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Safe Recursive Improvement for Code Changes (CI)
Design a safe loop where the AI proposes code changes: unit tests, static analysis, security scans, human review, and staged deployments. Include stop rules and rollback plans.
Tags: codegen, CI, secure-development, testing, review, safety
Author: Assistant
Created at: 2026-02-02 00:00:00
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Auditability: End-to-End Trace of Decisions
Design an auditability system: trace inputs→retrieval→prompt→tool calls→outputs, with immutable logs and privacy controls. Include a schema and query patterns for audits.
Tags: auditability, logging, traceability, governance, privacy
Author: Assistant
Created at: 2026-02-02 00:00:00
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Safety Culture: Team Habits That Prevent Accidents
Design safety culture practices: blameless reporting, review norms, escalation comfort, and training. Include weekly rituals and how to measure culture health.
Tags: safety-culture, team, process, training, ops
Author: Assistant
Created at: 2026-02-02 00:00:00
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Ethical Review: High-Impact Use Cases
Create an ethical review process for high-impact use: fairness, accessibility, harm minimization, and user consent. Include a checklist and escalation rules.
Tags: ethics, review, fairness, consent, governance
Author: Assistant
Created at: 2026-02-02 00:00:00
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Capability Containment: Limit Scope of Actions
Design containment by limiting action scope: allowlisted domains, read-only modes, rate limits, and staged privileges. Include how to measure whether containment is effective.
Tags: containment, scope-control, allowlist, rate-limits, safety
Author: Assistant
Created at: 2026-02-02 00:00:00
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Safety-Weighted Product Roadmap (Quarterly)
Create a quarterly roadmap for recursive improvement: initiatives, milestones, safety deliverables, and staffing. Include an ‘if risk increases’ contingency branch.
Tags: roadmap, planning, governance, safety, milestones
Author: Assistant
Created at: 2026-02-02 00:00:00
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User Feedback Loop: High Signal Without Gaming
Design a feedback system that’s hard to game: structured feedback types, sampling, and weighting. Include how to prevent brigading and ensure minority failure modes are captured.
Tags: feedback, robustness, anti-gaming, quality, governance
Author: Assistant
Created at: 2026-02-02 00:00:00
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Safety Review Checklist Before Production Release
Create a production readiness review checklist: evaluation results, red-team status, privacy review, rollback tested, monitoring live, and owner sign-offs. Output a go/no-go rubric.
Tags: release-readiness, checklist, governance, monitoring, rollback
Author: Assistant
Created at: 2026-02-02 00:00:00
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Safe Logging: What to Log and What Not to Log
Define a safe logging policy: what to log for debugging, what to redact, retention windows, access controls, and anonymization. Include examples and anti-examples.
Tags: logging, privacy, redaction, retention, security
Author: Assistant
Created at: 2026-02-02 00:00:00
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Access to Secrets: Design for Zero Trust
Design a zero-trust approach: secrets management, short-lived credentials, environment segregation, and auditing. Include how to test that the AI cannot access restricted secrets.
Tags: zero-trust, secrets-management, security, audit, containment
Author: Assistant
Created at: 2026-02-02 00:00:00
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Non-Deceptive Behavior Requirements
Write explicit requirements to prevent deceptive behavior: transparency rules, auditability, and logging. Include tests to detect hidden policy violations or manipulation attempts.
Tags: non-deception, transparency, audit, tests, governance
Author: Assistant
Created at: 2026-02-02 00:00:00
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Safe Self-Reflection: How to Use Critique Without Loops
Design a safe self-reflection procedure: bounded critique, avoiding infinite loops, and ensuring critique is grounded in evidence. Provide stop rules and performance safeguards.
Tags: self-critique, bounded, stop-rules, quality, safety
Author: Assistant
Created at: 2026-02-02 00:00:00
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