# obielin

> Open-source publisher. Listings imported from github.com/obielin — credited to the original author with their license.

- **Listings:** 9
- **Total installs:** 0
- **Profile:** https://agentstack.voostack.com/s/obielin
- **Website:** https://github.com/obielin

## Published listings

- [Ai Incident Response](https://agentstack.voostack.com/l/skill-obielin-responsible-ai-skills-ai-incident-response) — Skill · Free · security-reviewed — `agentstack add skill-obielin-responsible-ai-skills-ai-incident-response`
  Use when an AI system behaves unexpectedly, produces harmful or biased outputs, degrades in performance, is subject to a complaint, or when a potential AI-related incident is identified.
- [Alignment Review](https://agentstack.voostack.com/l/skill-obielin-responsible-ai-skills-alignment-review) — Skill · Free · security-reviewed — `agentstack add skill-obielin-responsible-ai-skills-alignment-review`
  Use when about to mark any AI feature, model, or system complete, or when a PR is ready to merge. This is the final gate — run before every AI feature ships.
- [Governance Documentation](https://agentstack.voostack.com/l/skill-obielin-responsible-ai-skills-governance-documentation) — Skill · Free · security-reviewed — `agentstack add skill-obielin-responsible-ai-skills-governance-documentation`
  Use when preparing an AI system for production deployment, or when asked to document an AI system. Run before go-live — never after.
- [Bias Assessment](https://agentstack.voostack.com/l/skill-obielin-responsible-ai-skills-bias-assessment) — Skill · Free · security-reviewed — `agentstack add skill-obielin-responsible-ai-skills-bias-assessment`
  Use when loading datasets, training ML models, evaluating model performance, or preparing data for AI systems. Do NOT skip this for "small" or "simple" models.
- [Responsible Data Handling](https://agentstack.voostack.com/l/skill-obielin-responsible-ai-skills-responsible-data-handling) — Skill · Free · security-reviewed — `agentstack add skill-obielin-responsible-ai-skills-responsible-data-handling`
  Use when accessing, loading, processing, or storing any dataset — especially one containing personal, sensitive, or demographic data. Run before any data pipeline code.
- [Fairness Testing](https://agentstack.voostack.com/l/skill-obielin-responsible-ai-skills-fairness-testing) — Skill · Free · security-reviewed — `agentstack add skill-obielin-responsible-ai-skills-fairness-testing`
  Use when writing tests for any ML model, classifier, or AI system that produces outputs affecting people. Fairness tests must be written before the model is used in production.
- [Human Oversight Design](https://agentstack.voostack.com/l/skill-obielin-responsible-ai-skills-human-oversight-design) — Skill · Free · security-reviewed — `agentstack add skill-obielin-responsible-ai-skills-human-oversight-design`
  Use when designing autonomous AI agents, agentic pipelines, or any system that takes actions without direct user instruction for each step. Must be read before writing any agent orchestration code.
- [Explainability By Default](https://agentstack.voostack.com/l/skill-obielin-responsible-ai-skills-explainability-by-default) — Skill · Free · security-reviewed — `agentstack add skill-obielin-responsible-ai-skills-explainability-by-default`
  Use when building any prediction, classification, recommendation, or scoring system. Explainability is not optional — it is a design requirement.
- [Getting Started](https://agentstack.voostack.com/l/skill-obielin-responsible-ai-skills-getting-started) — Skill · Free · security-reviewed — `agentstack add skill-obielin-responsible-ai-skills-getting-started`
  Use when starting any AI/ML task, or when asked about responsible AI skills. Explains available skills and mandatory workflow.

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Seller on AgentStack — the marketplace for AI agent skills and MCP servers. Every listing is security-reviewed. Install any with `agentstack add <slug>`.