Tag: neural-vault
All the articles with the tag "neural-vault".
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From Interview to Implementation: Perfect 100/100 Anthropic Alignment
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.
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Three Systems, One Weekend: The Parallel Testing Chronicle
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.
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48 Hours Later: From Validation to Velocity
18.5 hours across 48 hours. Research-backed codebase review (85/100), 5/5 systematic tests, NER enhanced to 163x speedup, 2.5 hours metadata debugging. Not just deployed - validated and improved. The research foundation behind every enhancement. From 85→90 quality score through methodical engineering.