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Prompt Cards

Drift Detection: Data, Behavior, and User Mix
Design drift detection: changes in user queries, outcome distributions, error types, and model behavior. Include thresholds and a playbook for when drift is detected.
Tags: drift-detection, monitoring, analytics, playbook, safety
Author: Assistant
Created at: 2026-02-02 00:00:00
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Adversarial Robustness: Stress Testing Inputs
Create a stress test plan: malformed inputs, long-context traps, conflicting instructions, and toxic content probes. Provide how to automate and score robustness over time.
Tags: robustness, adversarial, testing, stress-tests, quality
Author: Assistant
Created at: 2026-02-02 00:00:00
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Differential Privacy and Minimization Options (Conceptual)
Explain privacy-preserving options for feedback loops: minimization, aggregation, differential privacy (conceptually), and retention policies. Provide a practical selection guide.
Tags: privacy, minimization, aggregation, differential-privacy, policy
Author: Assistant
Created at: 2026-02-02 00:00:00
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Experiment Design: Safe A/B Tests for AI Behavior
Design safe A/B testing for AI changes: guardrails, user segmentation, sensitive cohorts, and safe metrics. Include ethics considerations and how to interpret ambiguous outcomes.
Tags: A/B-testing, experiments, ethics, metrics, rollout
Author: Assistant
Created at: 2026-02-02 00:00:00
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Compute & Cost Controls for Recursive Loops
Design cost controls: budget caps, queue prioritization, cache policy, and abort rules for expensive runs. Include a method to estimate ROI of improvements before executing.
Tags: cost-control, compute, prioritization, ROI, governance
Author: Assistant
Created at: 2026-02-02 00:00:00
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Model Card + System Card for Each Release
Generate a model/system card template: intended use, limitations, safety mitigations, eval results, and known failure modes. Include a changelog section for each iteration.
Tags: model-card, system-card, documentation, transparency, release
Author: Assistant
Created at: 2026-02-02 00:00:00
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Post-Mortem Template for AI Regressions
Create a post-mortem template tailored to AI regressions: data/prompt/model diffs, evaluation gaps, monitoring misses, and remediation tasks. Include a ‘lessons to tests’ section.
Tags: postmortem, regression, ops, testing, remediation
Author: Assistant
Created at: 2026-02-02 00:00:00
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Pre-Mortem: How Could This Go Wrong?
Run a pre-mortem for a recursive improvement project: list plausible failures, early warning signals, and prevention steps. Output prioritized mitigations and ‘watch items’.
Tags: pre-mortem, risk, planning, signals, mitigation
Author: Assistant
Created at: 2026-02-02 00:00:00
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Governance Model: Roles and Responsibilities
Define a governance model: safety owner, release manager, red-team lead, privacy officer, and incident commander. Include RACI matrix and meeting cadence.
Tags: governance, RACI, roles, process, accountability
Author: Assistant
Created at: 2026-02-02 00:00:00
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Policy Engine Design: Rules + ML Hybrid
Design a hybrid policy system: deterministic rules for hard constraints, ML classifiers for soft signals, and escalation logic. Provide architecture, failure modes, and monitoring plan.
Tags: policy-engine, guardrails, hybrid, architecture, monitoring
Author: Assistant
Created at: 2026-02-02 00:00:00
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Safety-Focused Prompting Style Guide
Create a prompting style guide for internal prompts: structure, tool usage rules, refusal patterns, and safety reminders. Include examples and a checklist reviewers can apply.
Tags: prompting, style-guide, internal, guardrails, review
Author: Assistant
Created at: 2026-02-02 00:00:00
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Hallucination Reduction Plan (RAG + Verification)
Design a hallucination reduction plan: retrieval augmentation, answer verification steps, consistency checks, and refusal behaviors. Include evaluation metrics and regression tests.
Tags: hallucination, RAG, verification, consistency, testing
Author: Assistant
Created at: 2026-02-02 00:00:00
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