workflow
Skill16 starsChanged 3 months agoApache-2.0View on GitHub
Build an LLM-era feature as a WORKFLOW, not an agentic loop — the composition skill that drives the whole toolset end-to-end. Design the stages along the data flow with the user (each failure either bends back to ONE named stage carrying its exact signal under a bounded budget, or escalates to a human), front-load the contract and the never-happens invariants, author the machine with polygen, declare effects (determinism at the edges, the model as one well-scoped handler), prove the anti-loop rules with check-effects, run it durably under polyrun, and later evolve it with polyvers. Use when the user wants to "avoid the loop", de-loop an agent design, build a pipeline/workflow with an LLM step, replace a cron-scan or plan-act-reflect architecture, or asks how to apply the workflows-not-loops method to a new project. Trigger phrases: "workflow not a loop", "build this as a workflow", "de-loop this agent", "no agentic loop", "event-driven pipeline", "apply the manual".
74 other projects use a version of this.
Adopted by
Most recently taken up by
- raphaeltm/simple-agent-managertheir own version, first seen Nov 15, 2026
- waynesutton/convexskillstheir own version, first seen Nov 15, 2026
- waynesutton/builder-skillstheir own version, first seen Nov 15, 2026
- vercel/vercel-plugintheir own version, first seen Nov 12, 2026
- notque/vexjoy-agenttheir own version, first seen Nov 10, 2026
- zaynram/scholartheir own version, first seen Nov 8, 2026
Used with
Projects with it also use build-keil, can-debug and 10 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
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Other versions74 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 74
- openai/plugins★ 7.8ksame name
- vercel-labs/open-agents★ 5.8ksame name
- vercel/workflow★ 2.5ksame name
- orangehrm/orangehrm★ 1.1ksame name
- zhinkgit/embeddedskills★ 764same name
- waynesutton/markdown-site★ 628same name
- notque/vexjoy-agent★ 450same name
- notque/claude-code-toolkit★ 448same name
- waynesutton/builder-skills★ 404same name
- waynesutton/convexskills★ 404same name
64 more not listed
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository5 other files it gives its agents.
- capture-readySkill
- polygenSkill
- polygraphSkill
- polynvSkill
- polyversSkill
The file
We split this skill into the rules it gives an agent
5 rules. 0 are common, 1 is distinctive, and 4 are very specific to this project.
0
Common
Most of the 58 edited versions we read keep these.
1
Distinctive
This author's own choices. Worth a look.
4
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 44
Write contract.json before any code: observable state (the stage enum, the correction counters, the recorded signal), one event per stage …
- Distinctive: line 79
Do not proceed past a reachable violation: fix the CODE at the counterexample (or fix a wrong contract and re-run) — never weaken an …
- Very specific: line 102
If exploration reports BOUNDED, raise --depth until it says exhaustive — a bounded pass is not a pass.
- Very specific: line 107
Write polyrun.config.mjs (machine, contract, effects, invariants paths + handlers) and a demo script — crib both from the examples.
- Very specific: line 120
When the workflow changes shape, that is the polyvers skill: classify → migrate scaffold → check over fleet snapshots → polyrun.mjs migrate …
“Common” is measured: kept by at least 6 in 10 of the 58 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
workflow — build it as a workflow, not a loop
The composition skill: where polygen authors one machine, this skill builds
the whole feature the workflows-not-loops way, driving the other engines in
order. The method's premise (after Adron Hall's "Loop Engineering" critique):
an agentic loop exists to compensate for starved context, missing
decomposition, and clock-driven correction — remove each reason and the loop
collapses into a directed, checkable workflow. Each of those removals is an
ARTIFACT here, not advice.
The full worked recipe with rationale is
${CLAUDE_PLUGIN_ROOT}/examples/workflows-not-loops/MANUAL.md; the two
reference builds are ${CLAUDE_PLUGIN_ROOT}/examples/workflows-not-loops/
(document pipeline, incl. the v1→v2 polyvers evolution) and
${CLAUDE_PLUGIN_ROOT}/examples/todo-machine/ (an ordinary app: durable
per-item timers replacing the cron scan, plus an HTTP shell). Read the
MANUAL before Step 1; crib file shapes from the examples, not from memory.
Same disclosure as every engine: the checks are exhaustive over the contract's DECLARED finite domains — a consistency check, not a proof. The contract and invariants are a reading of intent and need the user's review.
Step 1 — Draw the pipeline as data flow (WITH the user, no tools)
One line per stage: what comes in, what goes out, what can go wrong. Then force the two-answer rule — for EVERY failure the user must pick exactly one:
- bend back to ONE named stage, carrying the exact signal (violation, reason) verbatim, under a bounded budget (pick the number now); or
- escalate to a human, terminal, with the reason recorded.
"Retry the whole thing" / "re-plan" is not an option — that is the loop sneaking back in. If the user cannot name the target stage and the signal, the design is not done. Also decide the fuzzy middle now: which single stage(s) does a model own? Everything else must be a deterministic function.
Step 2 — Contract + invariants (front-loaded context)
Write contract.json before any code: observable state (the stage enum, the
correction counters, the recorded signal), one event per stage completion,
dataDomain with concrete values for every field (a field without a domain
is invisible to every checker downstream), terminal states including the
escalation terminal, special rules naming the anti-loop intent, and the
noOpRule (unexpected events are observable rejects — this is what makes
duplicates and stale deliveries safe).
Then the never-happens list in invariants.mjs. The four anti-loop rules
are standard — instantiate all four every time:
- the pipeline is directed: only the named bend(s) may move backward;
- correction counters move ONLY by exactly +1 under their signal (reflect-every-turn becomes unrepresentable);
- the signal is recorded VERBATIM (post state carries data.violation);
- budget exhaustion escalates — never another lap.
Plus the two hygiene rules: terminals frozen; stale/duplicate events are
byte-for-byte no-ops. If the user cannot articulate invariants, run the
polynv skill first — that is exactly what it elicits.
Step 3 — Author and check the machine
Author with the polygen skill (supply the Step-2 contract via
--contract — do not let it redraft what the user already reviewed). No API
key is required: per that skill's Step 0 the user chooses the scripted keyed
path (CI-grade, pinned model) or the keyless in-session path — you author
next.cjs in the strict-profile artifact style (copy the shape from the
examples) and gate it yourself:
node ${CLAUDE_PLUGIN_ROOT}/scripts/check.mjs --spec next.cjs \
--contract contract.json --invariants invariants.mjsDo not proceed past a reachable violation: fix the CODE at the counterexample (or fix a wrong contract and re-run) — never weaken an invariant to make it pass.
Step 4 — Effects: determinism to the edges
Three artifacts (shapes in the examples): effects.cjs — a pure,
edge-triggered mapper (entering a stage emits its intent; the bend-back
payload carries the violation verbatim — that is the "fix this, not a
re-plan" routing); effects.manifest.json — completion wiring as data
(onSuccess/onFailure/onExhausted, retry policy; a DOMAIN failure is a
permanent named error that becomes the signal, an INFRASTRUCTURE failure
retries then escalates); and effect-invariants.mjs — the emission rules:
no correction without a signal (stage runs ≤ 1 + failure-signal count),
blast-radius containment (a bend never re-emits upstream stages), ordering
(no render before its gate), bounded totals. Timers (due dates, timeouts)
are effect intents carrying enough data for the machine to reject stale
firings — never app-side cancellation logic. Check the composition:
node ${CLAUDE_PLUGIN_ROOT}/polyrun/bin/polyrun.mjs check-effects --config polyrun.config.mjsIf exploration reports BOUNDED, raise --depth until it says exhaustive —
a bounded pass is not a pass.
Step 5 — Run it under polyrun
Write polyrun.config.mjs (machine, contract, effects, invariants paths +
handlers) and a demo script — crib both from the examples. Handlers are
plain async functions; the model step is just one more handler under an
idempotency key. The integrator writes ZERO orchestration code. Gate with
polyrun.mjs deploy --config …, then run the demo and read the journal
aloud with the user: count the laps. The journal should show a directed
pass, bends only where signals demanded them, and stale/duplicate events as
observable rejects. The journal is also a Polygraph trace corpus — name
that: /polygraph:verify over real captured traces is the drift check after
integration.
Step 6 — Evolution (later, but say it now)
When the workflow changes shape, that is the polyvers skill: classify →
migrate scaffold → check over fleet snapshots → polyrun.mjs migrate
--apply → deploy gate. Tell the user this exists at handoff so the first
schema change doesn't get hand-rolled.
The two loops that legitimately survive
Name these in the handoff, so "no loops" is never overclaimed: the runtime correction bend (bounded, signal-driven, then a human) and polygen's self-repair at authoring time (iterates only on a concrete model-checker counterexample, budgeted). Any third loop in the design must answer "what signal triggers it and what bounds it" — no answer means it is ceremony, and the Step-2 invariants should be making it unrepresentable.
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