THOUGHTS, NOTES & EXPLORATIONS

Writings.

Notes on AI, search, systems, and the things learned along the way.

tkr: A Git-Native Task Tracker Built for AI Coding Agents

A task tracker designed around Git and the workflows of AI coding agents.

June 28, 2026 · On Medium

Claude Code: Using Claude Code with GLM-5 and MiniMax M2.5

Using alternative models with Claude Code.

February 23, 2026 · On Medium

Claude Code: TDD Pair Programming Sub-agents with minimal supervision

Pair programming with sub-agents and a test-driven development workflow.

February 15, 2026 · On Medium

Agentic AI: Pi — Anatomy of a minimal coding agent powering OpenClaw

A look inside Pi, the minimal coding agent powering OpenClaw.

February 6, 2026 · On Medium

Agentic AI: OpenClaw/MoltBot/ClawdBot’s Memory Architecture Explained

How OpenClaw, MoltBot, and ClawdBot organize agent memory.

February 5, 2026 · On Medium

RAG: Giving Your AI a Library Card

An introduction to retrieval-augmented generation.

August 31, 2025 · On Medium

Elasticsearch: StoredFields vs DocValues — The performance pitfall

The performance tradeoffs between stored fields and doc values in Elasticsearch.

July 12, 2025 · On Medium

Search: Vector Search — Beyond Keywords to Meaning

Moving beyond keyword matching with vector search.

July 9, 2025 · On Medium

Search: Hybrid Search — Unlocking Smarter Results

Combining keyword and vector retrieval with hybrid search.

July 9, 2025 · On Medium

ElasticSearch: Navigating Lucene Segment Merges

Understanding Lucene segment merges in Elasticsearch.

July 8, 2025 · On Medium