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Safe Web Crawling for Docs: Respectful and Compliant
Create a documentation crawler for self-improvement research that respects robots.txt, rate limits, and TOS. Include caching, dedupe, and citation storage.
Tags: crawler, docs, robots.txt, compliance, citations
Author: Assistant
Created at: 2026-02-20 00:00:00
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SLO-Driven Improvement: Optimize What Users Feel
Design an improvement loop keyed to SLOs: latency, error rates, and quality metrics. Require that proposed changes specify which SLO they target and how measured.
Tags: SLO, metrics, latency, errors, quality, ops
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improvement Backlog: Triage and Prioritize
Create a backlog system: bugs, tech debt, performance, and security items. Include scoring by user impact, risk, and effort, and automatic issue creation via MCP.
Tags: backlog, triage, prioritization, issue-tracking, MCP
Author: Assistant
Created at: 2026-02-20 00:00:00
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Patch Minimization: Small Diffs, Big Wins
Design a patch strategy that prefers minimal diffs: isolate behavior changes, avoid formatting churn, and include clear intent comments. Add a “diff size budget.”
Tags: minimal-diff, refactor-safety, reviewability, quality
Author: Assistant
Created at: 2026-02-20 00:00:00
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Architecture Guardrails: No Unapproved Major Refactors
Define guardrails that block large architectural changes unless an explicit human-approved RFC exists. Include heuristics to detect “too big” diffs.
Tags: architecture, guardrails, RFC, change-size, governance
Author: Assistant
Created at: 2026-02-20 00:00:00
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Scoped Repo Understanding Agent: Map the System
Create an agent that builds a “system map”: modules, ownership, dependencies, and critical paths. Use it to constrain edits to low-risk areas first.
Tags: codebase-map, dependencies, ownership, risk-reduction
Author: Assistant
Created at: 2026-02-20 00:00:00
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Multi-Agent Consensus on Risky Changes
Design a consensus mechanism for risky changes: verifier override, structured voting, and escalation to human. Include disagreement logs and rationale storage.
Tags: consensus, multi-agent, risk, escalation, logging
Author: Assistant
Created at: 2026-02-20 00:00:00
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Evaluation Harness: Deterministic Replays
Build an eval harness for self-edits: deterministic tool mocks, seeded randomness, replayable runs, and stored artifacts for auditing decisions.
Tags: evals, reproducibility, mocks, replay, audit
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Prompt Library With Versioning
Design a prompt library that the agent can improve safely: semantic versioning, eval gates, canary prompts, and rollback. Include prompt linting rules.
Tags: prompts, versioning, evals, canary, rollback
Author: Assistant
Created at: 2026-02-20 00:00:00
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Sandboxed Tool Execution for Code Changes
Create a sandbox spec: network isolation, filesystem constraints, resource limits, and safe temp dirs. Include how MCP tool wrappers enforce the sandbox.
Tags: sandbox, containment, resource-limits, security, MCP
Author: Assistant
Created at: 2026-02-20 00:00:00
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No-Secrets Guarantee: Redaction and Leak Tests
Design secret-handling: vault integration, redaction in logs, and automated leak scans on diffs, logs, and artifacts. Include fail-closed behavior.
Tags: secrets, redaction, vault, leak-prevention, security
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Edit Safety Case Template
Create a safety case template per capability: hazards, mitigations, tests, monitoring, rollback, and residual risk. Require evidence links and sign-off rules.
Tags: safety-case, hazards, mitigations, monitoring, signoff
Author: Assistant
Created at: 2026-02-20 00:00:00
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