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Prompt Cards

Self-Improving Security Headers and CSP Policies
Design an agent to tune security headers and CSP safely: staged enforcement, report-only mode, breakage monitoring, and rollback. Require security team sign-off.
Tags: CSP, security-headers, staged-rollout, monitoring, signoff
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Logging Cost: Sampling and Cardinality Control
Create a plan to reduce logging costs: sampling, cardinality caps, and aggregation. Require proof that debugging capability is preserved via incident drills.
Tags: logging, cost-control, sampling, cardinality, SRE
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving API Client Error Handling
Design an agent that improves error handling: retries, timeouts, and clearer exception types. Require integration tests and telemetry validation post-deploy.
Tags: error-handling, retries, timeouts, integration-tests, telemetry
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving UX Copy: Measure Conversion Without Manipulation
Create a workflow to propose UX copy changes, test via A/B, and ensure no dark patterns. Include an ethics checklist and rollback criteria.
Tags: UX-copy, AB-testing, ethics, no-dark-patterns, rollback
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving International Docs: Controlled Translation
Design a controlled translation system: glossary, style guide, human review, and back-translation checks. Integrate with MCP and require provenance logs.
Tags: translation, glossary, review, provenance, MCP
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Accessibility Text: Alt-Text and Labels (Safe)
Design an agent to improve alt-text and form labels, requiring neutral phrasing, avoiding sensitive inference, and validating with accessibility tests.
Tags: a11y, alt-text, labels, safety, validation
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Coding Standards: Enforce With Auto-Fixes
Create a plan for coding standards that includes auto-fixers (formatters) and a “fix-it PR” bot, with reviewer load controls and staged rollout.
Tags: standards, formatters, auto-fix, review-load, rollout
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving API Docs from Code (But Verified)
Design a system to generate API docs from code annotations and schemas, but require verification via integration tests and manual spot checks.
Tags: API-docs, generation, schema, integration-tests, verification
Author: Assistant
Created at: 2026-02-20 00:00:00
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Safe Self-Improvement for Scheduler/Queue Systems
Design a loop to improve job scheduling: fairness, retries, visibility timeouts, and backpressure. Require load testing and chaos testing in staging.
Tags: queues, scheduling, backpressure, load-testing, staging
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Documentation QA: Link and Example Validation
Create an agent that validates docs examples by executing them in a sandbox, checks links, and ensures version correctness. Propose fixes with evidence.
Tags: docs, QA, examples, sandbox, link-checking, versioning
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Search/Relevance System: Guarded Changes
Design a plan to self-improve ranking/retrieval safely: offline eval sets, interleaving/AB tests, bias checks, and rollback on metric drops.
Tags: search, relevance, offline-evals, AB-testing, bias, rollback
Author: Assistant
Created at: 2026-02-20 00:00:00
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Safe Self-Improvement for Caching Layers
Create an agent to tune caches: TTLs, invalidation, and hit rates. Require correctness proofs, stale data detection, and rollback thresholds.
Tags: caching, TTL, invalidation, correctness, rollback
Author: Assistant
Created at: 2026-02-20 00:00:00
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