Agent-only decision procedure for resolving a matched crew-dispatch profile array from quota-axi's default TOON, ranking by spendPriority after three orthogonal gates. Load when a dispatch rule or default resolves to more than one profile candidate.
Agent-only decision procedure for resolving a matched crew-dispatch profile array from quota-axi's default TOON, ranking by spendPriority after three orthogonal gates. Load when a dispatch rule or default resolves to more than one profile candidate.
user-invocable
false
metadata
{"internal":true}
quota-array-dispatch
This skill is the single owner of the completion-aware profile-array selection procedure.
AGENTS.md section 4 owns the always-loaded intake boundary, load trigger, malformed-config refusal, every-candidate accounting, and strongest-reasoning/tie safety rules.
harness-adapters owns harness verification, model/provider discovery, and effort fallback.
quota-axi remains data-only: it publishes spendPriority as a comparable scalar and never recommends, selects, ranks, or infers a route.
Do not add a daemon, opaque composite score, routing wrapper, hard-coded model-specific policy, or producer-side route recommendation.
Deterministic shell owns only schema, configuration, and version validation plus concrete spawn safeguards; every model-to-provider, provider-to-credential, and quota-applicability relation is yours to establish transparently and to show your evidence for.
Read the default TOON
Start each intake by running quota-axi once with no --json, and reuse that TOON for every candidate.
Post-consolidation quota-axi (the floor owned by bin/fm-quota-axi-lib.sh) puts in the default block beside , , , , and .
Sparse carries finite-runway seconds only for and .
Sparse names auth, stale, and unmeasurable facts.
is THE quota-perspective ranker.
It already computes the economics that older instructions reconstructed by hand from headroom, pace, reserve, and window-id lists; do not recompute those.
Do not read on the normal path, and do not reach for to rebuild that economics.
spendPriority
quota[]
effectivePercentRemaining
runway
confidence
limitedBy
resetsAt
exhaustion[]
projected_exhaustion
exhausted_now
attention[]
spendPriority
--json
--full
After reading the TOON, fall back to one quota-axi --json call only when that TOON is genuinely ambiguous for the decision, or when the installed quota-axi is somehow below the floor so its TOON lacks spendPriority.
Ambiguous means a candidate's spendPriority is the literal unknown or unmeasurable, a real tie still needs extra evidence, or a candidate's eligibility is unclear from quota[] plus attention[].
The fallback therefore has an explicit TOON-then-JSON call sequence; reuse its JSON result and do not take any further quota snapshots.
Below-floor is rare: bootstrap enforces FM_QUOTA_AXI_MIN and normally reports MISSING before dispatch; if an intake somehow reaches an older build whose TOON lacks spendPriority, use the defensive --json fallback rather than treating the missing scalar as healthy.
--json is a defensive belt, not a habit; never reach for it because it feels more complete.
Read quota-axi auth --json only when a candidate's credential surface is in question.
For each candidate, preserve explicit harness, model, and provider; harness-adapters owns identity, and model/provider never infer harness.
Three gates, then spendPriority
Apply the three cheap orthogonal gates first.
spendPriority ranks only among candidates that pass all three.
It cannot override a hard-gate failure, and it is never hidden inside a new composite score.
1. Eligibility
Deterministic shell must never map a model to a provider, a provider to a credential store, or a name prefix to a family.
You establish those relations yourself, in the open, from the candidate's own authoritative catalog (harness-adapters owns the per-harness discovery surface) plus the one intake snapshot.
Confirm the catalog lists the candidate's model and record the provider family it reports.
A model the catalog does not list is concrete contradictory evidence: block that candidate and quote the catalog result.
Apply quota at the granularity the vendor actually supplies.
A provider-level or all_models/all_products scope bounds every model you established in that family, including one with no window of its own.
A named-model or named-product scope is an additional bound for that model alone.
Match the candidate to its quota[] row by that established provider and scope; a stale, auth-required, or unmeasurable scope is named in attention[] instead of a fabricated number.
A candidate authenticates through its own tuple's surface; another harness's CLI can never gate it, and harness=pi with model=xai/grok-* is Pi using xAI rather than the standalone Grok CLI.
quota-axi auth --json lists each provider's credential sources independently, so read the one source the candidate actually uses rather than collapsing a provider to a single status.
A provider can carry a healthy source beside a missing or expired one; the unused source's state is not the candidate's state.
A Pi-hosted family may authenticate through the vendor's own store with no pi:-prefixed source at all, which is normal and never evidence against the candidate.
Uncertainty and ineligibility are different findings:
No model-level window, no matching auth source, an unmeasurable or unknown scope, or a surface quota-axi does not model at all is disclosed uncertainty.
Keep the candidate eligible, state the unknown, and prefer known viable evidence when otherwise comparable.
An expired credential is a short-lived session token the owning vendor renews on next use, not a sign-out.
Only concrete contradictory evidence blocks: an authoritative catalog proving the model unsupported, or proof that the credential the candidate actually selects is unusable.
Reserve login wording for that proven-unusable case, and name the harness, model, surface, and evidence.
When a credential's local classification is the only thing standing between a candidate and a block, get ground truth before blocking.
bin/fm-vendor-auth-probe.sh is the only approved vendor-credential probe; its --help owns the registered probes and mechanics.
It takes no harness, model, or provider and returns a fact, not a route: only authenticated and unauthenticated are ground truth, while indeterminate, timeout, and unavailable establish nothing and must never be read as either outcome.
Never launch a vendor CLI yourself, and never probe a credential store the candidate does not use.
Grok prepaid credits are unrelated to paid-window headroom; never read them as exhaustion.
Malformed configuration is an actionable error, not a candidate to rank around.
2. Reasoning-class fit
Keep only candidates that meet the required reasoning class for this task (a simple bug fix versus very-difficult design).
Never use spendPriority or remaining quota to silently replace that class.
When every remaining candidate is tight, dispatch inside the strongest-reasoning class if one of those candidates can proceed, or stop and report that the strongest-class choice cannot proceed rather than downgrading it to spend or conserve quota.
3. Runway feasibility floor
Known runway that will not last until the inspectable likely-completion horizon fails this gate, even when that candidate has the highest spendPriority.
Read runway from the quota[] row: through_reset passes this generic feasibility floor because the window reaches its refill without exhausting; never compare its resetsAt with the completion horizon as though reset were an exhaustion deadline.
exhausted_now is zero, and projected_exhaustion uses the matching exhaustion[] row's usableRunwaySeconds.
A high spendPriority on a nearly empty window that will exhaust soon must not route into a mid-task stall.
Unknown or unmeasurable runway stays eligible with disclosed uncertainty and is never assumed to pass.
Do not invent a generic percentage floor, and honor an explicit captain floor for a candidate when one exists.
Rank by spendPriority
Among candidates that pass all three gates, pick the highest known spendPriority.
A higher known scalar is better: positive means paid allowance is on track to reach reset unused, 0 is exact utilization, and negative means overdrawn against the reset clock.
Rank only from comparable known scalars.
Never treat absent, unknown, or unmeasurable spendPriority as zero or as healthy; 0 means exact utilization, a different claim from unknown.
An unknown spendPriority keeps the candidate eligible with disclosed uncertainty.
Prefer known viable evidence when otherwise comparable.
After the permitted TOON-to-JSON fallback, escalate to Firstmate instead of routing if no candidate can be ranked or runway uncertainty prevents proving the feasibility floor for any candidate that could be selected.
Never resolve that terminal uncertainty by treating unknown as healthy or by choosing arbitrarily.
Show the scalar or the literal unknown in the rationale; do not hide it in a score.
Do not compare headroom against runway by hand.
Do not use pace or signed reserve as a later tie-break layer.
Do not read aheadWindowIds, behindWindowIds, onPaceWindowIds, limitingWindowIds, or other window-id lists to reconstruct what spendPriority already computed.
Genuine ties: stop and report every tied candidate for captain choice.
Do not select by array order, harness name, or another arbitrary identity ordering.
Report duplicate concrete profiles as a configuration error.
Account for every candidate visibly before selecting or escalating, naming its catalog evidence, provider relation, applicable quota and authentication facts, remaining uncertainty, fit and reasoning class, spendPriority, and runway-versus-horizon result.
A blocked credential report must name harness, model, authentication surface, and concrete failure evidence; never emit a bare Grok unauthenticated statement.
Never conclude with an unexplained "best quota" label.
