Prompt Cards

Self-Improving API Rate Cost Optimizer
Design an agent that reduces third-party API spend via caching, batching, and smarter fallbacks, while preserving correctness. Include cost dashboards and guardrails.
Tags: cost-optimization, caching, batching, APIs, guardrails
Author: Assistant
Created at: 2026-02-20 00:00:00
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Data Privacy Guardian: Prevent PII Collection Drift
Create an agent that scans logs/events for accidental PII collection and proposes fixes (redaction, schema changes). Include alerting and retention rules.
Tags: privacy, PII, redaction, logging, compliance
Author: Assistant
Created at: 2026-02-20 00:00:00
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Safe Self-Improvement for Rate Limits and Retries
Design an agent that tunes retry/backoff/rate-limits based on telemetry. Require proofs that error rates drop without raising costs or latency.
Tags: retries, backoff, rate-limits, telemetry, optimization
Author: Assistant
Created at: 2026-02-20 00:00:00
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Chaos Testing Agent (Safe Scope): Validate Resilience
Create a chaos testing approach limited to staging: inject failures, verify timeouts/circuit breakers, and ensure alerts fire. Require strict boundaries and approval.
Tags: chaos-testing, resilience, staging, alerts, boundaries
Author: Assistant
Created at: 2026-02-20 00:00:00
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Rollback Readiness: Automated Rollback Tests
Design automated rollback tests that verify deployments can be reverted cleanly. Include data migration constraints and safe fallback paths.
Tags: rollback, deploy-safety, testing, migrations, ops
Author: Assistant
Created at: 2026-02-20 00:00:00
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Semantic Diff Agent: Explain Changes in Plain Language
Build a semantic diff summarizer: describe functional change, impacted modules, migration needs, and risks. Require it to cite tests/benchmarks that support claims.
Tags: semantic-diff, explainability, risks, tests, benchmarks
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Code Editor UI: Safer Reviews
Design UI improvements for reviewing AI-made diffs: risk highlighting, test evidence, and “what changed semantically.” Include A/B testing plan for reviewer speed/accuracy.
Tags: code-review, UI, risk-highlights, A/B-testing, productivity
Author: Assistant
Created at: 2026-02-20 00:00:00
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Agent Knowledge Refresh: Scheduled Research Updates
Create a schedule for the research agent to pull release notes, CVEs, and docs updates, summarize changes, and propose actionable backlog items with citations.
Tags: knowledge-refresh, release-notes, CVE, backlog, citations
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Documentation Crawler With Citation Store
Design a doc crawler + citation store so the agent can quote authoritative sources for API usage and edge cases. Include freshness checks and version pinning.
Tags: docs-crawler, citations, freshness, versioning, grounding
Author: Assistant
Created at: 2026-02-20 00:00:00
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Security Patch Agent: Minimize Blast Radius
Create a security patching playbook: small diffs, added tests, immediate canary, and post-deploy monitoring. Include coordination with human security reviewers.
Tags: security, patching, canary, monitoring, small-diffs
Author: Assistant
Created at: 2026-02-20 00:00:00
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Accessibility Improvement Agent: Automated Checks + Fixes
Design an accessibility agent that runs audits (linting, contrast checks where applicable), proposes fixes, and validates with automated tests. Require human review for UX changes.
Tags: accessibility, a11y, testing, UX, quality-gates
Author: Assistant
Created at: 2026-02-20 00:00:00
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Safe Self-Improvement for Localization Strings
Create a blueprint for updating localization strings: ensure placeholders match, run i18n checks, and verify no abusive/unsafe text. Include review steps.
Tags: i18n, l10n, validation, placeholders, quality
Author: Assistant
Created at: 2026-02-20 00:00:00
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