build-cs-skill

Purpose

Build the smallest always-loaded control surface that lets an agent select relevant context, respect hard gates, collaborate safely, and leave recoverable evidence. SKILL.md is the thin harness; references and repository facts are thick context. Thick means decision-useful, not large.

Specify responsibility, authority, context selection, evidence, and stop conditions. Leave safe implementation choices to the executing agent.

Scope And References

Targets are plugins/codestable/skills/<skill-name>/ or .claude/skills/<local-skill-name>/.

Load only the reference needed for the current decision:

• references/cs-skill-spec-standard.md: contract definitions, typed decisions, recovery, and output semantics.
• references/cs-skill-quality-gates.md: review algorithm for placement, context, evolution, runtime alignment, and validation safety.
• references/cs-skill-fixture-patterns.md: risky routing, checkpoint, failure, compatibility, or forbidden-action scenarios.

Spec

data SkillKind
  = OperatorSkill | WorkflowSkill | MethodologySkill | CompatibilityShim | ReferenceDoc

data SkillShape = NoActiveSkill | ThinOperator | ContextualWorkflow | ToolBackedWorkflow
                | ShimSkill | ReferenceSkill
data ProcessProtocol = WorkflowProtocol | DomainProtocol | LifecycleProtocol
                     | OperationProtocol | AlgorithmProtocol | ShimRoute | ReferenceOnly
data RulePlacement = Harness | StageContext | ProjectContext | DeterministicGate | Remove
data DelegationRole = Orchestrator | LeafExecutor

selectSkillShape :: SkillKind -> SkillSource -> SkillShape
selectSkillShape kind source | not (independentSkillNeeded kind source) = NoActiveSkill
selectSkillShape kind source =
  case kind of
    ReferenceDoc      -> ReferenceSkill
    CompatibilityShim -> ShimSkill
    OperatorSkill     -> ThinOperator
    WorkflowSkill
      | deterministicRouter source -> ToolBackedWorkflow
      | otherwise                  -> ContextualWorkflow
    MethodologySkill  -> ContextualWorkflow

selectProcessProtocol :: SkillKind -> SkillSource -> ProcessProtocol
selectProcessProtocol kind source =
  case kind of
    WorkflowSkill
      | lifecycleDriven source -> LifecycleProtocol
      | otherwise              -> WorkflowProtocol
    OperatorSkill
      | algorithmic source -> AlgorithmProtocol
      | otherwise          -> OperationProtocol
    MethodologySkill  -> DomainProtocol
    CompatibilityShim -> ShimRoute
    ReferenceDoc      -> ReferenceOnly

placeRule :: Rule -> RulePlacement
placeRule r
  | mechanizable r                                    = DeterministicGate
  | nonMechanizableSafety r                           = Harness
  | projectSpecific r                                 = ProjectContext
  | stageSpecific r                                   = StageContext
  | everyInvocationNeeds r && changesDecisionOrGate r = Harness
  | otherwise                                         = Remove

buildContextPlan :: SkillShape -> [PlacedRule] -> ContextPlan
buildThinHarness :: SkillShape -> ResponsibilityContract -> ContextPlan -> Markdown

Build Protocol

1. Establish scope and responsibility

Read the target and relevant repository design facts; inspect git status and preserve unrelated edits. State the one outcome the skill owns, its authority boundary, completion evidence, and unsafe stop conditions. Authoring itself does not require project preflight. A generated skill adds preflight only when its behavior depends on project setup, repository facts, artifact writes, or recovery.

If there is no independent installable responsibility, or an existing skill/reference/tool owns it, select NoActiveSkill. A retired v1 CodeStable name also selects NoActiveSkill; migration prose is not an instruction to recreate a compatibility shim. Use ReferenceSkill only when knowledge has an independent distribution contract.

2. Choose the minimum shape

Classify before writing; do not default to a full protocol refactor. Use ThinOperator for one action/artifact, ContextualWorkflow for staged or recoverable work, and ToolBackedWorkflow when a deterministic router/gate owns fragile choices. ShimSkill contains only a canonical target and preset, and is allowed only when a newly accepted distribution contract explicitly ships that alias. ReferenceSkill contains knowledge without an invented workflow.

Use high freedom for safe implementation choices, medium for preferred patterns, and low only for fragile operations or invariant-sensitive ordering.

3. Place every rule once

Inventory current and proposed rules before editing. Record each rule's source, affected decision, frequency, and RulePlacement; then apply placeRule.

• Mechanizable safety and repeated transformations -> script, hook, or gate.
• Stage methods, templates, and examples -> stage reference.
• Project facts, ADRs, and learnings -> repository CodeStable artifacts.
• Every-invocation decisions and non-mechanizable hard gates -> harness.
• Generic advice, duplicated rationale, stale prose, and behavior-neutral steps -> remove.

Information must have one canonical home. Do not retain the same route, gate, or method in both the harness and a prose reference.

4. Build the context plan before the harness

Call buildContextPlan before writing the body. For every context source state when to load it, why it matters, how freshness is checked, when enough context has been gathered, and how an already loaded fact is reused.

Entry context is the minimum needed for a safe next action. After selection, load one stage protocol and only relevant facts/support. Do not preload every reference, ADR, note, or source file.

5. Write the thin harness

Write the runtime kernel in this order: trigger/frontmatter, responsibility, context contract, decision contract when needed, hard gates, collaboration when needed, and done/failure.

Target review thresholds: 30-80 body lines for an operator, 60-120 for a workflow front door, and at most 40 for a shim. Exceeding them requires another placement pass and an explicit reason, not truncation.

Do not include long rationale, historical narrative, broad checklists, templates, or ordinary coding steps in the harness. Preserve a compact ## Operation, ## Workflow, or ## Lifecycle only when it helps a fresh agent orient from entry to recoverable exit.

6. Add collaboration only when useful

Delegate only bounded work that has explicit ownership and an independent completion check. Do not pre-script provider-specific roles or a fixed agent count.

Keep shipped harnesses backend-agnostic: describe capabilities, never product names; exact backend/model pins belong to ProjectContext. Before creating a reviewer, discover subagent creation and management capabilities callable in the current session. Do not substitute a PATH executable scan for capability discovery. Reviewer creation methods prefer managed structured delegation with fresh context, explicit model selection, workspace access, lifecycle control, and a terminal report; then a host subagent; use a bounded one-shot agent CLI only as fallback. Explicitly select the strongest stable qualified model, preferring heterogeneity only after the quality floor is met.

A healthy running delegation stays bound to its run and target; a queryable active Awaiting run remains healthy, and a better creation method found later does not justify cancellation or duplicate dispatch. Switch only after terminal failure without a report, loss of recoverable run identity, a capability mismatch, or target invalidation.

Classify topology before dispatch. A delegated agent defaults to LeafExecutor unless its explicit responsibility is orchestration. A LeafExecutor must not dispatch another agent, wake or follow up a child, or invoke itself or an alias. Only an Orchestrator owns further delegation.

Use this packet contract:

contextPacket = goal + relevantContext + scopeOwnership + boundaries + evidence + returnContract
mainAgentOwnsIntegration = true

The delegated agent chooses its route. The calling orchestrator owns integration, conflict handling, final verification, and durable state. It waits for the return contract; treat idle without a return payload and no recoverable run identity as failed delegation, not permission to resend the task blindly. Worktree/branch policy remains host-owned.

7. Preserve hard contracts

Haskell Contract Gate

Use Haskell only for a real closed decision, transition, lifecycle, or invariant. Prompt-routed workflows keep one compact decision truth and no parallel prose router. Audit every stage checkpoint against the canonical main entry's tagged resume domain; persist Awaiting state, reason, and run identity. A locally closed stage type is insufficient.

Runtime Alignment Gate

For ToolBackedWorkflow, state the tool contract, invariant boundaries, outcomes, and failure behavior without copying its branch table. Align persisted schema, normalization, terminal precedence, and outcomes across harness, runtime, references, and tests.

Each skill remains independently installable: do not require sibling skill files or a centralized onboard runtime. Skill-specific context and deterministic helpers belong to the owning skill's references/ and scripts/. Project context belongs in .codestable/attention.md, .codestable/lessons/, .codestable/work/, or the project's existing docs and ADRs. A v2 skill may search useful v1 artifacts, but must not execute their tools or treat them as current distribution surfaces. Shims stay thin. Branch/worktree policy and agent backends remain host-owned.

8. Compress, validate, and finish

For continuous evolution, feed every new lesson back through placeRule; never treat it as permission to append prose. Replace obsolete rules, move specialized knowledge to context, and run a whole-file deletion pass. Additive-only evolution is a failure mode.

Update related skills, shared references, tests, and ADR wording when the changed contract crosses those boundaries. Do not add changelog or migration narrative to the runtime skill.

Load references/cs-skill-quality-gates.md and create a validation plan. Apply its Regression Ladder, Live Host Safety Gate, and family coverage as applicable. Structural contracts do not replace scenario or real runtime conformance tests.

Run relevant repository tests and git diff --check. Use eval-cs-skill only when the request explicitly includes a measured multi-model experiment or when release policy requires one.

Failure Behavior

Return NeedsHuman when the target/output is ambiguous, overlapping edits cannot be preserved, authority boundaries conflict, required context cannot be identified, or the proposed compression would remove a recovery/safety contract. Report the current target, blocker, preserved files, and safe next action.

Output Contract

Report:

• target skill path and SkillShape;
• one-sentence responsibility and selected freedom;
• rule placements: kept in harness, moved to stage/project context, mechanized, or removed;
• context plan and collaboration contract, or why none is needed;
• files changed;
• validation results and skipped layers;
• unresolved maintainer decisions and the next concrete action.

Distinguish actual edits from recommendations. Do not claim success from line reduction alone; the result must remain safe, recoverable, and usable by a fresh agent without chat history.