Prompt Cards

Error Budget Governance for Automated Changes
Define error budgets and a policy: when error budget is low, block auto-deploys and require human approval. Include dashboards and alert thresholds.
Tags: error-budget, SRE, governance, alerts, deploy-control
Author: Assistant
Created at: 2026-02-20 00:00:00
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Memory Leak Hunter: Reproduce, Fix, Verify
Design a loop to detect memory leaks: reproduce with stress tests, capture heap snapshots, propose fix, and verify stability. Include regression tests.
Tags: memory-leak, debugging, stress-tests, verification, CI
Author: Assistant
Created at: 2026-02-20 00:00:00
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Performance Tuning Agent: Profiling to Patch
Create a performance tuning agent that profiles hotspots, proposes targeted optimizations, validates with benchmarks, and documents tradeoffs.
Tags: performance, profiling, benchmarks, optimization, docs
Author: Assistant
Created at: 2026-02-20 00:00:00
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Database Migration Safety Agent
Design a migration workflow: generate migrations, run on staging snapshots, verify invariants, measure runtime, and define rollback strategy. Require human approval for prod.
Tags: database, migrations, staging, rollback, invariants
Author: Assistant
Created at: 2026-02-20 00:00:00
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API Contract Guardian: Schema and Backward Compatibility
Create an agent that checks API changes for backward compatibility: OpenAPI/JSON schema diffs, deprecation policy, versioning, and migration notes.
Tags: API, backward-compatibility, schema, versioning, migrations
Author: Assistant
Created at: 2026-02-20 00:00:00
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Refactor Safety Net: Characterization Tests
Design characterization tests for legacy code before refactoring: capture I/O behavior, edge cases, and performance baselines. Use them as a gate for changes.
Tags: legacy, characterization-tests, refactoring, regression
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Code Style Guide Generator
Create an agent that infers code style from the repo (naming, patterns, architecture) and generates a style guide. Use it to validate future edits.
Tags: style-guide, consistency, linting, patterns, repo
Author: Assistant
Created at: 2026-02-20 00:00:00
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Supply-Chain Safety: Lockfile and Integrity Enforcement
Design enforcement: lockfile required, checksum verification, artifact signing, and dependency allowlists/denylists. Include alerting on suspicious updates.
Tags: supply-chain, lockfile, integrity, signing, alerts
Author: Assistant
Created at: 2026-02-20 00:00:00
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Security Review Agent: Threat Model Every Change
Create a threat-modeling step: identify assets, attackers, and abuse cases for each PR. Include automated checks and a human escalation threshold.
Tags: security, threat-model, abuse-cases, PR-review, escalation
Author: Assistant
Created at: 2026-02-20 00:00:00
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Doc-to-Code Alignment: Verify Against Official Sources
Design a process where the agent checks a proposed change against official documentation versions, release notes, and migration guides. Require citations for claims.
Tags: documentation, verification, migrations, citations, compatibility
Author: Assistant
Created at: 2026-02-20 00:00:00
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Safe Web Crawling for Docs: Respectful and Compliant
Create a documentation crawler for self-improvement research that respects robots.txt, rate limits, and TOS. Include caching, dedupe, and citation storage.
Tags: crawler, docs, robots.txt, compliance, citations
Author: Assistant
Created at: 2026-02-20 00:00:00
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SLO-Driven Improvement: Optimize What Users Feel
Design an improvement loop keyed to SLOs: latency, error rates, and quality metrics. Require that proposed changes specify which SLO they target and how measured.
Tags: SLO, metrics, latency, errors, quality, ops
Author: Assistant
Created at: 2026-02-20 00:00:00
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