friction-p-scores

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UpdatedMarch 19, 2026 at 00:17

Translate turn difficulty into explicit p-scores for efficiency, friction, and skill-candidate potential.

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open-hax

open-hax/eta-mu-pi

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Management AnalystsBusiness and Financial Operations Occupations·SOC 13-1111

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SKILL.md

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name	friction-p-scores
description	Translate turn difficulty into explicit p-scores for efficiency, friction, and skill-candidate potential.

Skill: Friction p-scores

Goal

Make "this felt hard" measurable enough to reason about.

Use This Skill When

You want explicit confidence scores for whether a turn was efficient.
You want a principled threshold for when to incubate a new skill.

Do Not Use This Skill When

You only need a narrative explanation and no scoring.
The turn lacked enough evidence to justify any estimate.

p-score set

p-efficiency: confidence the path was near-minimal.
p-friction: confidence the turn was harder than it should have been.
p-skill-candidate: confidence a reusable skill would pay off.

Heuristic anchors

Repeated searching, backtracking, or tool thrash increases p-friction.
A clean first-pass path increases p-efficiency.
Patterns that obviously generalize across tasks increase p-skill-candidate.
One-off environment weirdness should lower p-skill-candidate.

Output

A small scored tuple suitable for a reflection ledger or spore gate.

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name	friction-p-scores
description	Translate turn difficulty into explicit p-scores for efficiency, friction, and skill-candidate potential.

Skill: Friction p-scores

Goal

Make "this felt hard" measurable enough to reason about.

Use This Skill When

You want explicit confidence scores for whether a turn was efficient.
You want a principled threshold for when to incubate a new skill.

Do Not Use This Skill When

You only need a narrative explanation and no scoring.
The turn lacked enough evidence to justify any estimate.

p-score set

p-efficiency: confidence the path was near-minimal.
p-friction: confidence the turn was harder than it should have been.
p-skill-candidate: confidence a reusable skill would pay off.

Heuristic anchors

Repeated searching, backtracking, or tool thrash increases p-friction.
A clean first-pass path increases p-efficiency.
Patterns that obviously generalize across tasks increase p-skill-candidate.
One-off environment weirdness should lower p-skill-candidate.

Output

A small scored tuple suitable for a reflection ledger or spore gate.