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Prompt Cards

Self-Improving Test Selection: Smart Subsets With Guarantees
Create a test selection algorithm that runs only relevant tests for a diff but guarantees critical coverage (safety suite always runs). Include calibration and drift checks.
Tags: test-selection, CI, calibration, safety-suite, drift
Author: Assistant
Created at: 2026-02-20 00:00:00
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Safe Tool Registry for MCP: Versioned and Audited
Design a tool registry: versioned MCP tools, deprecation, and audit trails. Include a process for approving new tools and revoking compromised ones.
Tags: tool-registry, MCP, versioning, audit, governance
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Router: Pick the Right Agent for the Task
Design a routing agent that selects specialized agents (tests, security, perf, docs) based on task intent and risk. Include confidence thresholds and fallbacks.
Tags: routing, specialists, multi-agent, risk, confidence
Author: Assistant
Created at: 2026-02-20 00:00:00
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Model Prompt Safety Linter
Create a linter for agent prompts: ban risky instructions, require citations for factual claims, enforce “no tool calls from untrusted text” policies.
Tags: prompt-lint, safety, citations, policy, enforcement
Author: Assistant
Created at: 2026-02-20 00:00:00
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Data Quality Gate for ML Pipelines
Design a data quality gate: schema, drift detection, missingness, and label quality checks. Integrate with self-improving code changes to ML pipelines safely.
Tags: ML, data-quality, drift, validation, monitoring
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Benchmark Suite
Design an agent that expands benchmarks as new features land: add workloads, track performance trends, and alert on regressions. Include benchmark governance.
Tags: benchmarks, performance-trends, regression-alerts, governance
Author: Assistant
Created at: 2026-02-20 00:00:00
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API Client Generator With Safety Constraints
Create a plan for generating API clients: typed SDKs, version pinning, integration tests, and docs. Include a policy against generating unsafe dynamic code.
Tags: SDK, API-client, typing, tests, security
Author: Assistant
Created at: 2026-02-20 00:00:00
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Release Notes Agent: User-Impact Focused
Design an agent that writes release notes from diffs and PR descriptions, focusing on user-visible impact, migrations, and known issues. Include accuracy checks.
Tags: release-notes, docs, user-impact, migrations, quality
Author: Assistant
Created at: 2026-02-20 00:00:00
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Safe Self-Improvement for CI/CD Scripts
Create a blueprint for self-editing CI/CD scripts safely: validate configs, run in sandbox, and require manual approval for permission changes.
Tags: CI/CD, automation, sandbox, permissions, governance
Author: Assistant
Created at: 2026-02-20 00:00:00
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Architecture Decision Records (ADR) Generator Agent
Design an ADR generator that proposes ADRs for significant changes: context, decision, alternatives, consequences. Require human approval and link tests/metrics.
Tags: ADR, architecture, decision-records, governance, documentation
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Documentation Search for Engineers
Create a doc search agent that indexes internal docs, code comments, and ADRs, then answers “why is this here?” with citations for maintainers.
Tags: docs-search, ADRs, citations, maintainability, knowledge
Author: Assistant
Created at: 2026-02-20 00:00:00
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Safe Code Modernization: Incremental Upgrades
Design an incremental modernization strategy (language/runtime upgrades) with compatibility tests, staged rollouts, and metrics. Include “stop if risk” criteria.
Tags: modernization, upgrades, compatibility, rollout, risk
Author: Assistant
Created at: 2026-02-20 00:00:00
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