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Wiki

Personal knowledge base covering AI/ML systems, infrastructure, and software engineering.

Domains

Domain What's inside
agentic-system-design/ Design discipline for LLM-powered agent systems: patterns, failure modes, trade-offs
agent-knowledge/ Knowledge systems that learn passively — bitemporal graphs, ontology-driven extraction, reasoning
rag/ Retrieval-Augmented Generation — chunking, embeddings, hybrid search, BM25, ColBERT, SPLADE
inference-engineering/ Serving LLMs locally: model formats, quantization, inference servers, gateways, observability
graphrag/ Microsoft GraphRAG — pipeline, prompt tuning, query modes
neo4j/ Neo4j graph database — data model, Cypher, index-free adjacency
system-design/ Fundamentals: networking, protocols, distributed transactions, rate limiting, CAP/PACELC
kubernetes/ kubectl, kustomize, minikube
harness/ AI agent harness — the scaffolding layer that wraps LLMs into acting agents
tts/ Text-to-speech: mel spectrogram, acoustic model, vocoder, Kokoro
scm/ Software Configuration Management — versioning, branching, fork management, release engineering, supply chain
devops/ DevOps — culture, CI/CD pipelines, branching strategies, environments, deployment strategies
testing/ Software testing strategy — test pyramid, e2e, smoke, integration, and when to use each
archify/ Archify skill internals — two-stage pipeline, JSON schema contract, diagram type selection, explainer mode
neuroscience/ Neuroscience of learning and effort — effort conditioning (learned industriousness, peak-end), a discipline playbook with evidence map, and reward prediction error theory
knowledge-catalog/ Google Cloud Knowledge Catalog — what it does and doesn't, Knowledge Studio, and a hands-on PDF scan test
synthesis/ Pages that integrate two or more domains

Structure

Each domain has an index.md that lists its pages and when to read each one. Start there before exploring individual files.

Wiki/
├── index.md          ← root index: all domains
├── tags.md           ← tag registry
├── log.md            ← operations log
└── <domain>/
    ├── index.md      ← domain index
    └── *.md          ← concept pages

Not in this repo

  • labs/ — independent git repos with hands-on experiments
  • projects/ — private work project notes (meetings, decisions)
  • raw/ — raw source files ingested into wiki pages

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