Quoting Felix Rieseberg
The "old" version of Cowork runs model inference in the cloud, executing tool calls in an Anthropic-provided VM we shipped to your computer. We added the VM for capability, safety, and security reasons - mapping in just…
Daily edition · AI
The daily ledger
TILens turns technical updates into a focused daily brief: official releases, trusted reporting, and practitioner analysis, deduplicated and organized by topic.
860 articles · 28 sources · 816 papers ·
Top topics: AI · AI Research · General
Open and Emergent Problems in Agentic Privacy and Security: A Contextual Angle
Generative AI
Agent Evaluation walkthrough
Manual prompt tweaking isn't a testing strategy. Here is how to actually evaluate AI agents for production. For more information, check out the Agent Clinic episode linked below the title. Speakers: Dani Zamora, Matthew…
How Antigravity Evaluates a LangGraph Agent
Manual code tweaking isn't a testing strategy. Here is how to actually evaluate AI agents for production. For more information, check out the Agent Clinic episode linked below the title. Speakers: Dani Zamora, Matthew…
AWS Weekly Roundup: Amazon Bedrock Managed Agents powered by OpenAI, Q3 service availability updates, Kiro workflows, and more (October 5, 2026)
Last week, we announced a public preview of Amazon Bedrock Managed Agents powered by OpenAI, built on a customized version of OpenAI’s Agents API engineered to be AWS-native and integrated with AWS resources. You can…
Our approach to EU text provenance rules
How OpenAI is approaching text watermarking under EU rules. Learn where watermarks apply, how detection works, and why access starts with researchers.
Building advertising for the way people use AI
OpenAI introduces a new visual ad format in ChatGPT and expands measurement tools, attribution partnerships, and brand suitability for advertisers.
Floci, Great LLM Apps, BCE Outbound Integrations, Hexagonal vs. BCE--Questions for the 151st airhacks.tv
Questions and topics for the 2026.10/151th edition of airhacks.tv: The homework / challenge: "How could hexagonal architecture improve the BCE eBank application?" Experience with Floci (the Quarkus-based AWS emulator)…
Fragments: October 4
In response to my last fragments (probably the bit about us worrying if LLMs have consciousness when we when we should be wondering why they don’t have a conscience) “Metalanguage” replied: we shipped the id and forgot…
dbForge 2026.2 Adds a PostgreSQL Debugger, Visual Object Editors and Broader Context for dbForge AI Assistant
The release adds a PostgreSQL Debugger, visual editors for event triggers, functions and procedures, as well as file attachments and model choice in dbForge AI Assistant. Devart, a leading developer of database…
Create an AI Voice Agent for Customer Support
Why a Voice Agent Makes Sense for Support Customer support is shifting from static FAQs to real‑time, conversational experiences. Adding a voice channel lets you: Reduce friction for users who prefer speaking over…
Developers are secretly hoping OpenAI fails to ship this month
OpenAI’s 28-day Codex shipping sprint has its first result, which means subscribers hoping for a free usage reset will have The post Developers are secretly hoping OpenAI fails to ship this month appeared first on The…
OpenAI will start watermarking ChatGPT’s text in the EU
OpenAI will watermark ChatGPT and Codex text in the EU to comply with the AI Act. Editing can make the invisible marks harder to detect, it says.
OpenAI brings text watermarking to its API — and unlike Anthropic, it’s off by default
OpenAI has announced that developers can now opt in to watermarking text generated through its API, as the company extends The post OpenAI brings text watermarking to its API — and unlike Anthropic, it’s off by default…
The AI safety check that runs on a laptop and nearly matched a 35B model
Guardrail selection has typically meant choosing between a purpose-built classifier and an LLM acting as a judge. Decision models such The post The AI safety check that runs on a laptop and nearly matched a 35B model…
OpenAI to flood your eyeballs with visual ads
Want to generate an image with ChatGPT? Then prepare for ads if you're in the US
Connecting AI agents to enterprise knowledge
For all the data that AI systems continually amass and analyze, enterprise AI agents often suffer from a curious shortcoming: a lack of knowledge. More than data, knowledge is the understanding of what the data means in…
The LLM Blindspot: Why Models Forget What’s in the Middle of Your Prompt
In this article, we’ll look at why LLMs have this bias against middle information.
OpenAI launches visual ads that appear alongside image generation results
The new ads will begin to appear later this month in the U.S. only for now, and will feature products and services from an initial test group of advertisers.
[$] An update on the Sashiko patch-review system
Patch review has long been one of the limiting constraints for the kernel project (and most others); there just aren't enough people to properly review all of the code that is submitted for inclusion. The Sashiko…
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