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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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Self-Improving Code Security Education: Fix Patterns at Source
Create a system where the agent detects recurring insecure patterns and generates internal training snippets and secure alternatives, linked to real PR examples.
Tags: security-education, secure-coding, patterns, training
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Internal Tooling: Faster Developer Loops
Design improvements to internal developer tools: faster local setup, better error messages, and templates. Use surveys + telemetry to prioritize changes.
Tags: devtools, DX, telemetry, templates, productivity
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Documentation Freshness: Detect Stale Pages
Design an agent that detects stale docs by comparing code/API schemas vs docs, then opens issues or PRs. Include a freshness score and SLA.
Tags: docs-freshness, staleness-detection, schemas, issues, SLA
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Release Engineering: Versioning and Tags
Create a release engineering agent: semantic versioning, changelog generation, tag signing, and release notes validation. Require human approval for major versions.
Tags: release-engineering, semver, signing, changelog, approvals
Author: Assistant
Created at: 2026-02-20 00:00:00
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