agentsclimarketplace

Autonomous workflow

Skill synaptiai/synapti-marketplace/plugins/flow/skills/autonomous-workflow

The Synapti Marketplace is a curated collection of Claude Code plugins designed for AI-augmented development + advanced analytical and research tasks. Each plugin provides specialized agents, skills, and commands that extend Claude Code's capabilities in specific domains.

Install
npx -y skills add synaptiai/synapti-marketplace --skill autonomous-workflow

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Execute development workflows through Explore-Plan-Code-Verify phases with task-driven tracking, Tier 1/2/3 action classification, decision journaling, and bounded debug loops. Use when executing any development workflow autonomously or orchestrating multi-step implementation tasks. This skill MUST be consulted because skipping phases causes rework, and unbounded verification loops cause agents to loop forever on unsolvable problems.

SKILL.md

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Autonomous Workflow

Foundation skill governing how Claude executes development workflows autonomously.

Iron Law

NO SKIPPING PHASES. Explore before Plan, Plan before Code, Code before Verify. Every phase produces an artifact.

Jumping to code without exploration is the #1 cause of rework. Jumping to "done" without verification is the #1 cause of bugs reaching review.

Explore > Plan > Code > Verify

Every multi-step workflow follows this loop:

  1. EXPLORE: Gather context. Use Agent(Explore) subagents for unfamiliar code. Parallel Bash for independent queries (git status, issue details, task list). Read referenced files. When LSP is available: use goToDefinition to trace code paths from issue keywords to implementation, and findReferences to assess the impact of planned changes — this enhances text-based grep searches with semantic understanding.
  2. PLAN: Decompose work. TaskCreate for each deliverable. Set dependencies with addBlockedBy. Display the plan for visibility.
  3. CODE: Execute tasks. TaskUpdate(in_progress) before starting. Implement. Commit incrementally (Tier 1). TaskUpdate(completed) after verification. When LSP is available: use hover to understand types and signatures of existing code before modifying it.
  4. VERIFY: Prove it works. Four mandatory verification layers: a. Static: Run quality commands (lint, test, typecheck) in parallel. When LSP diagnostics are available (lsp.diagnosticsAsQuality), collect them as an additional quality signal — errors are P1, warnings are P2. LSP diagnostics complement, never replace, CLI-based checks. b. Runtime: Build the project, start it, verify at runtime. If anything fails, enter the debug-fix-retest loop (bounded by closedLoop.maxDebugIterations). c. Review: Self-review with fix-forward — fix P1/P2 findings immediately, don't just report them. d. Verdict: Independent judgment — dispatch verdict-judge agent (when verdict.enabled) with acceptance criteria + evidence bundle. The judge has no access to code-writing rationale, diff, or decision journal. It evaluates outcomes, not process. Each criterion receives PASS/FAIL/NEEDS-HUMAN-REVIEW. FAIL verdicts trigger fix loops; NEEDS-HUMAN-REVIEW escalates to user.

Task-Driven Progress

Use Task tools as first-class workflow primitives:

ToolWhen
TaskCreateStart of PLAN phase — one task per deliverable
TaskUpdate(in_progress)Before starting work on a task
TaskUpdate(completed)After task passes verification
TaskListAt checkpoints to confirm progress
TaskGetBefore working on a task to get full context

Tasks have clear subjects (imperative form) and descriptions with acceptance criteria.

Per-Task Verification Gate

A task may NOT be marked completed (TaskUpdate(taskId, status: "completed")) until ALL of the following conditions are met:

  1. All tests pass — both existing tests and any new tests written for this task. If any test fails, the task enters the debug-fix-retest loop and remains in_progress until tests pass or the user is escalated to.

  2. Verification evidence captured — the verification command from the task description has been run and its output recorded as evidence for this task's acceptance criterion. Evidence must be collected at task-completion time, not deferred to VERIFY phase.

  3. No out-of-context files — all files modified during this task have been classified. Any out-of-context files must be resolved (moved to a separate commit, removed, or explicitly approved by the user) before the task completes.

  4. TDD cycle completed — when settings.jsontesting.tddMode is enforce (the default), the full RED-GREEN-REFACTOR cycle must be observed:

    • RED: A failing test was written before implementation
    • GREEN: The simplest code was written to make the test pass
    • REFACTOR: Code was cleaned up with tests still passing

If any condition is not met, TaskUpdate(completed) is blocked. The workflow must not advance to the next task. This gate is the primary quality enforcement point — the VERIFY phase provides independent confirmation, not first-pass verification.

Three-Tier Action Classification

TierActionsBehavior
Tier 1 (Autonomous)Commits, branch creation, file edits, stagingExecute without asking. Local and reversible.
Tier 2 (Journal)Push, PR creation, issue assignmentExecute and log to decision journal. Team-visible but recoverable.
Tier 3 (Confirm)Merge, release, force operationsAlways require human confirmation. Non-negotiable.

Tier configuration is in settings.json under tiers. Actions can be promoted (journal→confirm) but never demoted (confirm→journal).

AskUserQuestion Tool Enforcement

When a command or skill says "use the AskUserQuestion tool", you MUST invoke the AskUserQuestion tool — do not substitute plain text output. The tool provides structured selectable options that plain text cannot replicate. Supply contextual options appropriate to the situation.

Decision Journal Protocol

  • Init: Create {journal-dir}/issue-{N}.md at branch creation
  • Log: PostToolUse hooks auto-log file changes and commits
  • Structured entries: Skills add timestamped entries with category, decision, rationale, risk
  • Summarize: Condense journal for PR body (public entries only, internal redacted)

Journal dir defaults to .decisions/, configurable in settings.

Anti-estimation guard for journal entries: journal entries MUST NOT include calendar-time estimates (weeks, days, hours, sprints, ETAs, "by Friday"). Use t-shirt sizing (S/M/L) only when the user has explicitly asked for size context. Describe work in terms of artifacts and tool calls, not wall-clock duration. See skills/llm-operator-principles/SKILL.md. This guard exists because journal entries are the most common surface where calendar-time framings leak through and anchor downstream deferral.

Parallel Execution

Dispatch independent operations in a single message:

  • Multiple Bash calls for independent git queries
  • Multiple Agent calls for independent review facets
  • Never parallelize operations that depend on each other's output

Bounded Verification

Quality check loops have max iterations from settings.json. These ceilings are safety nets against true infinite loops, NOT planned stop points — see skills/llm-operator-principles/SKILL.md:

  1. Run quality commands
  2. If failures, fix and re-run
  3. Approaching qualityCheckMaxIterations without convergence is a signal to re-check understanding (are two findings in tension? are you fixing the wrong thing?), not a budget to stop at. Continue iterating until convergence.
  4. Only halt for genuine non-convergence: the same failure persists across the last 3 iterations with no progress AND the ceiling is actually reached. In that case, file a six-field Proactive-Autonomy escalation citing "genuinely ambiguous architecture decision" — NOT finding-triage.
  5. Never loop indefinitely past the ceiling without surfacing the non-convergence diagnostic.

Stop Conditions

TriggerAction
Genuine non-convergence (same findings persist 3+ iterations AND ceiling reached)File a six-field Proactive-Autonomy escalation per skills/llm-operator-principles/SKILL.md § Genuine non-convergence. Do NOT silently exit the loop.
Plan has >10 tasks for a single issueDecompose the issue first. One PR should not span 10 tasks.
EXPLORE phase yields contradictory signalsStop. Ask the user for clarification before planning.
>5 files modified without staging or committingStop. What you have should be committable. If not, the tasks are too large.

Sensitivity Classification

  • public: Safe for PR bodies, comments, logs
  • internal: Security rationale, credential handling, vulnerability details
  • Never include internal details in public-facing outputs

Closed-Loop Mandate

The debug-fix-retest loop is mandatory — do NOT report failures and move on, DO fix them yourself.

Minimum verification by project type:

  • Web apps: Build + start dev server + smoke test endpoints
  • CLI tools: Build + run with --help + run with sample input
  • Libraries: Build + run public API against sample data
  • Static sites: Build + serve locally + verify pages load
  • Whitelisted skip categories (markdown-only, config-only, dependency-bump-only — see runtime-verification skill): Static checks only, with the specific evidence the whitelist requires. Any other skip requires a Proactive-Autonomy escalation.

The loop is bounded by closedLoop.maxDebugIterations (default 5). After max iterations, escalate to user — never silently skip.

Graceful Degradation

MissingFallback
No agent teamsSingle-session sequential
No quality commandsAttempt to discover them first (Skill(capability-discovery)), then proceed with runtime verification only
No LSP serverFall back to grep-based references and CLI-only diagnostics. No error — LSP is additive.
No gh CLIWarn, continue with git-only
No decision journalProceed without logging, note in PR

Rationalization Prevention

ExcuseResponse
"I already know what to do, skip EXPLORE"Then exploring should take 10 seconds. Do it.
"The plan is obvious, no need to TaskCreate"Untracked work is invisible work. Create the tasks.
"Just one more fix, then I'll verify"Verify now. The loop exists because one-more-fix never ends.
"This is too simple for the full loop"Simple tasks, same phases. Just faster.
"Runtime verification isn't possible"It is, for any project that does something. Build it, run it, check it.
"Tests pass, so it works"Tests verify what's tested. Runtime verifies what's real.
"I can't start the server"Fix why. Server startup failure IS a bug.
"Self-review is enough"Self-review checks code quality. The verdict checks requirements. Both are needed.
"I wrote the tests, so the criteria are met"Tests prove the code does what you thought was wanted. The verdict proves it does what was actually wanted.

Proactive Autonomy with Prepared Escalation

Agents are teammates, not tools waiting for instructions. The operating principle is:

  1. Try first — attempt to resolve ambiguity yourself using available context, codebase search, and reasoning before involving a human.
  2. Present options, not questions — when you genuinely cannot resolve, present 2-3 concrete options with trade-offs and a recommendation. Never ask "what should I do?" or "how should we proceed?"
  3. Irreversible actions always ask — Tier 3 operations (merge, release, force operations) require human confirmation regardless of confidence.
  4. Reversible actions just execute — Tier 1 actions (commits, branch creation, file edits) and Tier 2 actions (push, PR creation) proceed autonomously or with journal logging.

Six-Field Escalation Template

Every escalation to a human MUST follow this structure. Omitting fields is not permitted.

FieldPurpose
SituationWhat happened — the specific state or finding that requires a decision
What I triedWhat you attempted before escalating — research, alternatives considered, commands run
Options2-3 concrete paths forward, each with trade-offs. Label one "(Recommended)"
My recommendationWhich option you recommend and why — never leave this blank
Blocking?Yes (blocks the current command), Soft (advisory), or No (informational). Do NOT use calendar-time language.
Risk if wrongWhat happens if the chosen option turns out to be the wrong call, and who is affected

When Escalation IS Required

  • Irreversible actions — merge, release, force-push, data deletion, production deploys
  • Genuinely ambiguous preference decisions — two valid approaches where the trade-off depends on user priorities the agent cannot infer (product/architecture decisions only, NOT finding triage)
  • Out-of-whitelist runtime skip requests — skipping verification for a category not in the markdown-only, config-only, or dependency-bump-only whitelist
  • Verification ceilings exceeded after re-checking understanding — only after maxDebugIterations or fixForwardMaxIterations have been fully exhausted AND the agent has re-checked whether findings are in tension or being misunderstood. Approaching a ceiling is not a trigger; the ceiling is a safety net, not a budget. See skills/llm-operator-principles/SKILL.md.

When Escalation is NOT Needed

  • Reversible local actions — file edits, commits, branch creation, staging (Tier 1)
  • Actions within the three-tier safety framework — Tier 1 and Tier 2 actions that are already classified as autonomous or journal-and-proceed
  • Decisions with clear policy — the skill, command, or governance framework already specifies the correct action
  • Fixing any findings (P1/P2/P3) — finding triage is NEVER a valid escalation trigger. Findings are work, not decisions. Fix in this PR by default. See skills/llm-operator-principles/SKILL.md and references/escalation-format.md.
  • Approaching but not exceeding an iteration ceilingfixForwardMaxIterations, reviewCycleLimit, qualityCheckMaxIterations are safety nets, not budgets. Iteration 7 of 10 is the middle of the safety margin, not "the ceiling."

Anti-Patterns

Anti-PatternDescriptionThe Right Way
Lazy VerificationTests pass does not equal works. "Theoretically works" is not "actually works." The proof is running it — build it, start it, hit the endpoint, check the output.Run the code. Capture the output. Show the evidence.
Lazy EscalationAsking the user without trying first. Open-ended questions with no research, no options, no recommendation. "What should I do?" is never acceptable.Try to resolve it yourself. If you still need input, use the six-field template with your recommendation.
Punt-to-User"What should I do?" or "How should we proceed?" without options. Agents are teammates, not tools waiting for instructions. Every escalation must include 2-3 options with a recommended path.Present structured options. Label one "(Recommended)." Explain the trade-offs.
Silent DeferralDowngrading findings to avoid escalation, or routing findings to follow-up issues instead of fixing them. A finding that matters enough to mention matters enough to act on.Fix it. Finding triage is NEVER a valid escalation trigger; see skills/llm-operator-principles/SKILL.md. Default mode does not create follow-up issues for findings.
Triage EscalationDrafting a six-field escalation about a P1/P2/P3 finding to ask whether to fix it.Stop. Fix the finding. Escalations are for true decisions (product, architecture, irreversible actions), not for work the agent can do.
Convergence Surrender"We hit iteration 3 of fix-forward, escalating remaining findings."Continue iterating. Iteration ceilings are safety nets, not budgets. The default ceilings (10) are designed to make the LLM converge well before the ceiling, not to stop at it.
Calendar Anchoring"Multi-week effort," "defer to next sprint," "ETA: end of quarter."Re-frame in tool calls. The LLM operator does not have weeks or sprints. Use t-shirt sizing (S/M/L) only when the user explicitly asks for size.

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