Five years shipping AI from research to production.
Currently building AURA — a 30B multimodal foundation model generating 2K video + synchronized stereo audio in a single forward pass, with sampling cut from 50 steps to ≤8 via Rectified Flow + step distillation.
"A model that only works at fifty sampling steps is a research result, not a product."
The through-line across all of it: inference budgets — getting capable models to run fast, cheap, and reliably outside the lab.
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🎬 AURA 30B multimodal foundation model. 2K video + stereo audio in one forward pass. 50-step sampling distilled to ≤8 via Rectified Flow + Latent Consistency Models.
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📜 Sigil Mobile app converting spoken agreements into binding micro-contracts. The LLM runs entirely on-device — zero cloud round-trips, complete privacy.
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Semantic LLM caching. 61% cache hit rate on real chatbot data. Cut API costs 40–70% with one Python decorator. Zero external dependencies.
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Correctness fixes over cosmetic changes — every fix ships with a failing-then-passing test, and each one is reproduced and root-caused before a line is written.
6 merged upstream · 10 more in review
| Repository | Stars | Contribution | Status |
|---|---|---|---|
| k6 | 31k+ ⭐ | Windows path separators corrupted browser file-persister URLs | 🔄 In review |
| recharts | 27k+ ⭐ | Rectangle unmounted instantly instead of animating down to zero | 🔄 In review |
| matplotlib | 23k+ ⭐ | wxPython 4.3 opened plot windows collapsed to ~132×131 px | ✅ Merged |
| DVC | 15k+ ⭐ | Mixed .dvc/path targets silently dropped from pull · params named size/nfiles skipped the run-cache hash |
🔄 2 in review |
| Gymnasium | 12k+ ⭐ | Text space sampled values its own contains() rejected |
✅ Merged |
| statsmodels | 11k+ ⭐ | SARIMAX extend() rejected exog that was merely constant over the new window |
✅ Merged |
| Hydra | 10k+ ⭐ | instantiate() merged call-site dict arguments instead of replacing them |
✅ Merged |
| folium | 7k+ ⭐ | Vendored a glyphicons-only stylesheet instead of all of Bootstrap | 🔄 In review |
| Feast | 7k+ ⭐ | Redis event-time ordering · pymssql arm64 wheels · registry caching + materialization reporting | ✅ 2 merged · 🔄 3 in review |
| sqlparse | 4k+ ⭐ | ROLE used as a column name stayed a bare keyword |
🔄 In review |
Generative AI & ML
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