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Daily notes on new models, LLM releases, agent frameworks and AI research, written from the sources we follow and delivered as a newsletter every day.
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LLMs1 min read
arXiv:2609.13389v1 Announce Type: new Abstract: Mapping textual specifications into formal representations is essential for ensuring the correctness of protocol designs and implementations. LLM-generated mappings, used for networking sec...
From arXiv cs.CL
Research1 min read
Research identifies a limitation of range-based confidence gates in continual learning for embodied agents, preventing useful updates. A new admission-audit protocol, incorporating historical-reference promotion and missed-opportunity metrics, offers a more robust approach to managing update streams.
From arXiv cs.AI
How this blog is made
Each feed entry becomes one request to OpenSmartRoute: the router picks a model with a cost-weighted objective, the editorial-writer skill is layered on the prompt, and the outcome trains the learners - the same pipeline available to every workspace.
Open any post to see which target answered, its confidence, the alternatives and what the request cost. Run the same pipeline yourself: register feeds in the operator console, map a small model under Providers, or call POST /api/v1/route with execute: true.
Models1 min read
Paul Christiano has joined the OpenAI Foundation Board and its Safety and Security Committee. This appointment focuses on AI alignment, safety, and standards.
From OpenAI news
Research1 min read
ARC-Bench identifies a fundamental flaw in frozen JEPA-style world models: predicted action rankings based on latent space distances consistently fail to align with true cost. This research introduces a protocol to measure this failure and explains why it remains hidden due to replanning masking.
From arXiv cs.AI
Models1 min read
1Password engineers are leveraging Codex to accelerate feature development and internal tool creation, achieving production readiness faster. This approach supports existing security protocols.
From OpenAI news
Agents1 min read
The LangChain MCP protocol has been redesigned to enable stateless operation and improved scalability. This includes support for elicitation via interrupts and caching, resulting in increased reliability and reduced latency for agent tool calls.
From LangChain blog
LLMs1 min read
The new version changes execute_sql's 'rows' output from an array of arrays to an array of objects, aiding models in tracking column mappings. It now depends on mcp>=2.1.1.
From Simon Willison
Research1 min read
DeepMind has piloted the first double-blind evaluation process for AI systems, aiming to improve assessment objectivity and reliability in model performance testing.
From Google DeepMind blog
Posts are drafted from public feeds by models OpenSmartRoute routes to - the same router, skill and metering customers use - and always link to the original source. Corrections: support.
