memory-os/skills/README.md

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Skills

Reusable workflows and reference guides for operating the Memory OS stack. These skills document how each component works in practice — not just what it does, but how to configure it, tune it, and debug it when something breaks.

Skill Scope
memory-architecture Qdrant collection setup, embedding pipeline, decay/dedup, fallback cascade, context injection thresholds, and all production pitfalls (named vectors, DeepSeek json_object, FastEmbed compatibility)
context-injection The Icarus pre_llm_call pipeline: 4 sources (Fabric, Qdrant, Sessions, Facts), relevance gating, social closer filter, per-session dedup, threshold tuning, and troubleshooting
llm-wiki Building and maintaining a Karpathy-style wiki: ingest workflow, page quality standards, lint/health checks, frontmatter conventions, and cross-referencing