
Open theblack box.Know your model.
Everyone is fine-tuning. No one can prove what changed. A market without receipts.
more spend per request since the Q2 tokenizer change — per-token price held flat, the bill did not.Anthropic changelog · 2026
burned per engineer on coding agents. Uber emptied its 2026 AI budget in four months as adoption ran 32% → 84%.The Information · Uber CTO · Apr 2026
annual growth as teams move to fine-tuned small models. The shift is irreversible — inference is 280× cheaper since 2022.Stanford AI Index · 2026
ways to prove what a fine-tune changed. No mechanistic audit standard exists in production — the verification stack is empty.Industry survey · Q1 2026
The wager
The instrument is built.The market is empty.

Founding research engineer
Hiring · NY hybridShip the audit pipeline at production scale. Comfort with PyTorch internals, kernels, and writing for non-researchers. Equity heavy.
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