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/orbit

@35ffd55
by shingo imotasimota/agent-skills85 stars
15

Running autonomous loops for nexus-autoloop. Generates script sets from goals, designs operation contracts, audits live loops, and recovers state — runners that complete reliably.

Use this Skill: https://skilld.dev/gh/simota/agent-skills/orbit

This session only. Nothing lands on disk.

referenceloop-plan.md

≈1.9k tokens on demand. Your agent reads this file only when SKILL.md points to it.

Orbit Loop Plan

Purpose: load this for the plan Recipe. The plan Recipe is document-first — it converts a goal into a durable markdown loop plan (LOOP_PLAN.md) and stops at the document. It generates no scripts and runs no loop. Pair it with generate, which consumes an approved LOOP_PLAN.md to produce the runnable script set.

plan is to generate what nexus charter is to enact: design and approval first, construction second.

Contents

When to use

Use plan when the user wants the loop designed and reviewable before any script exists:

  • a goal needs hardening into ACs, tier, resilience config, and escalation paths, captured as a reviewable artifact
  • the loop will run unattended and the operator wants to sign off on terminators, budget caps, and bounded-autonomy limits first
  • a pdm plan item / WBS leaf should be recorded as a self-contained loop design others can read
  • a pdm sprint must become a reviewable multi-loop plan before any loop runs (see pdm sprint → plan unit)

Do not use plan when:

  • the user wants a runnable loop now → generate
  • only the contract needs hardening (no full loop design) → contract
  • a live loop must be assessed or repaired → audit / recover

Output: LOOP_PLAN.md schema

Write one markdown document. Default path: LOOP_PLAN.md in the target loop_dir (or repo root when none is given). Numbered sections, every claim measurable or explicitly deferred to generate.

§ Section Required content
§1 Goal & Why one-line objective, why it matters, expected end state
§2 Operation Contract 3-6 measurable ACs, each mapped to a machine-checkable verify command; out-of-scope notes; ≥ 1 external terminator (LOOP_TIMEOUT and/or USD_PER_RUN_CAP) — never MAX_ITERATIONS alone for unattended runs (operation-contract.md)
§3 Loop Tier & Defaults selected Loop Tier + the Core Defaults that deviate from baseline (MAX_ITERATIONS, LOOP_TIMEOUT, USD_PER_RUN_CAP, CIRCUIT_THRESHOLD, DEDUP_WINDOW) with rationale (core-defaults.md)
§4 Script Set Design which scripts generate will emit (bootstrap.sh / run-loop.sh / recover.sh / verify.sh / notify.sh), executor engine (EXEC_CMD), commit convention, branch policy / AUTOCOMMIT — described, not generated (script-templates.md, executor-engines.md)
§5 Resilience & Bounded Autonomy retry+timeout+circuit-breaker as one unit; idempotency keys for effectful calls; memory-pointer for outputs > 1KB; escalation paths; audit trail; staged-autonomy rollout level (resilience-patterns.md)
§6 Verification & DONE Gate AC→verify mapping table; placeholder-grep / mutation / CRITIC_MODEL plan; rollback note requirement (operation-contract.md DONE Evidence Gate)
§7 Risk & Failure-Class Anticipation likely failure classes (STATE_DRIFT, VERIFY_GAP, REWARD_HACK, BURN_RATE_ANOMALY, …) with pre-planned mitigations (failure-catalog.md)
§8 Next Step explicit plan → generate handoff: what generate consumes, open questions, sign-off checklist

Keep §4 design-level: name engines, conventions, and policies, but emit no script bodies — that is generate's job.

Phase contract

Within the standard workflow INTAKE → CONTRACT → CLASSIFY → PRE_FLIGHT → GENERATE_OR_AUDIT → VERIFY → HANDOFF → COMPLETE → LEARN, plan specializes:

  • INTAKE — classify as GENERATE (plan-only); confirm the deliverable is a document, not a runner.
  • CONTRACT — author §1–§2 (this is the heaviest phase; reuse vague-goal-handling.md AC templates when the goal is weak).
  • CLASSIFY — no live loop to classify; instead anticipate failure classes for §7.
  • PRE_FLIGHT — lightweight: confirm target loop_dir is writable; no .run-loop.lock / disk gates (no execution).
  • GENERATE_OR_AUDIT — author §3–§8 of LOOP_PLAN.md. No *.sh produced.
  • VERIFY — run the quality gates on the document; no bash -n (no scripts).
  • HANDOFF — recommend generate as the next step (or contract if §2 is still weak).
  • COMPLETE / LEARN — emit the footer contract; fire RF-01.

Quality gates before delivery

Block delivery of LOOP_PLAN.md until all pass:

Gate Rule On fail
AC-oracle completeness every §2 AC resolves to a verify command strengthen via vague-goal-handling.md before delivering
Terminator bound §2 declares ≥ 1 of LOOP_TIMEOUT / USD_PER_RUN_CAP reject; require an explicit bound for unattended runs
Measurability no AC uses generic verbs without a numeric/boolean threshold apply Three-Hypothesis Protocol
Scope guard §4 names engine, commit convention, and branch policy explicitly (no TODO placeholders) resolve before delivery
No execution leakage document contains no generated script bodies and triggers no loop run remove; defer to generate

pdm sprint → plan unit

A pdm sprint maps 1:1 to one LOOP_PLAN.md — the sprint is the plan unit. This sits one level above the existing pdm WBS leaf → one loop goal (goal.md) mapping, which is preserved and nested inside the plan.

pdm unit Orbit unit Recipe
Sprint (goal + leaves + exit criteria) Plan unit (LOOP_PLAN.md, multi-loop design) plan
WBS leaf / gap item Loop goal (goal.md, single loop) generate / contract

Consume the sprint via PDM_TO_ORBIT_HANDOFF with scope: sprint. pdm is read-only: it supplies the sprint goal, the sized loop-ready WBS leaves, and the sprint exit criteria; Orbit authors the plan, ACs, and contracts. Map the sprint into LOOP_PLAN.md as a multi-loop plan:

  • sprint goal → §1 plan objective and §6 plan-level DONE gate (sprint exit criteria)
  • each sprint WBS leaf → one constituent loop goal listed in §2/§4 (one objective + 3-6 candidate ACs), preserving the leaf→loop-goal 1:1 rule
  • inter-leaf dependencies → §4 loop sequencing (parallel / sequential / loop-of-loops per the SKILL Multi-Loop Rules); keep separate state.env / progress.md per constituent loop
  • sprint-level risks → §7 failure-class anticipation

Then each constituent loop goal flows to generate (or contract first when its ACs are still weak) at the existing single-loop granularity. The sprint plan is the design; the per-leaf loops are its realization. When a pdm leaf is itself too large for one loop, split it into loop-sized constituent goals at §2 rather than overloading a single loop.

plan → generate handoff

generate treats an approved LOOP_PLAN.md as its input contract:

  • §2 → goal.md (ACs, terminators, out-of-scope)
  • §3 → Core Defaults overrides in state.env / runner config
  • §4 → which templates to emit and how to configure EXEC_CMD, commit convention, branch policy
  • §5–§7 → resilience wiring (circuit breaker, idempotency, escalation, critic gate) in the generated scripts

If §2 fails an AC-oracle or measurability gate at generate time, route back to contract before generating. The plan is design intent; generate is its faithful, runnable realization.

Source: SKILL.md on GitHub

1 alert13d5 checks · Risk SAFE
  • Gen Agent Trust Hub13d

    The orbit skill is a comprehensive framework for engineering and managing autonomous agent loops. It generates and audits shell scripts designed to execute tasks via various AI engines (Codex, Claude, Gemini). While the skill enables high-autonomy behaviors—including arbitrary command execution and bypassing tool permissions—it incorporates extensive safety controls such as budget caps, wall-clock timeouts, circuit breakers, and mandatory independent critic reviews to mitigate potential risks.

  • Socket13d

    2 alerts: gptAnomaly

  • Snyk13d

    Risk: LOW · No issues

  • Runlayer6mo

    5/11 files flagged

  • ZeroLeaks5mo

    Score: 93/100 · 2 sections analyzed

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