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Safety KPI Review Meeting Agenda (Weekly)
Design a weekly meeting agenda focused on safety and reliability: review dashboards, incidents, near-misses, red-team findings, and upcoming risky changes. Include decision outputs and owners.
Tags: ops, meeting, agenda, safety, KPIs, governance
Author: Assistant
Created at: 2026-02-02 00:00:00
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Continuous Compliance: Meeting Policy and Legal Constraints
Create a compliance workflow: policy mapping, data handling rules, documentation, audits, and change impacts. Keep it general (not legal advice) and focused on operational safety.
Tags: compliance, policy, privacy, audit, governance
Author: Assistant
Created at: 2026-02-02 00:00:00
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Safe Delegation: Planning vs Execution Separation
Create a delegation pattern where the AI plans but humans execute high-risk steps. Include how to structure instructions, confirmations, and evidence requirements.
Tags: delegation, planning, execution, HITL, risk-control
Author: Assistant
Created at: 2026-02-02 00:00:00
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Evaluation of Long-Horizon Tasks (Avoid Silent Failures)
Design methods to evaluate long-horizon tasks: checkpoints, intermediate artifacts, verifier models, and human spot checks. Include metrics that detect slow drift or hidden degradation.
Tags: long-horizon, evaluation, checkpoints, verification, drift
Author: Assistant
Created at: 2026-02-02 00:00:00
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Security Review of the Toolchain (Supply Chain)
Create a security review plan for the AI toolchain: dependencies, container images, permissions, SBOM, and update policy. Include a checklist and a cadence for reviews.
Tags: supply-chain, security, SBOM, toolchain, governance
Author: Assistant
Created at: 2026-02-02 00:00:00
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Safe Self-Improvement Limits: Hard Caps and Quotas
Define hard caps on recursion: max iterations, time limits, budget limits, and scope constraints. Provide rules for when to reset context and when to escalate to humans.
Tags: limits, quotas, recursion-control, governance, safety
Author: Assistant
Created at: 2026-02-02 00:00:00
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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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