apply-stage-gate

SkillDev tools

Lets your agent evaluate a project against GO/HOLD/RECYCLE/KILL stage-gate criteria and give a decision with next steps.

Available today. Use it from your connected AI after setup.

Add ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.

Then ask your AI: use the apply-stage-gate skill

About this skill

Apply explicit GO / HOLD / RECYCLE / KILL (or supplied) stage-gate criteria with evidence thresholds and next-step conditions.

What this skill tells your AI

The instructions your AI receives, as published by yogsoth-ai/de-anthropocentric-research-engine in skills/apply-stage-gate/SKILL.md and read by ahel’s review.

Purpose

Apply explicit GO / HOLD / RECYCLE / KILL gates to a candidate or work package, tying each outcome to evidence thresholds and a next action.

Input contract

required: [candidate_record, gate_criteria, evidence_register]
optional: [prior_gate_decision, remediation_options]
constraints: [each criterion has an observable status; gate outcome and next action are explicit]

Procedure

  1. Normalize the candidate, gate criteria, evidence, and unresolved assumptions into a gate table.
  2. Evaluate every criterion as met, unmet, or unknown, preserving the cited evidence and threshold direction.
  3. Apply precedence: KILL for disqualifying hard failure, RECYCLE for repairable failure, HOLD for insufficient evidence, otherwise GO.
  4. Emit the gate decision, failed criteria, evidence gaps, and the smallest justified next action.

Output contract

produces: [gate_table, gate_decision, failed_criteria, next_action]
delta_fields: [findings, evidence_updates, uncertainties, decisions, recommended_jumps]

Quality gates

  • A-class gate: declared universe = all candidate criteria and evidence items; numerator = criteria with explicit status and source; batch increment = one evaluated criterion; stopping reason = every criterion resolved or a hard failure terminates the gate; source references = criterion/evidence IDs; direction/threshold reason = GO requires all hard criteria met, while HOLD/RECYCLE/KILL follows the declared precedence.
  • No GO is emitted while any hard criterion is unknown.

Failure and counterexamples

Do not turn an absent measurement into a pass. A repairable shortfall is RECYCLE only when a concrete remediation and re-gate condition are recorded.

Provenance map

  • concept: convergence/feasibility-assessment/stage-gate [strategy/tactic]

Signals

GitHub stars
501
Forks
41
Last commit
Sep 2026
Advanced
Catalog kind
skill
Key
apply-stage-gate
Source
github.com/yogsoth-ai/de-anthropocentric-research-engine