Raw data → task → grader → verified task.
Most data companies stop at step one. We start where they stop.
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Every task we accept ships with proof:
→ reference solution scores 1
→ exploit attempts fail
→ two blind expert solves
→ sealed review, hashed before reveal
Grade the graders.
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Why Applied Will exists:
The built world runs on numbers you can check. Takeoffs, load calcs, code requirements.
We turn that work into verified RL tasks, written and checked by people who've done it.
Tasks your agents haven't seen. Graders they can't game.
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Hard tasks are scarce and need a domain expert who knows what good looks like.
Applied Will builds expert-verified RL tasks and graders, starting in construction and Polish.
Blind double solves. Sealed review. Experts paid in USDC on Solana.
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Great to be at the frontier of SI! 🇺🇸 🇵🇱
Our AI caught its own mistake.
Real construction drawing.
Our answer sheet said 6 footings.
Our machine pass flagged it.
Real answer: 8.
Caught. Fixed. Paid on Solana.
This is what @applied_will does:
Every training task ships with proof it was checked.
Demoed at @superteamPOL Build Station 🚀
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