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Jan 15, 2026·private·Solo builder

Agentic Reliability Engineer

A Claude-powered five-stage platform that turns raw BOMs into contractual reliability deliverables in minutes — replacing roughly two weeks of senior-engineer work per board.

PythonTypeScriptNext.jsFastAPISupabaseClaude SonnetClaude Haiku
487
Passing tests
<0.01%
Calculator error
~80 hrs/BOM
Manual time replaced
$0.30
LLM cost per BOM

Draft case-study placeholder — replace with your own writing.

A multi-agent platform that automates MIL-HDBK-217F failure-rate predictions. LLMs handle judgment-heavy data work; deterministic engines handle the math. Unvalidated model output never enters the system of record.

Architecture

  1. BOM column mapping — Claude Sonnet, confidence-gated.
  2. Part classification — deterministic heuristic, 88 test cases.
  3. Waterfall data resolution — cache → DigiKey → Claude Haiku vision.
  4. Deterministic 217F calculator — pure Python, never LLM.
  5. Artifact rendering — XLSX with live formulas, IEEE 1413 PDF, JSON twin.

Repository is private due to professional sensitivity. Reviewer access available on request.