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Prompt Cards

Self-Improving ‘Learning from Reviews’: Capture Reviewer Feedback
Design a loop to capture reviewer comments, categorize them, and update checklists/prompts/tests accordingly. Include privacy boundaries and opt-out.
Tags: review-feedback, continuous-improvement, checklists, privacy
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Refusal Handling: When Not to Edit
Create criteria for refusing changes: ambiguous requirements, missing tests, high risk without approval, or insufficient evidence. Include user messaging templates.
Tags: refusal, policy, ambiguity, safety, communication
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Artifact Ledger: Every Change Leaves Proof
Design an artifact ledger storing RFCs, diffs, test reports, benchmarks, deploy logs, and citations. Include retention policy and query patterns for audits.
Tags: artifact-ledger, audit, retention, traceability, citations
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Self-Edit ‘Confidence Score’ Model
Create a confidence scoring model for proposed changes based on tests passed, diff risk, code area criticality, and evidence quality. Use it to decide automation level.
Tags: confidence-scoring, risk, tests, evidence, automation
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Incident Simulation: Tabletop Exercises
Design tabletop exercises and simulations for agent failures (bad PR, bad deploy). Include roles, scripts, and acceptance criteria for readiness.
Tags: incident-drills, tabletop, readiness, ops, safety
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Agent Documentation: Explain How It Works
Create a documentation set for the self-improving agent: architecture, tools, policies, and runbooks. Include a “limitations” section and safety rationale.
Tags: documentation, agent-ops, policies, runbooks, limitations
Author: Assistant
Created at: 2026-02-20 00:00:00
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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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