Requirement Convergence

SkillDev tools

Converges future-state requirements around outcome, exclusions, and rough cost. Use when users ask 'do we need this?', 'how far should we go?', or request a feature or scope change.

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

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Requirement Convergence skill

What this skill tells your AI

The instructions your AI receives, as published by shinpr/codex-workflows in .agents/skills/requirement-convergence/SKILL.md and read by ahel’s review.

Purpose

Capable models can make an oversized or misdirected request technically coherent and implement it faithfully. Converge what is worth building before design decides how to build it.

Apply this skill to future-state Design Doc and implementation flows. Reverse-engineered/as-is documentation is outside its scope. Requirement Convergence decides what to build; implementation-approach decides the smallest sufficient way to build the converged scope.

Convergence Record

FieldPass condition
outcomeOne observable result. Every buildable requirement serves it.
requirements[]Every item is labeled current-state, desired-future, or speculative.
nonGoals[]The user decided each exclusion or explicitly stated there are none.
costA rough band with structural evidence and remaining unknowns.

cost is an early requirements estimate, not a design or work-plan estimate. It is intentionally approximate: enough to challenge low-value scope without pretending shallow inspection can produce exact effort.

All four fields apply whenever Requirement Convergence runs. Each field has readiness ready, weak, or weak-but-explicit. Only the user can accept weak-but-explicit. The record is converged when every field is ready or weak-but-explicit.

Use references/criteria.md to judge each field.

Hearing Protocol

The orchestrator owns user interaction. It runs the hearing after an analysis step has produced scope facts.

  1. Present observed scope facts separately from their inferred implications.
  2. Ask only about fields below ready, at most two questions per message.
  3. Record answers in the user's wording.
  4. If an answer still fails its pass condition, ask once more. Mark it weak-but-explicit only when the user agrees to proceed unresolved.
  5. Re-judge the updated record before design begins. Re-run structural analysis only when an answer changes scope or cost evidence; otherwise the orchestrator applies the field's pass condition directly.

Storage Protocol

Flow stateCarrier
Before persistenceCompact convergence object in the current handoff
PRD flowSuccess Criteria holds outcome; the requirement boundary holds current requirements and user-decided nonGoals
Design Doc is the first durable documentOverview holds outcome; Requirement Boundary holds current requirements and user-decided nonGoals
Small direct implementationCompact record embedded in the single task file's Governing Sources

Persist weak-but-explicit outcome, current requirements, and non-goals as open questions. Keep speculative ideas, evaluation requests, prescribed mechanisms, and unselected candidates in the active convergence context only until scope is confirmed; durable downstream documents contain the resulting current requirements and selected conclusions. cost is also ephemeral: use it for the requirements challenge, then let Structural Scale select the workflow and let design or planning produce later estimates. A Small-flow task file carries only outcome, current requirements, nonGoals, and their readiness in Governing Sources; its executor receives only that task path. After PRD or Design Doc persistence, downstream agents receive the document path. The persistence reviewer may receive the object once to verify fidelity.

Downstream Contract

  1. Read the convergence record from the current handoff or its durable document.
  2. Build the current change from desired-future requirements and keep recorded nonGoals outside implementation. A speculative item becomes buildable only after the user promotes it to desired-future; until then it remains outside durable implementation documents.
  3. Keep weak-but-explicit fields visible as open questions. Escalate only when the current work depends on resolving one.

Quality Checklist

  • Scope facts and inferences are distinguished
  • Every buildable requirement traces to the outcome
  • Every non-goal is user-decided, and an empty nonGoals list reflects the user's explicit choice of none
  • Cost is approximate and evidence-backed
  • Every field is ready or user-approved weak-but-explicit

References

Signals

GitHub stars
37
Forks
8
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
requirement-convergence-2
Source
github.com/shinpr/codex-workflows