brainstorming
brainstorming
You MUST use this before any creative work - creating features, building components, adding functionality, modifying behavior, or planning anything new, in software or out of it (a talk, a business, a renovation).
anima-cost-tuningOptimize Anima API costs through caching, incremental generation, and tier selection. Use when managing Anima API usage, reducing unnecessary code generations, or right-sizing your Anima plan for team size. Trigger with: "anima cost", "anima pricing", "anima budget", "anima API usage".
Independent GitHub snapshot · Automated classification · Original documentation governs
name: anima-cost-tuning description: 'Optimize Anima API costs through caching, incremental generation, and tier selection.
Use when managing Anima API usage, reducing unnecessary code generations,
or right-sizing your Anima plan for team size.
Trigger with: "anima cost", "anima pricing", "anima budget", "anima API usage".
' allowed-tools: Read, Write, Edit, Bash(npm:*) version: 2.0.0 argument-hint: "[usage-report-or-policy]" model: inherit effort: high license: MIT author: Jeremy Longshore jeremy@intentsolutions.io tags:
Optimize design-to-code generation by measuring approved usage, avoiding duplicate work, and retaining only reusable outputs. Treat cost projections as planning inputs until the account owner confirms current contractual terms.
Do not infer price units from the SDK or marketing site. Obtain the current account agreement or usage report from the authorized owner and label every projection with its source date, currency, unit, and included allowance.
| Strategy | Measure | Guardrail |
|---|---|---|
| Content-addressed reuse | Avoided duplicate generations | Bind source revision, node, SDK version, and settings |
| Incremental generation | Changed versus unchanged nodes | Regenerate when change state is unknown |
| Asset policy | Hosted versus external transfer | Follow security, retention, and licensing policy |
| Output reuse | Accepted reusable components | Revalidate after source or dependency changes |
Read usage only through the account owner's authorized report or integration. Keep Anima and Figma credentials in the backend secret manager and aggregate telemetry before analysis so this workflow never receives token or design data.
// src/cost/usage-tracker.ts
interface GenerationRecord {
timestamp: string;
fileKey: string;
nodeId: string;
cached: boolean;
durationMs: number;
}
class AnimaUsageTracker {
private records: GenerationRecord[] = [];
record(entry: GenerationRecord): void { this.records.push(entry); }
getReport(): { total: number; cached: number; cacheHitRate: number | null } {
const total = this.records.length;
const cached = this.records.filter(r => r.cached).length;
return {
total,
cached,
cacheHitRate: total > 0 ? cached / total : null,
};
}
}
// Only generate when:
// 1. Figma file version changed (check via Figma API)
// 2. The repository's reviewed cache-retention policy requires refresh
// 3. Settings changed (new framework/styling)
// 4. Force flag passed (manual override)
async function shouldGenerate(
fileKey: string,
nodeId: string,
cache: any,
): Promise<boolean> {
// Check cache first
const cached = cache.get(fileKey, nodeId);
if (cached && cached.sourceRevision === cache.currentSourceRevision(fileKey)) {
console.log('Using source- and settings-bound cached generation');
return false;
}
return true;
}
Use Read and Grep to inspect the existing integration and generated diff before changing anything. Use Write or Edit only inside the approved generated-code, test, or configuration paths. Use the declared Bash commands only for the explicit install, validation, or diagnostic steps in this workflow; never print tokens, source designs, generated source, or private website captures.
For a weekly design-system sync, record aggregate generation counts for the approved component registry, then compare an uncached baseline with the smart generation policy. Regenerate only components whose Figma version or generation settings changed, and attach the source-version and cache decision to the PR. If the current usage report is incomplete, a cache cannot identify its source version, or a design owner requests an immediate change, bypass the cache only with an explicit force record and regenerate the affected component—not the entire design file by default.
| Failure | Response |
|---|---|
| Account limits or pricing data are unavailable | Mark projections as incomplete and obtain current data from the account owner. |
| Cache source version is unknown | Refuse reuse and regenerate the approved affected component. |
| Generation rate spikes unexpectedly | Pause noncritical jobs, inspect aggregate telemetry, and enforce the scheduling policy. |
| Output is stale after an approved design change | Invalidate the affected cache key and record the corrected generation receipt. |