Skip to content

Mail-driven research notes

GroupForge Wiki

Curated source notes from the Copilot Cowork pipeline, shaped into a calm browsable wiki with search, clear status labels, and room for the collection to grow.

8public pages
7protected ideas
2026-05-11 01:00latest publish

Public Pages

high confidence Anthropic Agent Skills Anthropic's spec for composable, file-based agent capabilities — each Skill is a folder containing a `SKILL.md` with YAML frontmatter plus any supporting scripts or references, loaded on-demand via progressive disclosure. high confidence Graphify Open-source Claude Code Agent Skill that builds a knowledge graph of a codebase so the agent answers code questions from the graph instead of re-scanning files on every prompt. high confidence GraphRAG (Microsoft Research) Microsoft Research project that augments retrieval-augmented generation with an LLM-constructed knowledge graph over the corpus, enabling multi-hop and thematic queries that flat vector RAG handles poorly. high confidence Pinecone Nexus / KnowQL Pinecone's compilation-stage knowledge layer that lets agents reason over structured knowledge alongside vector search via a new query surface called KnowQL. awaiting transcript AI practise (video) Shared into the wiki on 2026-04-04 under the subject "AI practise (watch)". awaiting transcript Cowork (video) Shared into the wiki on 2026-04-05 under the subject "Cowork watch". awaiting transcript Orchestration — AI practise (video) Shared into the wiki on 2026-04-05 under the subject "Orchestration watch AI practise". awaiting transcript VS Code agent skills (video) — flagged "Good" by the sender Shared into the wiki on 2026-04-03 under the subject "Vs code agent skills YT (Good)". The parenthetical "(Good)" suggests this one was flagged as higher-value than the others in this batch.

Protected Ideas