Tag: ner
All the articles with the tag "ner".
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Twenty-six hours, twelve tickets — and the audit that started everything else
A false-alarm audit on Wednesday patched 37 CVEs, reverted a cluster upgrade in fourteen minutes, then cascaded into ten more tickets on Thursday. Twelve tickets, twenty-six hours, one lesson.
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The Second Graph Comes Online: Activation, Communities, and an AI Reversal
How the second knowledge graph went from intermittent to dependable — Python AST plus FalkorDB plus Leiden community detection — and the moment the Kafka consumer pattern from the journal pipeline generalised into a fleet of code-intelligence workers. With one deliberate reversal from LLM-based to deterministic NLP that cut hallucinated tags from 75% to 0.3%.
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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.