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AI Evals for Engineers & PMs
Hamel Husain and Shreya Shankar · evals, product, llm reliability
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Search across educators, skills, and resources.
Use this when you know the topic you need: Claude Code, MCP, evals, RAG, agents, product, coding, prompting, foundations, or model internals.
14 matches for "reliability"
Video matches
Watch first when you want a fast feel for the topic before opening courses, docs, or profiles.
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Educators
Shreya Shankar
AI Evals for Engineers and PMs · Intermediate
Useful if you need to judge whether an AI feature is actually improving.
Skills
Evals, LLM reliability, Product quality
Agentic AI for Product Managers
Hamza Farooq on Maven · Beginner to intermediate
Useful for PMs who need to design, evaluate, and ship reliable AI systems beyond impressive demos.
Skills
Agentic AI, AI product strategy, Evals, Production AI
Learning paths
Evals and reliability
AI product teams
Learn first
- Test sets
- Human review
- Regression checks
- Quality metrics
Good matches
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Resources
Evaluating AI Agents
Short course · DeepLearning.AI · Intermediate
You need to test, trace, and improve agent workflows instead of judging only single LLM responses.
agent evals, evals, agents, reliability, tracing
How to Evaluate AI Agents
Evaluation guide · Hugging Face Community · Intermediate
You need a practical evaluation plan built around representative tasks, controlled environments, observable traces, outcome and constraint metrics, repeated trials, and production failures turned into regression tests.
hugging face, agents, evals, evaluation harnesses, trajectory metrics
OpenAI production best practices
Guide · OpenAI · Intermediate
You are moving from experiments to production and need the official OpenAI guidance on latency, retries, rate limits, safety, monitoring, and operational rollout.
openai, production, reliability, latency, cost
OpenAI eval design guide
Guide · OpenAI · Intermediate
You need practical guidance for designing representative eval datasets, choosing graders, and turning model testing into an engineering loop instead of ad hoc spot checks, especially while OpenAI's older Evals platform is winding down toward read-only status on October 31, 2026.
openai, evals, quality, datasets, regression testing
OpenAI Working with evals
Guide · OpenAI · Intermediate
You need API-level guidance for testing outputs, comparing models, and catching regressions during upgrades.
openai, evals, quality, regression testing, reliability
OpenAI Evaluate agent workflows
Guide · OpenAI · Intermediate
You need the current OpenAI path for tracing, grading, and regression-testing agent workflows instead of only single-prompt evals.
openai, agents, evals, traces, graders
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Claude models overview
Model docs · Anthropic · Beginner to advanced
You need the official comparison of the current Claude 5 family, context windows, aliases, and release families before choosing cost, speed, and reliability tradeoffs.
claude, anthropic, claude 5, model selection, frontier models
OpenRouter provider routing
Guide · OpenRouter · Intermediate
You need to learn how OpenRouter routes across providers, handles fallbacks, and exposes preference controls before relying on it in production.
openrouter, provider routing, fallbacks, model selection, reliability
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AI Evals for Engineers & PMs
Cohort course · Hamel Husain and Shreya Shankar · Intermediate
You are shipping AI features and need a serious evaluation workflow.
evals, product, llm reliability
AI Evals for Engineers and PMs
Course · Shreya Shankar · Intermediate
Use this when you want Shreya Shankar's material for evals and related AI skills.
Evals, LLM reliability, Product quality