proof-sketch-review

Reviews branch-local proof sketches as an early viability gate before step-level proof work.

65|2|Updated Aug 10, 2026
One-click install
npx skills add https://github.com/DechenZhang/VALG-ML-Theory-Agent --skill proof-sketch-review-dechenzhang
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: proof-sketch-review
Source: https://github.com/DechenZhang/VALG-ML-Theory-Agent/tree/main/skills/proof-sketch-review
Command: npx skills add https://github.com/DechenZhang/VALG-ML-Theory-Agent --skill proof-sketch-review-dechenzhang

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? When developing machine-learning theory proofs, flawed proof sketches can waste significant effort if their structural defects, circular dependencies, or theorem-level obstructions are only discovered during detailed step-level proof work. This Skill acts as a strict early reviewer that validates a proof sketch against its formalized setting before any proof steps are attempted. ## Core Features & Use Cases - Goal Alignment Checking: Verifies the sketch's roadmap actually proves the formalized goal in exact-goal or target-spec mode, comparing quantifiers, domains, constants, and asymptotic scope. - Structure and Dependency Auditing: Ensures every step has a stable ID, exact claim, acyclic dependencies, and that high-risk obligations are localized into lemma-sized steps or explicit blockers. - Obstruction and Circularity Gates: Applies shared contract gates (noncircular closure, scope-accumulation compatibility, mechanism witness, entry-state trace, baseline invariance) to detect theorem-level obstructions early. - Use Case: After drafting a proof sketch for a new generalization bound, run this reviewer to receive an ACCEPTED, REVISE_SKETCH, or IDEA_FAIL verdict with a viability score and the smallest repair target before investing in full proofs. ## Quick Start Review the proof sketch in perspective_1/idea_2 against its setting.md and tell me whether it is ready for step-level proof work.

Frequently Asked Questions about proof-sketch-review

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I review a proof sketch before writing detailed proofs?

Run this reviewer after creating proof_sketch.md and before any proof-step work. It checks goal alignment, dependency structure, assumption provenance, and theorem-level obstructions, then returns ACCEPTED, REVISE_SKETCH, or IDEA_FAIL with a viability score.

What inputs does the proof sketch review require?

It requires setting.md and proof_sketch.md from the same idea directory. Optional inputs include idea.md, proof_tracker.md, technical_survey.md, and prior same-perspective artifacts used to check lineage and prior failures.

What output does the proof sketch reviewer produce?

It writes proof_sketch_review.md containing exactly one status (ACCEPTED, REVISE_SKETCH, or IDEA_FAIL), a Sketch Viability Score from 1 to 10, the smallest retry target, a retry mode, and a required repair obligation bundle.

When should a proof sketch be rejected instead of revised?

Use REVISE_SKETCH when repair is possible within the same setting, such as fixing dependencies, interfaces, or bridges. Use IDEA_FAIL only when repair requires changing the theorem contract itself, such as an obstruction in the formulation.

Does the reviewer check for circular reasoning in proofs?

Yes. It applies a Noncircular Closure Gate to all-time, uniform, invariant, stability, recurrence, and boundedness claims, rejecting sketches whose closure source assumes the target property or defers closure to later steps without a mechanism source.