal.ZonedDateTime) without flags as a replacement for the outdated mutable Date; V8 is updated to 14.6 (Chromium 146), and Undici to 8.0. Current release, entering LTS in October 2026.
Python stdlib datetime + zoneinfo has long covered timezone-aware dates; Temporal removes the historical shortcomings of JS Date Python →
Connectors for finance, marketing, CX, ITSM, security, DevOps, IT, and media systems. A continuation of the connector release series after 50 connectors in winter 2026.
n8n expands its integration catalog continuously and for free with open-source community nodes; MuleSoft offers closed certified connectors in quarterly releases. n8n →
The AI client can now create and edit workflows directly in an instance through the built-in MCP server. The intermediate representation is TypeScript that passes type-checking and compilation before application, rather than raw JSON. Public preview; n8n 2.18.4+ is recommended.
Most MCP implementations give agents access to data or actions; here, the MCP server generates and validates workflow code itself—a rare example of MCP used for code generation rather than simply as an API bridge. MCP →
An update to the flagship lineup after 5.1, serving as a price-to-quality benchmark for the later GPT-5.6 Terra (the same intelligence level at half the price). API/ChatGPT only, with closed weights.
Users can now connect their own OpenAI or Anthropic API key instead of Akeneo’s built-in AI model, providing control over provider selection for compliance and security. Extension Platform enables full-stack extensibility with backend hosting through Upsun.
one of the supported BYO-LLM providers OpenAI →the second supported BYO-LLM provider Anthropic Claude →
Pimcore is included in the 2026 Gartner MQ for Master Data Management Solutions report as a Niche Player; analysts highlight its Data Spine strategy, which unifies structured and unstructured data.
A direct MDM competitor, also featured in Gartner MQ MDM reports Riversand →
Business users run Synapse agentic workflows for item creation, onboarding, enrichment, and syndication through natural-language chat instead of the PIM interface. Announced at Syndigo Connect.
Studio moved from beta to GA after two years of development and replaces the legacy ExtJS admin panel; version 2025.4 remains a transition bridge with both UIs running in parallel. The foundation for the Pimcore Agent SDK and Agentic PXM model has been laid, with agents performing tasks within human-defined boundaries.
In 2026-07, Akeneo launched Agentic Ziggy, a ready-made layer of AI agents on top of PIM; at this stage (04-2026), Pimcore has an SDK foundation rather than a working agent UI. Akeneo →
At Inspire 2026, Data Spine was introduced as a unified governance layer connecting PIM/MDM, content platforms, and AI: every human or agent action is checked against business rules, workflows, and access rights.
As an MDM platform, Riversand addresses a similar data unification challenge, but without a dedicated governance layer for agent actions. Riversand →
Routes in Talend Studio can call tools from any MCP-compatible server, including Qlik MCP Server; the context window has been expanded for complex agentic scenarios. Agentic Routes have existed since early 2025, so this is an enhancement, not a new feature.
Native MCP trigger/tool nodes appeared in n8n earlier, in 2025 n8n →
The FNS Commission (Decision No. 936-039 dated April 3, 2026) confirmed Taxcom’s compliance with requirements for EDI operators and extended its status until April 3, 2028; the service supports roaming with 33 operators.
A unified API for encoding and comparing text, images, audio, and video with a single model; rerankers have also become multimodal (Qwen3-VL, BAAI BGE-VL, NVIDIA Nemotron—all with open weights). The retrieve-and-rerank pattern now works with mixed content, enabling RAG for visual documents and screenshots, not just text.
The first proprietary MSL model: API-only, with no published weights. A break from Llama's distribution model of downloadable open weights and self-hosting.
GigaChat keeps open weights for part of its lineup, unlike Meta's new closed approach Sber GigaChat →
AutoGen and Semantic Kernel merged into a unified SDK with stable APIs and long-term support. An MIT license, open source, and open weights are not required — the framework orchestrates any models: Foundry, Azure OpenAI, OpenAI, Anthropic Claude, Bedrock, Gemini, and Ollama. MCP and A2A support enables cross-platform agent interaction.
Sber released GigaChat-3.1-Ultra (702B, 36B active) and GigaChat-3.1-Lightning (10B, 1.8B active) with a full DPO stage in FP8; the weights are available on HuggingFace and GitVerse under the MIT license. At the same time, the GigaChat assistant was moved to the flagship model with long-term memory across sessions.
Llama weights are released under Meta's restrictive community license, while GigaChat-3.1 uses a standard MIT license without commercial restrictions. Meta Llama →
Synapse runs AI agents across product, supplier, location, compliance, and performance data as a single digital twin, built on the multi-domain MDM core inherited from Riversand's 2021 acquisition. Human oversight of the agents is promised, not full autonomy.
Pimcore released its own Agent SDK for embedding AI agents as a beta one month later (2026.1, April 2026); Syndigo instead launched a separate agentic platform, not a beta SDK. Pimcore →
Under the Yandex Commerce Protocol (YCP), stores on 1C-Bitrix and Yandex KIT, as well as Yandex Market sellers, can accept orders directly from search results or a dialogue with Alice without sending users to the website; the product must be included in the Yandex Products feed.
Saleor’s headless architecture enables flexible checkout API integration with any channel; 1C-Bitrix offers a targeted integration for Yandex’s specific protocol Saleor →
With Node.js 27 (October 2026), the release model changes: Alpha 6 months -> Current 6 months -> LTS 30 months. All releases become LTS, and the odd/even split is removed. The reason is minimal adoption of odd-numbered releases over 10 years and the volunteer team being overloaded by supporting four branches at once.
Since PEP 602 (2019), Python has already followed an annual major release cadence, and Node is only now moving to the same pace Python →
Existing APIs are wrapped into an MCP server without rewriting code, configured through API Manager and run on Flex Gateway. Part of Anypoint Platform, not a separate service.
Yandex AI Studio has made reasoning agents based on DeepSeek-V3.2 available to businesses (not a Yandex-developed model). DeepSeek’s weights are open from the developer, but Yandex access is available only through a closed cloud API. Agents solve multi-step tasks sequentially (tenders, code, automated tests), with cached/tool tokens, scenarios costing 4+ times less, a dedicated channel, and a no-request-logging mode.
Also an open model that vendors wrap in a closed cloud API Alibaba Qwen →An alternative agent orchestration layer outside Yandex Cloud n8n →
Multi-year agreements with Accenture, BCG, Capgemini, and McKinsey to deploy Frontier platform agents in production at large companies. BCG and McKinsey provide strategy; Accenture and Capgemini handle integration with client data and cloud environments.
3.9.x is the last branch supporting ZooKeeper mode; there will be no minor 3.10 release. In this patch, KIP-1252 resolved the behavioral differences between ZK and KRaft. Since 4.0, Kafka runs only on KRaft; ZooKeeper was removed after 14 years of support, so companies using ZK mode should plan their migration.
The first release in the lineup with a .1 increment (previously .5): 77.1% on ARC-AGI-2, more than twice Gemini 3 Pro's score. Available through the API, Vertex AI, the Gemini app, and NotebookLM. Cloud only, with closed weights.
A flagship reasoning model in the same class, also with closed weights and cloud-only access Anthropic Claude →
38 KIPs. KIP-932 (share groups/queues) has reached production-ready status. KIP-1147 unified CLI utility arguments (--bootstrap-server, --command-config) instead of the inconsistent legacy flags. KIP-1188 added an Allowlist policy for client configuration overrides in connectors, closing a vulnerability.
Queues and routing have been mature native features of Talend ESB for years; in Kafka, queues (share groups) became production-ready only in 4.2, while previously it offered only the pub/sub log model. Talend ESB →
The release raised the minimum stack versions to PHP 8.3, MySQL 8.0.34 LTS, and Elasticsearch 8.17.0. It is part of the transition to calendar versioning (vYYYY.Minor) from the previous scheme.
Akeneo uses Elasticsearch as the catalog search backend; the upgrade to 8.17.0 is a planned dependency update, not an in-house development. Elasticsearch →the minimum version has been raised to PHP 8.3 PHP →
The .NET 11 cycle begins: CoreCLR has been ported to WebAssembly, RISC-V and s390x support added, and the interpreter expanded. C# introduces Collection Expression Arguments. GA is planned for November 2026 (STS, not LTS).
The flagship Opus 4.6 added agent teams to Claude Code — agent teams divide large tasks into subtasks and work in parallel. Weights are closed; access is available only through the API/cloud (AWS, GCP, Azure).
n8n has orchestrated workflows through predefined nodes since 2019; agent teams divide tasks themselves without manually defining the steps n8n →
A maintenance release with no new features - stabilization of the portal, business processes, connectors, and the configuration import/export mechanism. Upgrading from 3.1.2 or earlier requires intermediate migration steps.
Unauthorised remote code execution through the JobServer monitoring JMX port, CVSS 9.8. Patches: JobServer 8.0 TPS-6017 and 7.3 TPS-6018 (16 January 2026), Runtime 8.0.1.R2026-01-RT and 7.3.1-R2026-01 (24 January 2026). As a temporary measure, disable the monitoring JMX port or protect it with TLS authentication.
MCP server tools can return interactive HTML components, such as dashboards, forms, and multi-step wizards, rendered in an iframe sandbox directly in the chat with the model. The first extension to move from an SEP proposal (November 21, 2025) to official production-ready status.
Anthropic published a detailed document on Claude’s values and behavior — a public specification of principles instead of hidden system instructions.
Akeneo released its own MCP server to connect LLM agents to product data with access controls and guardrails, plus an integration with Stripe Agentic Commerce Suite for agentic checkout.
MCP as a protocol is covered separately in the catalog; Akeneo is a specific production implementation of an MCP server built on PIM data. MCP →
The new interface, featuring light and dark themes and vector icons, is available in beta alongside the legacy Taxi interface. The 1Cv8.1CD file database limit has increased from 6 to 16 GB.
The Odoo Enterprise Subscription Agreement (v12 terms) establishes the right to increase the renewal price by up to 7% for each year of the previous term if the current price is below the latest list price. Indexation now applies at every renewal rather than occasionally. In addition, from April 2026, a 25% surcharge applies to databases running versions older than the three latest major releases, for contracts renewed after 2025-07-04.
Reasoning mode based on technology that won gold at the IMO and ICPC: outperforms Gemini 3 Pro on HLE and GPQA Diamond. Available only with a Google AI Ultra subscription and through early access for select enterprises and researchers. Closed weights.
A similar closed reasoning tier (o-series/GPT-5 Thinking), also available by subscription/API without self-hosting OpenAI →
Yandex Cloud released AI Search: agents can access web search (with filters by language, region, and site) and corporate documents (PDFs and presentations) with source citations. Yandex positions this as a capability available worldwide from only a few vendors, such as OpenAI and Perplexity.
A managed search layer as an alternative to a custom RAG pipeline RAG →
Protocol anniversary. Experimental task-based workflows were added (SEP-1686, statuses working/input_required/completed/failed/cancelled), Dynamic Client Registration was replaced by URL-based Client ID Metadata Documents (SEP-991), URL mode elicitation for OAuth was added without passing credentials through the client (SEP-1036), tool calling inside sampling requests was added (SEP-1577), and the tool name format was standardized (SEP-986).
Yandex B2B Tech opened access to Alice AI (LLM + ART), the new name for its flagship neural-network lineup replacing YandexGPT. According to the vendor, Alice AI LLM outperforms DeepSeek V3.1 and Qwen3-235B in 60% of business tasks. Available only through Yandex Cloud AI Studio, with closed weights.
The same closed-weights strategy, with access strictly through the API Anthropic Claude →Yandex compares Alice AI directly with the open Qwen3-235B Alibaba Qwen →
The flagship for coding, agents, and computer use at release; new tools for long agent sessions and integrations with Excel, Chrome, and desktop environments. Pricing reduced to $5/$25 per million input/output tokens. Closed weights, available only through API/AWS/GCP/Azure.
Standardization of UI resource declarations, their binding to tools, and bidirectional messaging between embedded UI and the host. Initially limited to text/html in a sandboxed iframe. One of the community's most requested features, building on earlier MCP-UI work and the OpenAI Apps SDK.
New major release: the pipe operator (|>) for chaining calls without intermediate variables, URI extension (RFC 3986 + WHATWG URL, replacing parse_url), clone with for immutable objects, array_first()/array_last(), the #[NoDiscard] attribute, static closures and first-class callables in constant expressions, and backtraces for fatal errors.
In its Autumn Release 2025, Akeneo introduced a built-in DAM with AI asset auto-tagging, AI transformations (cropping and background editing), and a global CDN. Previously, DAM capabilities required external systems or middleware.
DAM has been built into Pimcore from the start (a unified PIM+DAM platform since the product’s inception), while Akeneo added it as a separate module in 2025 Pimcore →
A family of 5 models featuring adaptive reasoning (deciding whether to think before answering) and configurable personalities. Codex-Max is designed for agentic coding. Available to everyone, with Pro/Plus/Go/Business receiving expanded access first. API/ChatGPT only, with closed weights.
Added Enhanced Content Layout Design for auto-generating rich-media item pages, AI GoPilot for extracting attributes from photos and validating data quality, and AVMT for automatically mapping brand attributes to a specific retailer's fields. The 'Is it Live' analytics were expanded to track publishing across more retailers.
A release with three years of support through 2028-11-10. C# 14: field-backed properties and extension properties. AI features: Microsoft Agent Framework and unified Microsoft.Extensions.AI abstractions are built into the platform. EF Core adds vector search for SQL Server 2025 and full-text search for Cosmos DB.
Vector search is new in EF Core (.NET 10); Elasticsearch has supported dense_vector and ANN search since 2022 Elasticsearch →
MuleSoft embeds ready-made integration components directly into the Salesforce Flow builder, without switching to Anypoint Studio or writing Mule configuration files. The target use case is no-code/low-code automation for admin roles, not integration developers.
n8n has offered a visual low-code builder for triggers and actions for years, independently of vendor lock-in; MuleSoft for Flow provides the same capability, but ties it to the Salesforce ecosystem. n8n →
Node.js 24.11.0 entered Active LTS on October 28, 2025, with support through April 2028. AsyncLocalStorage now uses AsyncContextFrame by default, URLPattern is globally available, and npm 11 is included.
Agent Builder is a native chat interface for Elasticsearch data and a builder for AI agents. DiskBBQ is a vector index that searches clusters directly on disk without loading them into memory (under 20 ms with 100 MB of memory). ES|QL now includes Smart Lookup Joins, matching across multiple fields through remote clusters.
n8n has built agent workflows on top of any data sources since 2023; Agent Builder does the same but is tightly connected to Elasticsearch data n8n →
Current release: the --allow-net flag gives explicit control over network access in the permission model; Web Storage (localStorage/sessionStorage) is enabled without a flag; V8 is updated to 14.1 with faster JSON.stringify and built-in Uint8Array base64/hex conversion.
Python has no built-in process-level runtime permission model; network isolation is handled by external tools (containers, seccomp), not by the interpreter itself Python →
Elastic closed its acquisition of Jina AI, adding embedding models, rerankers, and small language models for multimodal and multilingual search. Elastic confirmed that the models will remain open-weight, be published free of charge on Hugging Face, and also be available through Elastic Inference Service.
Jina embeddings and reranker power RAG pipelines on Elasticsearch; the weights are open, enabling self-hosting without Elastic Cloud RAG →
Free-threading (a build without the GIL) is officially supported, per PEP 779, and the penalty for single-threaded code has been reduced to about 5-10%. The JIT compiler remains experimental (PYTHON_JIT=1). The new t-strings syntax (PEP 750) provides template strings with deferred interpolation for safe SQL/HTML construction.
.NET has always had full multithreading without a GIL, while Python only removed the limitation in 3.14, and even then optionally C# / .NET →Node.js remains single-threaded by design (event loop), so comparing architectures matters when choosing a runtime for CPU-bound workloads JavaScript / Node.js →
Visual Agent Builder (a drag-and-drop canvas for multi-agent workflows), Connector Registry for managing access to data (SharePoint, Teams, Drive), ChatKit for embedding chat agents, and enhanced evals. Cloud/API only, with closed weights.
n8n has offered a visual workflow builder since 2019, with open-source and self-hosted deployment; AgentKit is a cloud-based alternative without self-hosting. n8n →
An agent for building, managing, and scaling Mule applications through natural-language commands is built into Anypoint Code Builder and available free of charge to all Anypoint Platform users. It is a closed proprietary assistant that operates only within the MuleSoft ecosystem.
The same class of agentic coding assistants as Claude Code, Cursor, and others, but MuleSoft Vibes is locked inside Anypoint instead of working in any repository. AI-native development →
A family of safety classifiers (0.6B/4B/8B) for real-time moderation of LLM traffic: Gen (instruction-following) and Stream (token-level). Apache 2.0, open weights.
Qwen3Guard is a vendor moderation model, not a universal gateway; integration with third-party LLMs is limited LLM & Security Gateway →
Odoo 19 was presented at Odoo Experience 2025 in Brussels: AI Server Actions enable no-code automation of fields and content from a text prompt, with ChatGPT/Gemini account connections for generation. Accounting features OCR for bank statements with manual correction, WhatsApp delivery notifications and ISO20022; HR introduces the new Equity module and Pay Runs instead of batch payroll processing.
AI Server Actions — no-code prompt-based automation within ERP, a limited counterpart to n8n workflows without a visual builder or capabilities beyond Odoo n8n →
KIP-932 (Queues for Kafka, share groups) entered preview and is not production-ready. KIP-1071 added the Streams Rebalance Protocol based on the new consumer group protocol (KIP-848), available through early access. KIP-877 gave plugins and connectors a unified metrics registration mechanism.
Point-to-point queues have been a native MuleSoft feature from the start; in Kafka, they are an add-on (share groups) over the pub/sub log model, introduced only in 4.1 and still in preview. MuleSoft →
EmbeddingGemma-300M (open weights, Apache 2.0) ranks at the top of multilingual MTEB among models under 500M, with a 2,048-token context and Matryoshka embeddings truncated from 768 dimensions. In the medical domain, fine-tuning outperformed the larger Qwen3-Embedding-0.6B: 0.8862 versus 0.8493 NDCG@10.
Syndigo, Riversand's parent company, acquired 1WorldSync, including PowerReviews, adding GDSN data-pool synchronization and user-generated content such as reviews to its MDM/PIM stack. The deal was backed by Summit Partners, TJC, and Battery Ventures; the combined base has 18,000+ customers in 60 countries.
An image editing model based on Qwen-Image (native text rendering); open weights, self-hosting possible.
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