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Provenly
Proof profile

Dana Reut

Ships AI features end to end — discovery through evaluation

Tel AvivCV title: Backend EngineerJoined 7/31/2026
4
Verified proofs
3
Unverified claims
2
Work samples
78
Best role fit

Verified skills

Challenge-verified ×1.0 Self-claimed ×0.3 No evidence ×0

Each of these was earned on a timed challenge and scored against a rubric that was published before the challenge started. The work is attached — you can read it.

Product Discovery
Challenge-verified7/1/2026
Level 3Independent

Designs research that could disprove the hypothesis, triangulates qualitative and quantitative evidence, and changes the plan when it should change.

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Followed ticket evidence over the stated request; designed a validation test.

Stakeholder Communication
Challenge-verified7/1/2026
Level 3Independent

Leads with the decision needed, states trade-offs honestly including the unwelcome ones, and delivers bad news without losing trust.

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CEO message led with the decision and stated the trade-off honestly.

Spec & Requirements Writing
Challenge-verified7/1/2026
Level 3Independent

Resolves edge cases and failure states up front, states explicit non-goals, and writes so implementation proceeds without clarification.

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Verified on Turn 'Make Search Better' Into Something Buildable.

Prioritisation & Trade-offs
Challenge-verified7/1/2026
Level 3Independent

Makes and defends cuts under conflicting pressure, names the cost of each decision, and communicates it to the person who loses.

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Verified on The Contradictory Roadmap — costed cuts, defended under conflict.

Claimed, not yet verified

Self-reported — the same standing as anything on a CV. Shown here for completeness and clearly separated, because a verified section only means something if the unverified one is honest.

AI EvaluationL3 claimed
I built the eval set we use before every release after we shipped a summarisation change that broke for legal documents
I was hired as a backend engineer four years ago
our AI features started falling over and nobody owned them, so I picked it up

Work samples

Unedited submissions, with the rubric score attached.

Closest role fits

Scored against published role specs. Every number is itemised on the role page.

This profile is evidence, not a CV. Anything marked verified can be checked by reading the work.

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