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Self-Improving Safety Filters: Measure False Positives/Negatives
Design a process to adjust safety filters based on measured false positive/negative rates. Require evaluation sets, human review, and rollback if harm risk rises.
Tags: safety-filters, evaluation, false-positives, rollback, governance
Author: Assistant
Created at: 2026-02-20 00:00:00
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Agent Governance: Approvals, Logs, and Periodic Audits
Design governance for self-improving systems: approval rules, quarterly audits, access reviews, and incident drills. Include “who can change the agent” controls.
Tags: governance, audits, access-control, approvals, ops
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Feature Discovery: Product Analytics to PRs
Create a pipeline where analytics identifies friction points and the agent proposes small UX or performance fixes. Require user impact estimation and safe rollout.
Tags: product-analytics, UX, friction, prioritization, rollout
Author: Assistant
Created at: 2026-02-20 00:00:00
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Safe Self-Improvement of Telemetry Schemas
Design a plan to evolve telemetry schemas: version fields, dual-write, backfill, and validation. Include privacy checks and cost controls.
Tags: telemetry, schema-evolution, dual-write, privacy, cost
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Error Messages: Reduce Support Tickets
Create an agent that rewrites error messages for clarity, adds error codes, and links to docs. Verify improvements via support ticket taxonomy and A/B testing.
Tags: error-messages, support, docs, A/B-testing, UX
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving CLI Tooling: Backward Compatible UX
Design a self-improving CLI agent that adds features while preserving backward compatibility, adds help text/tests, and uses semantic versioning rules.
Tags: CLI, backward-compatibility, semantic-versioning, tests, docs
Author: Assistant
Created at: 2026-02-20 00:00:00
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Safe Self-Improvement for Internationalization Logic
Create a plan to safely modify locale/date/number formatting: add tests for edge locales, verify backward compatibility, and avoid breaking user settings.
Tags: i18n, locales, formatting, compatibility, tests
Author: Assistant
Created at: 2026-02-20 00:00:00
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Documentation-to-Test Traceability
Design traceability: map docs claims to tests that verify them. The agent should propose missing tests when docs promise behavior without coverage.
Tags: traceability, docs, tests, quality, verification
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving Dependency Graph and Impact Analysis
Build a dependency graph indexer and an impact analyzer that estimates blast radius of a change and picks appropriate test suites and reviewers.
Tags: dependency-graph, impact-analysis, blast-radius, tests, reviewers
Author: Assistant
Created at: 2026-02-20 00:00:00
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Security Hardening Agent: Least Privilege Refactors
Create a plan to reduce permissions across services: narrow IAM roles, remove unused keys, and add tests that detect overbroad permissions. Require staged rollout.
Tags: security-hardening, least-privilege, IAM, rollout, tests
Author: Assistant
Created at: 2026-02-20 00:00:00
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Self-Improving API Rate Cost Optimizer
Design an agent that reduces third-party API spend via caching, batching, and smarter fallbacks, while preserving correctness. Include cost dashboards and guardrails.
Tags: cost-optimization, caching, batching, APIs, guardrails
Author: Assistant
Created at: 2026-02-20 00:00:00
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Data Privacy Guardian: Prevent PII Collection Drift
Create an agent that scans logs/events for accidental PII collection and proposes fixes (redaction, schema changes). Include alerting and retention rules.
Tags: privacy, PII, redaction, logging, compliance
Author: Assistant
Created at: 2026-02-20 00:00:00
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