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Microsoft has released an archived reference implementation called Kernel Memory for building RAG pipelines, which ingests data, embeds it, and provides cited answers, but it is intended as a learning resource, not production software.
aiignore is an open specification and reference implementation for defining portable policies to control AI agents' access to files, environment variables, network, and output. The first public alpha release includes a TypeScript CLI and integrations for Codex and Gemini CLI.
Yohei Nakajima releases an interactive site teaching ActiveGraph concepts and AG Coder, an open-source reference coding agent built on ActiveGraph.
Anthropic has released an open-source reference implementation for vulnerability discovery and remediation, building a verification chain with a seven-stage pipeline based on Claude, aimed at reducing false positives and ensuring closed-loop fix verification.
A white paper that identifies 24 failure modes in AI agent workflows and proposes a structural enforcement architecture with three-layer enforcement, task graphs, and verification, along with a reference implementation in Common Lisp.