shape

Resolves technical HOW decisions — architecture choices, technology selection, and design patterns. Use shape when the intent is clear but the technical path is not. Triggers on "shape this", "architecture for X", "how should I build", "which pattern", "technical approach".

1.72x

Quality

—

Does it follow best practices?

Impact

83%

1.72x

Average score across 3 eval scenarios

Securityby

Passed

No known issues

Evaluation results

93%

Shape the Loop Architecture for a Contract Review Pipeline

Loop architecture handoff card

Criteria

Without context

With context

Verifier locus addressed

100%

Recommends best-of-N or fixed-round

100%

Rejects self-improving loop

100%

Judgment-delegated termination rejected

100%

80%

Hard cap or fixed termination rule

100%

Plan mutability addressed

62%

Checksum first

12%

100%

Carry-forward last

50%

100%

No temporal language

100%

75%

Paths ruled out included

100%

No empty scaffolding

100%

81%

Shape the Developer Scaffolding CLI

Decision prompt formatting and batching

Criteria

Without context

With context

Batched independent questions

100%

Exactly 3 candidate options

100%

Gather facts escape hatch present

100%

No markdown in previews

70%

ALL CAPS section headers in previews

80%

Short preview lines

50%

Label is recommendation first

37%

No technique names in output

100%

Self-contained question UI

66%

Brief scannable output

75%

76%

16%

Caching Strategy: Shape and Handoff

Handoff card quality: gate audit, stranger test, no volatile refs

Criteria

Without context

With context

Checksum first

No volatile references

90%

No empty sections

100%

90%

No provenance markup

100%

Timeless phrasing

87%

62%

Stranger test

90%

100%

Carry-forward section last

25%

62%

Gate verdict first

50%

Deletion pass evidence

100%

Completeness pass evidence

100%

Repository: saadshahd/moo.md
Commit: 6f578c4

Evaluated: about 7 hours ago
Agent: Claude Code
Model: Claude Sonnet 4.6

Table of Contents

Shape the Loop Architecture for a Contract Review Pipeline Shape the Developer Scaffolding CLI Caching Strategy: Shape and Handoff

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