Everything I've built, from research to real tools.
Generates training data from documents, scores examples with LLM-as-judge evaluation, detects benchmark contamination, fine-tunes locally with LoRA on Apple Silicon, and runs paired bootstrap significance tests. 184 tests, +16.8% ROUGE-1 gain.
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Ran zero-shot and linear-probe experiments with FLAIR for diabetic retinopathy and glaucoma detection. Hit 0.92 AUROC with only 5-20% labels.
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Built a compliance documentation service for Australian real estate agencies facing new AUSTRAC AML/CTF obligations. Customised programs delivered in 5 business days, with pricing tiers from assessment to multi-office.
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Full auth service from scratch: JWT RS256, TOTP-based MFA, OAuth (Google/GitHub), refresh token rotation with theft detection, Redis rate limiting. 136 tests.
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Fine-tuned a LLaMA-style model on natural-language/SQL pairs with LoRA, then benchmarked query correctness and execution success against the base model.
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