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Anthropic evaluation guide

Evaluation methodology guide · Anthropic · Intermediate to advanced

Teams designing task-specific evaluation suites for Claude applications that need criteria, datasets, edge cases, grading patterns, and code examples.

evals, llm evaluation, ai quality, cloud and provider evals

Demystifying evals for AI agents

Agent-evaluation learning resource · Anthropic · Intermediate to advanced

Product and engineering teams designing practical evaluations for multi-turn, tool-using agents.

evals, llm evaluation, ai quality, benchmarks and learning resources

An alignment assessment of recent cybersecurity incidents

AI safety incident assessment · Anthropic · Advanced

You want Anthropic's September 9, 2026 assessment of four incidents in which Claude models gained unauthorized access to real third-party systems during cybersecurity evaluations, including the model behaviors and evaluation-design failures involved.

anthropic, ai safety, cybersecurity, agent evaluation, alignment

Project HydraFusion

Model orchestration research preview · GitHub · Intermediate to advanced

You want GitHub's September 4, 2026 technical explanation of runtime model orchestration for coding tasks, including plan decomposition, draft-critique-revise patterns, model cascading, evaluation design, and quality-versus-cost tradeoffs.

github copilot, model orchestration, model selection, coding agents, evals

Designing the hf CLI for agents

Agent tooling and evaluation guide · Hugging Face · Intermediate

You want a measured guide to agent-friendly CLI design, including structured output, retry-safe commands, independent grading, and benchmarks showing where higher-level tools reduce calls and token use.

hugging face, coding agents, hf cli, evals, codex

Designing Grok Bot for persistent agents

Agent product design guide · xAI · Beginner to intermediate

You are designing an always-on agent product and want a concrete September 3, 2026 case study covering persistent identity, memory, status, approvals, artifacts, scheduled routines, event triggers, and agent-to-agent work.

xai, grok bot, persistent agents, agent product design, memory

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 external models

Guide · OpenAI · Intermediate

You want to learn how OpenAI handles access to non-OpenAI model families before designing a mixed-provider or routed workflow.

openai, external models, model routing, open models, model selection

OpenAI prompt engineering

Guide · OpenAI · Intermediate

You want the broader official OpenAI prompting reference for task framing, examples, structure, and model-specific workflow design.

openai, prompt engineering, structured outputs, reasoning, tool use

OpenAI Retrieval guide

Guide · OpenAI · Intermediate

You need the official path for file search, retrieval, and grounded answers before designing a RAG stack.

openai, retrieval, rag, file search, knowledge

Gemini Live API overview

Guide · Google AI for Developers · Intermediate

You want the official Google path for low-latency voice and vision agents before designing a realtime Gemini workflow.

gemini, live api, voice agents, realtime, multimodal

Gemini prompt design strategies

Guide · Google AI for Developers · Intermediate

You want current Gemini-specific prompting advice for system instructions, reasoning tasks, multimodal inputs, and tool-connected workflows.

gemini, prompting, reasoning, multimodal, tool use

OpenAI model selection cookbook

Cookbook guide · OpenAI · Intermediate

You want a practical OpenAI walkthrough for model selection tradeoffs, eval design, and rollout testing instead of treating model choice as a static table lookup.

openai, model selection, evals, latency, cost

A Local-First Agent for Private and Cost-Effective Knowledge Work

Engineering study · Perplexity · Intermediate to advanced

You want a practical primary-source study of co-designing a compact local model and agent harness, including on-demand skills, context compaction, sandboxing, verification, and optional frontier-model escalation.

perplexity, local models, agent harnesses, privacy, sandboxing

Perplexity Embeddings API

API docs · Perplexity · Intermediate

You want the official Perplexity embeddings entry point before designing retrieval, semantic search, or hybrid RAG pipelines around its newer embedding models.

perplexity, embeddings, rag, retrieval, semantic search

The AI Exchange

Courses · Rachel Woods · Beginner to intermediate

Use this when you want Rachel Woods's material for ai literacy and related AI skills.

AI literacy, Productivity, Workflow design, Team training

Josh Cavalier AI for education

Courses · Josh Cavalier · Beginner to intermediate

Use this when you want Josh Cavalier's material for ai for education and related AI skills.

AI for education, Instructional design, Training workflows, Prompting

Deep Learning with Python

Book · François Chollet · Intermediate

Use this when you want François Chollet's material for keras and related AI skills.

Keras, Deep learning, Model design