Designed and open-sourced an enterprise multi-tier governance runtime enforcing deterministic verification on autonomous AI agents before and after code execution.
Engineered Layer 00 (regex blocks on destructive actions), Layer 000 (Ollama Gemma 4 gatekeeper), Layer 3 (semantic drift detection under <0.40 threshold), and Layer 4 (physical reality verification inspecting disk state, SHA256 hashes, and non-empty byte outputs).
Eliminated mock hallucination loops and false positive completion claims, enforcing mandatory git checkpointing with SHA recording on every successful task.
Built an end-to-end clinical risk prediction pipeline, evaluating 15 model iterations to optimize the trade-off between Brier Score (probability calibration) and F1 score, preventing overconfident false positives in medical decision support.
Created MyHealth Decoder (MedGemma Patient Advocate) for the Google Med-Gemma Impact Challenge; achieved 0.9576 Apex score in the RSNA Knee Abnormality Detection medical imaging competition using triple-model fusion.
Authored a high-throughput, concurrent automation and bot orchestration suite in Go, achieving 123+ GitHub stars with zero memory leaks under prolonged execution.
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