Tag: chromadb

All the articles with the tag "chromadb".

• From Interview to Implementation: Perfect 100/100 Anthropic Alignment

  18 Oct, 2025

  BT SRE interview Oct 17th morning (strong networking/Linux, exposed K8s gaps), followed by 5.5 hours implementing Anthropic patterns after work. Achieved PERFECT 100/100 alignment (66→94→100) via parallel execution, enhanced MCP docs, LLM-as-judge, bash tools, subagent pattern, resumable execution. Skills migration Day 5-7 complete (103 tests, 99.4% token reduction). The honest gap - AI-assisted execution masked foundational knowledge. Claude Code rebuilt K3s cluster, but I couldn't explain control plane in interview. Manual rebuild plan to close the gap.

• Three Systems, One Weekend: The Parallel Testing Chronicle

  13 Oct, 2025

  Working with Claude, we shipped three infrastructure systems in 48 hours. Neural Vault crisis forced reindex of 41K docs. Built Journal v3 (8-task pipeline), Hybrid Search (A/B tested), and 7 slash commands - all behind feature flags. Parallel testing revealed hybrid search only 1.7% better despite 27x slowdown. When you can't test everything manually, you architect for failure.

• The Validation Chronicles: 5 Hours of Truth

  9 Oct, 2025

  5 hours debugging temporal search to validate Season 1. Found 0 files from Sept 11, then 9. Found 55 files from Oct 5, wrote 7 episodes. Compression ratio discovered. Then got caught fabricating the timeline in this very episode. Meta level maximum.

• Teaching the System to Document Itself: Automated Architecture Diagrams

  5 Oct, 2025

  From hand-coded Mermaid diagrams to automated architecture visualization. An evening working with Claude to teach the system to document itself.

• The Migration Question: When K3s Meets Reality

  5 Oct, 2025

  K3s was already running. The question wasn't whether to use it - it was whether to migrate everything to it. A day of deep research revealed the hidden cost of containerization.

• ChromaDB Weekend: From 504 to 24,916 Documents

  5 Oct, 2025

  A weekend implementing ChromaDB, a Monday demoing it at work, and discovering that 1,142 files need more than folders - they need semantic search.