Craft Goal

Craft Goal

Craft the autonomy contract above AgentOps RPI. A goal is a persistent Mayor over a bead-shaped experiment graph. Each RPI is one scientific trial; the goal selects the next useful trial, preserves what was learned, and ratchets toward a larger outcome.

Goal / Mayor: observe graph → choose bounded wave → consume verdicts → ratchet
  └─ Bead: durable experiment intent, context, scratch, evidence, and links
       └─ RPI: plan → implement → fresh validate → verdict → report and stop
            └─ Implementation: one RED → GREEN → refactor experiment

The number of RPIs need not be known in advance. The goal is safe when success is decidable, every experiment is bounded, knowledge is monotonic, and the authorization envelope cannot silently renew itself.

Insight: bounded waves shorten the feedback loop; one hard, non-renewing campaign envelope prevents those waves from becoming infinite continuation.

Named failure mode — completion treadmill: discoveries recursively become requirements and activity continues without new information. Its opposite is first-red abandonment: one falsified hypothesis ends a viable campaign. Anti-pattern: choose endless retries or stop on the first red. Corrective: continue while experiments produce a defined ratchet and remain inside the envelope; invoke an andon on churn, judgment, or exhaustion. Stop when the goal reports ACHIEVED, NOT_ACHIEVED, or NEEDS_OPERATOR.

Modes

Stop after 1 compilation pass. Never create a goal or mutate beads.

Admission and sizing

Fuzzy route is acceptable; fuzzy success is not. Before goal creation, the caller must know the outcome, what evidence would prove it, non-goals, and authority. The exact experiment graph may still be unknown.

• Return USE_RPI for one shaped experiment with no verdict-driven follow-on.
• Use a goal for a terminal outcome that may need several related experiments.
• A shaped goal with no beads may begin with 1 bounded discovery wave that creates the root and initial experiment beads.
• Return UNSAFE_GOAL when no falsifiable first question or terminal evidence can be named. Route that intent to idea/plan work.
• Return UNSAFE_GOAL for indefinite monitoring or event reaction; that is an automation, not a terminal goal.

Goals may be different sizes. Size the wave and hard campaign envelopes to the outcome; do not invent one universal budget.

Critical constraints

• Closed outcome, adaptive route: Freeze terminal acceptance. New facts may change hypotheses and dependencies, never silently enlarge success. Why: discovery should steer the route, not redefine the finish line.
• Bead knowledge graph: Use the tracker as durable memory, not a parallel goal ledger. Root epic = outer intent; child bead = one experiment/RPI. Why: compaction must not erase the scientific record.
• RPI membrane: One candidate gets one bounded RPI and an author-distinct durable verdict. The goal consumes verdicts but never rewrites them. Why: orchestration cannot author its own proof.
• Brownian ratchet: Continue only when a result adds non-duplicative, decision-relevant knowledge or advances acceptance. Why: activity without information is churn.
• Two-level bounds: Every RPI is bounded; every dispatch wave is bounded; the full goal also has monotonic hard ceilings. Why: a new wave must not mint a new campaign.
• Earned andon: Ordinary red may change the route. Repeated no-information failure, oscillation, scope pressure, or exhaustion enters HOLD and gets exactly 1 bounded fresh helper before UNSTUCK or ESCALATE.
• Operator legibility: At each wave boundary, report the acceptance matrix, graph frontier, verdicts, ratchets, churn, remaining budget, and next thesis.
• Exterior self-repair: Repair an unstable factory from an ordinary shell/worktree and use the factory only for a declared bounded canary.

Stop when the goal reports ACHIEVED, NOT_ACHIEVED, or NEEDS_OPERATOR.

Bead graph contract

Record each experiment in a bead with:

• question or hypothesis and the acceptance gap it addresses;
• method, expected observation, falsifier, scope, and non-goals;
• notes/scratch sufficient to resume after compaction;
• exact RPI verdict/evidence references and observed learning.

Use graph semantics deliberately:

• parent-child for goal → experiment membership;
• blocks only for real execution ordering;
• related for alternatives or correlated observations;
• discovered-from for provenance of newly exposed work.

Use live bd/br state as authority and bv --robot-* output for prioritization, parallel tracks, bottlenecks, and graph insight. Never treat a static plan as fresher than the graph.

What counts as a ratchet

An RPI makes progress when its durable result does at least one:

1. proves part of terminal acceptance;
2. falsifies a live hypothesis with discriminating evidence and prunes it;
3. resolves an uncertainty or owner so the next experiment is materially different.

More code, another commit, a repeated error, or a rewritten plan is not itself progress. A NOT_PROVEN result counts only when its evidence narrows the next question; repetition without new information increments the no-progress counter. Stop when no ratchet remains inside the envelope.

Mayor loop

1. Observe. Reconstruct the root outcome, acceptance matrix, ready graph, prior verdicts, unresolved uncertainties, and remaining budgets.
2. Select one bounded wave. Choose the smallest set of high-information ready experiments. Parallelize only disjoint write and regeneration scopes.
3. Run RPIs. Each selected bead goes through exactly one RPI, ending in its independent verdict and human-readable summary.
4. Ratchet the graph. Preserve evidence and learning. PASS may satisfy a criterion. Red may revise a hypothesis or expose a child experiment.
5. Classify discoveries.
   • Necessary for frozen acceptance, within authority and remaining budget: add a discovered-from child and consider it in a later wave.
   • Useful but not necessary: record/link it; do not execute it in this goal.
   • Changes acceptance, exceeds authority, or cannot fit the envelope: HOLD.
6. Checkpoint. Measure ratchet versus churn, then continue, invoke the breaker, or emit a terminal report.

Every newly selected RPI must address an unmet criterion or a named uncertainty blocking one. A new commit, subject, bead, helper, or wave never resets totals.

Convergence and andons

Specify both:

• Wave envelope: RPIs, concurrency, wall time/tokens, live attempts, and a checkpoint at its end.
• Goal envelope: total RPIs, wall time/tokens, live attempts, compactions, and any patch/surface limit for the whole campaign.

Dispatch budget: every wave declares numeric RPI, token, time, and concurrency limits before any work is selected. Fresh-helper budget: exactly 1 per HOLD.

Continue automatically across waves only while a ratchet exists and the next experiment fits frozen acceptance, authority, and remaining envelope.

Enter HOLD on any declared trigger: repeated blocker, no ratchet for the configured number of RPIs, oscillation between prior approaches, repeated live failure class, requested acceptance change, operator-reserved decision, or hard-ceiling exhaustion. HOLD permits exactly 1 bounded fresh-context helper:

• UNSTUCK must name a materially different bounded experiment, then resume.
• ESCALATE emits NEEDS_OPERATOR and performs no more implementation.

Current Codex goals lack an agent-triggered pause/checkpoint state. A NEEDS_OPERATOR report therefore also tells the operator to pause the goal; the prompt alone cannot guarantee that product-level pause. Stop when any terminal report is emitted.

Frozen prompt

Read and fill the copy-paste-only goal prompt. Preserve its headings and terminal semantics; replace every angle-bracket field.

Quality

Lead with SAFE_TO_CREATE, USE_RPI, or UNSAFE_GOAL. Return the copy-paste prompt, separate goal-tool token budget, assumptions, and one lint line for: outcome, evidence, admission, bead graph, RPI boundary, ratchet, discovery, wave budget, hard budget, breaker, operator andon, scope, self-hosting, and terminal reports.

Done when:

• success is finite but the route may adapt;
• the tracker can reconstruct intent, experiments, evidence, and provenance;
• informative red can continue but repeated non-information cannot;
• recursion cannot expand acceptance or reset monotonic ceilings;
• both successful and non-success terminal reports exist.

Stop after 1 lint pass and zero goal executions. Paired evidence: docs/learnings/2026-07-12-go-cli-goal-stall-tracker-layer-confusion.md and skills/rpi/SKILL.md.

Failure behavior

Return UNSAFE_GOAL with missing decisions. Do not invent acceptance, authority, graph semantics, or campaign size. The caller owns revision and goal creation.

Source: hashgraph-online/awesome-codex-plugins → plugins/boshu2/agentops/skills-codex/craft-goal/SKILL.md