New research exposes the mechanics behind ChatGPT citations, including what gets retrieved, what gets read, and what ...

Long agent runs accumulate state that no transcript records — edited files, a live dev server, installed packages, a warm prompt cache. When an agent misreads a traceback at step 10 and rewrites a ...

Hey, I’m Syed Ahmer Shah — a full-stack developer & software engineering student building cool stuff with code. "There is no ghost in the machine. There is only linear algebra, wearing a very ...

It transforms source code into verifiable facts, understandable models, and inspectable evidence — enabling AI to validate claims against reality instead of hallucinating.

Google has open-sourced SAM (Sovereign Agent Mesh) under Apache-2.0 — and it has nothing to do with Segment Anything. SAM is a zero-config, zero-trust P2P overlay that lets autonomous agents discover ...

Powerful standalone AI Agent for local LLM workflows, with context and code retrieval, specialized wrappers and harness, GUI/CLI, works with (MCP) Tools-capable LLMs. No cloud, No subscriptions nee ...