loop-deliver — a loop-graph preset for requirements

SkillDev tools

Author and optionally direct-launch a two-node loop-graph run for implementing a product or engineering requirement through verified vertical slices. Use when a requested feature, integration, migration, or behavior change needs multiple rounds, durable acceptance proof, and independent audit. Not for code cleanup, comparing alternatives before choosing, or a one-shot implementation. Do not execute or resume generated runtime node files from this authoring skill.

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 loop-deliver — a loop-graph preset for requirements skill

What this skill tells your AI

The instructions your AI receives, as published by levi-qiao/longgraph-skill in skills/loop-deliver/SKILL.md and read by ahel’s review.

A thin authoring entry. It binds a requirement-delivery pack, starts the owner interview, then follows loop-graph to compile the normal executor, ledger, directives, ops, and supervisor artifacts. It is not a second runtime and it does not ship a second template set.

Fit check

  • Use this when a feature, integration, migration, or behavior change needs several verified slices and an independent acceptance audit.
  • Use ../loop-converge/SKILL.md when the goal is code cleanup or consolidation. Use ../loop-research/SKILL.md when the decision between approaches is still open.
  • If the requirement fits one normal host task, say so and send it directly. Do not wrap it in a graph.

On invoke

  1. Inspect the workspace and current host the same way loop-graph does. Never ask which client this is when context already identifies it.
  2. Read and bind preset.md. That pack is the North Star, supervisor requirement, interview, shape, method guards, knob overrides, and artifact emphasis. Do not redesign them.
  3. Start the owner interview immediately. Ask only the pack's unresolved choices — outcome/acceptance, authority, and launch — as recommended A/B (or A/B/C) choices. Do not ask the owner to invent a plan.
  4. Read and follow ../loop-graph/SKILL.md from When called from a preset skill through generate and deliver. Compile only from loop-graph's templates/. This skill never executes the generated nodes.

Signals

GitHub stars
76
Forks
9
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
loop-deliver
Source
github.com/levi-qiao/longgraph-skill