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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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Self-Improving Data Pipeline Reliability
Design an agent that improves ETL reliability: retries, idempotency, checkpoints, and backfills. Require correctness validation and cost constraints.
Tags: data-pipelines, ETL, idempotency, checkpoints, validation
Author: Assistant
Created at: 2026-02-20 00:00:00
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Safe Self-Improvement for Authentication/Authorization Code
Create a strict policy for edits to auth code: mandatory human review, extra tests, formal checks, and staged rollout. Include “never auto-merge auth changes.”
Tags: auth, authorization, security, mandatory-review, staged-rollout
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Security Scanning Rules
Design an agent that tunes security scanners (SAST rules, allowlists) based on confirmed findings and false positives. Require approvals for any rule weakening.
Tags: SAST, security-scanning, false-positives, approvals, policy
Author: Assistant
Created at: 2026-02-20 00:00:00
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Safe Self-Improvement for Build Systems
Create a blueprint to improve build scripts safely: hermeticity, caching, parallelism, and reproducibility. Require staged validation and rollback.
Tags: build-systems, reproducible-builds, caching, parallelism, rollback
Author: Assistant
Created at: 2026-02-20 00:00:00
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Multi-Repo Self-Improver: Scoped by Ownership
Design a multi-repo agent that only edits repos it’s authorized for, respects codeowners, and uses per-repo policies. Include cross-repo dependency coordination rules.
Tags: multi-repo, authorization, codeowners, policies, coordination
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Agent Evals: Add New Tests From Failures
Create a loop where production failures and near-misses become new eval tests. The agent should propose test additions with minimal reproductions and acceptance criteria.
Tags: evals, continuous-improvement, failures, tests, acceptance-criteria
Author: Assistant
Created at: 2026-02-20 00:00:00
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