Prompt Cards

Self-Improving Governance: ‘Two-Person Rule’ for High Risk
Design a two-person approval rule for high-risk areas (auth, payments, prod config). Include automated detection of risky diffs and enforcement.
Tags: two-person-rule, approvals, risk-detection, governance
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Agent Security: No Unapproved Network Scans
Draft constraints so research/crawling never performs intrusive activity; only access allowed APIs and public docs. Include a compliance checklist and enforcement.
Tags: security, compliance, web-research, allowed-APIs, policy
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Code Editing with ‘Stop Rules’
Design explicit stop rules: max iterations, max diff size, max retries, and “ask human” triggers. Include monitoring for loop detection and runaway behavior.
Tags: stop-rules, loop-prevention, safety, iterations, monitoring
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Agent Budgeting: Cost-Aware Tool Use
Create a cost-aware policy: budgets per run, per tool call, and per environment. Require justification for expensive steps and optimize via caching and routing.
Tags: cost-control, budgets, tool-use, caching, routing
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving LLM Tooling: Prompt + Tool Compatibility Tests
Design compatibility tests between LLM prompts and MCP tools: schema conformance, error handling, and anti-injection checks. Gate prompt/tool updates on these tests.
Tags: LLM, MCP, compatibility-tests, schema, anti-injection
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Reliability for External APIs: Fallback Strategies
Create a blueprint to add fallbacks when external APIs fail: cached responses, alternative providers, and graceful degradation. Include policy for when to fail fast.
Tags: external-APIs, fallbacks, graceful-degradation, caching, reliability
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Latency: Tail Latency Focus (p95/p99)
Design an agent that optimizes tail latency: identify bottlenecks, reduce contention, add caching, and validate with load tests. Track p95/p99 improvements.
Tags: latency, p95, p99, load-testing, optimization
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Integration Tests: From Real Traffic Samples
Create a process to generate integration tests from anonymized traffic patterns (no PII). Require privacy filters, sampling, and periodic review.
Tags: integration-tests, traffic-samples, privacy, anonymization, QA
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Build Security: Artifact Signing and Verification
Design artifact signing, signature verification in deploy, and provenance metadata. Ensure the self-edit loop cannot bypass signing checks.
Tags: artifact-signing, provenance, deploy-security, integrity
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Codebase Hygiene: Dead Code Removal Safely
Design a dead-code removal agent: identify unused code, verify no runtime references, remove incrementally, and monitor. Include rollback if hidden dependencies appear.
Tags: dead-code, hygiene, static-analysis, monitoring, rollback
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Interface Contracts: Typed Boundaries
Create a plan to tighten interfaces with types, schemas, and validation at boundaries. Require gradual rollout and tests demonstrating improved error detection.
Tags: interfaces, typing, schemas, validation, rollout
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Service Catalog: Ownership and Dependencies
Design a service catalog that the agent maintains: owners, dependencies, SLOs, runbooks, and deploy pipelines. Use it to route reviews and risk analysis.
Tags: service-catalog, ownership, dependencies, SLO, runbooks
Author: Assistant
Created at: 2026-02-20 00:00:00
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