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AI-First Playbook: Do a Team's Work With AI (2026) | Peter Yang
Silicon Valley Girl · 2026, ai adoption, business workflows, operator education
AI directory search
Use this when you know the topic you need: Claude Code, MCP, evals, RAG, agents, product, coding, prompting, foundations, or model internals.
85 matches for "product"
Watch first when you want a fast feel for the topic before opening courses, docs, or profiles.
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Silicon Valley Girl · 2026, ai adoption, business workflows, operator education
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Fireship · 2026, gemini, frontier models, multimodal ai
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Peter Yang · 2026, ai agents, claude code, mcp
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Chip Huyen · ai engineering, production, systems, mlops
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Full Stack Deep Learning · mlops, deployment, product ml, production
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Peter Yang · product, ai product, strategy, ai adoption
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Lenny Rachitsky · product, growth, ai adoption, strategy
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MLOps Community · mlops, production ml, ai systems, deployment
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Langfuse · observability, tracing, prompt management
Initial Commit · Beginner to intermediate
Practical AI use for small businesses, product decisions, and repeatable operations.
Skills
Founder workflows, Product ops, Automation
Become an AI Powered Product Leader · Intermediate
Clear product-focused teaching for using AI in planning, writing, and team workflows.
Skills
Product strategy, Writing, AI adoption
How I AI · Beginner to intermediate
Good for seeing how operators and product leaders actually use AI at work.
Skills
Product, Growth, Team adoption
AI Engineer · Intermediate to advanced
A useful hub for the emerging AI engineering stack and practitioner talks.
Skills
AI engineering, Agents, Developer tools
Simon Willison on LLMs · Beginner to advanced
Consistently useful notes, demos, model comparisons, and warnings about practical LLM use without product marketing gloss.
Skills
LLM tools, Prompting, AI safety, Local models, Model selection
Hamel's AI evals guides · Intermediate to advanced
Very practical material on evaluating LLM apps before they disappoint users.
Skills
Evals, RAG, LLM product quality
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
AI Engineering · Intermediate to advanced
Good systems-level view of building AI applications responsibly.
Skills
AI engineering, Systems, Production ML
The AI Advantage · Beginner to intermediate
Practical, non-technical AI workflow education for people who want repeatable business results rather than tool trivia.
Skills
AI productivity, ChatGPT, Business workflows, Prompting
The AI Advantage · Beginner to intermediate
Brings AI education to a broad entrepreneurial audience that may not identify as technical.
Skills
AI productivity, Business growth, Mindset, Prompting
The AI Advantage · Beginner to intermediate
Useful for creators and coaches who want to use AI in content, offers, and day-to-day execution.
Skills
AI productivity, Creator businesses, Offers, Business workflows
AI Creator Academy by DCT · Beginner to intermediate
Explicitly non-tech AI training for everyday people who want creator, digital product, and income workflows.
Skills
AI creator skills, Digital products, AI art, Canva, Side hustles
ship - mobile app founders · Beginner to intermediate
Community for people launching apps using AI by talking through product ideas and letting tools build the first version.
Skills
AI app building, Vibe coding, Mobile apps, Launch strategy
AI Creators Academy · Beginner to intermediate
Creator-focused AI community for people building confidence, content, and small businesses with AI tools.
Skills
AI creator workflows, Digital products, Mindset, Content
AskSpot.ai User Community · Beginner to intermediate
Product community where non-technical users can learn an AI assistant tool with tips, training, and peer support.
Skills
AI assistants, Customer support, Training videos, Tool adoption
Luv2Learn AI Lab · Beginner to intermediate
Community with hands-on AI music and creative tool workshops for non-technical creators.
Skills
AI music, Suno, Creative prompts, Digital products
Brett Malinowski · Beginner to intermediate
Accessible AI tool and no-code build tutorials for people exploring AI-powered products and businesses.
Skills
AI tools, No-code apps, Automation, Business ideas
Typeshare and digital writing · Beginner to intermediate
Good for learning how AI can support structured writing and content production without replacing judgment.
Skills
AI-assisted writing, Content systems, Personal brand, Idea development
Aadit Sheth AI workflows · Beginner to intermediate
Shares practical AI and productivity workflows that are accessible to knowledge workers and creators.
Skills
AI productivity, Creator workflows, Prompting, Systems
AI InnoVision · Beginner to intermediate
Business-facing AI education for entrepreneurs who want confidence using AI for productivity and growth.
Skills
AI business, Prompting, Productivity, Marketing workflows
Allie K. Miller AI education · Beginner to intermediate
Clear business-oriented AI education from a former AI executive, useful for leaders who need strategic fluency.
Skills
AI strategy, AI literacy, Leadership, Business adoption
The AI Exchange · Beginner to intermediate
Designed for professionals learning how to use AI in day-to-day business work without a technical background.
Skills
AI literacy, Productivity, Workflow design, Team training
Late Checkout and Startup Ideas · Beginner to intermediate
Accessible AI business and startup idea education for founders who want to spot opportunities and prototype quickly.
Skills
AI business ideas, Community-led products, No-code prototypes, Founder workflows
Superhuman AI · Beginner to intermediate
Practical AI newsletter for non-technical professionals looking for tools and workflows they can use quickly.
Skills
AI productivity, Tool discovery, Business workflows, Prompting
Full Stack Deep Learning · Intermediate to advanced
Practical coverage of the whole ML product lifecycle.
Topics
MLOps, Deployment, Product ML
OpenAI docs, Academy, and Cookbook · Beginner to advanced
Official model and implementation material for learning GPT-6 Astra and cost-sensitive GPT-5.6 choices, Codex workflows, subagents, memories, agent evals, MCP and connector patterns, retrieval, background jobs, prompt engineering, production best practices, model optimization, structured outputs, and OpenAI's Academy learning path.
Topics
GPT-6 Astra, GPT models, Reasoning models, Model selection, Agents, Subagents, RAG, Structured outputs, MCP, Evals, Memories
Langfuse Docs · Intermediate
Good operational material for tracing, scoring, and improving production LLM apps.
Topics
Observability, Prompt management, Evals, Tracing
Vellum Guides · Beginner to intermediate
Useful for product and ops teams that need practical LLM product concepts without getting lost in research.
Topics
Prompt management, Evals, Workflow design
Humanloop Blog and Docs · Intermediate
Useful for teams building repeatable AI product processes around prompts, datasets, and evaluations.
Topics
Prompt management, Evals, LLM workflows
Made With ML · Intermediate
Useful path for production ML fundamentals that transfer to AI engineering.
Topics
MLOps, Testing, Deployment, ML systems
MLOps Community · Intermediate to advanced
Good for learning how practitioners actually ship and maintain ML/AI systems.
Topics
MLOps, Production ML, AI systems, Community learning
Maven AI courses · Beginner to advanced
Useful discovery surface for live courses taught by practitioners across AI product, work, and engineering.
Topics
AI product, AI leadership, AI workflows, Evals
DataTalks.Club ML Zoomcamp · Beginner to intermediate
Useful structured free courses for the data/ML engineering skills underneath AI products.
Topics
ML engineering, MLOps, Data engineering
Udacity School of AI · Beginner to advanced
Project-heavy AI learning for people who want structured programs and portfolio work.
Topics
Machine learning, Deep learning, AI product, Computer vision
AI for Education · Beginner
Useful for seeing AI applied to teaching, tutoring, and student support.
Topics
AI literacy, Education, Tutoring workflows
Modal examples · Intermediate
Useful for learning how to run AI workloads, inference jobs, and GPU tasks in production-like environments.
Topics
Deployment, GPU workloads, AI engineering, Batch jobs
Milvus tutorials · Intermediate
Good for learning vector database concepts and scaling retrieval systems.
Topics
Vector databases, RAG, Embeddings, Search
PMs, designers, founders
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Guide · Matt Pocock · Intermediate
You want a practical entry point into Matt's everyday agent skills and how they fit into real software work.
claude skills, agentic workflows, ai coding, product planning
Guide / Claude skill · Matt Pocock · Intermediate
You want an AI interview process that uses docs and domain language to clarify a feature before implementation starts.
claude skills, product planning, domain modeling, agentic workflows
Book · Chip Huyen · Intermediate to advanced
You are moving from demos to production systems.
ai engineering, production, systems
Short course · DeepLearning.AI · Intermediate
You already know basic RAG and need better retrieval, evaluation, and production-quality patterns.
rag, evals, retrieval, llm apps, ai engineering
Specialization · Duke University · Beginner to intermediate
You want a structured product-management route for scoping, evaluating, and shipping AI products.
ai product, product management, ai strategy, product quality
RAG and AI-application evaluation library · Vibrant Labs · Intermediate to advanced
Evaluating retrieval quality, grounded generation, agent tool use, and production-aligned test data for RAG applications.
evals, llm evaluation, ai quality, open-source frameworks
AI observability and evaluation platform · Arize AI · Intermediate to advanced
Teams that want evaluation connected to OpenTelemetry traces, datasets, experiments, prompt iterations, and production troubleshooting.
evals, llm evaluation, ai quality, evaluation platforms
AI evaluation and observability platform · Braintrust Data · Intermediate to advanced
Teams that want a feedback loop from production traces and failures into datasets, regression experiments, CI gates, and continuous scoring.
evals, llm evaluation, ai quality, evaluation platforms
Agent evaluation and observability platform · LangChain · Intermediate to advanced
Agent teams, especially LangChain and LangGraph users, that need tracing, datasets, experiments, human review, and production feedback in one system.
evals, llm evaluation, ai quality, evaluation platforms
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
Application-evaluation learning resource · Hamel Husain and Shreya Shankar · Intermediate to advanced
Practitioners building product-specific evals from traces, domain-expert judgments, and observed failures instead of relying on generic benchmarks.
evals, llm evaluation, ai quality, benchmarks and learning resources
Data agent product guide · OpenAI · Intermediate
You want OpenAI's September 10, 2026 overview of the Data agent in ChatGPT Work, which connects company data, investigates changes, and produces interactive dashboards through a conversational workflow.
openai, data agents, analytics, enterprise, agent workflows
Coding agent evaluation guide · GitHub · Intermediate to advanced
You want GitHub's September 2, 2026 evidence for measuring coding-agent efficiency across the whole task, including selective output compression, preserving useful context, benchmark regressions, and controlled production experiments.
github copilot, coding agents, context engineering, evals, cost optimization
Research report · OpenAI · Intermediate
You want OpenAI's September 6, 2026 evidence and measurement framework for how coding agents are changing research workflows, including task delegation, parallel agent use, capability tracking, and the limits of interpreting productivity signals.
openai, codex, research agents, automated research, agent adoption
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
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
Model docs · Google AI for Developers · Intermediate
You need Google's official September 2, 2026 GA reference for its newest Flash model, including the stable model ID, 1M-token input window, thinking levels, multimodal inputs, tools, and production inference options.
gemini, gemini 3.8 flash, coding, autonomous agents, long context
Evaluation guide · Google AI for Developers · Intermediate to advanced
You want Google's practical July 31, 2026 guide to running the same agent and model evaluations during development and on production traffic, with metrics for quality, safety, grounding, tool use, and trajectories.
google, gemini, agents, evals, model selection
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
Migration guide · OpenAI · Intermediate
You need OpenAI's current retirement schedule and recommended replacements before pinning model IDs in evals, coding agents, or user-facing features.
openai, deprecations, migrations, model selection, release notes
Official bootcamp · OpenAI · Intermediate to advanced
You want a current OpenAI learning series on agentic coding, shared team workflows, approvals, sandboxing, memory, subagents, and production automation.
openai, codex, coding agents, team workflows, automation
Official bootcamp · OpenAI · Intermediate
You want OpenAI's current five-part builder curriculum covering API foundations, agents, realtime, RAG, and production optimization with one public syllabus.
openai, agents, realtime, rag, production
Guide · OpenAI · Intermediate to advanced
You need to expose a private MCP server to OpenAI products without opening inbound firewall ports or publishing the server on the public internet.
openai, mcp, secure tunnel, private tools, agents
Migration guide · Anthropic · Intermediate
You need Anthropic's official retirement and replacement schedule before pinning Claude model IDs in production, evals, or coding-agent defaults.
anthropic, claude, deprecations, migrations, model selection
Model comparison · OpenAI · Beginner to advanced
You want the official side-by-side capability comparison before swapping OpenAI models in a product or coding workflow.
openai, gpt, model comparison, model selection, frontier models
Official product docs · OpenAI · Beginner to advanced
You want the current OpenAI path for agentic software engineering, code review, and background coding tasks.
codex, coding agents, developer tools, automation, code generation
Release stream · OpenAI · Intermediate
You want the current Codex product-level changes, including model shifts, browser and app workflow updates, and new coding-agent surfaces that affect how teams actually use Codex.
codex, release notes, coding agents, computer use, desktop app
API reference · DeepSeek · Intermediate
You need the live model identifiers available from DeepSeek before wiring production or eval configs.
deepseek, model selection, api reference, reasoning models, coding models
Coding agent product page · Qwen · Intermediate
You want to see Qwen's hosted coding-agent workflow alongside the open-source Qwen Code docs before choosing between cloud and local agent setups.
qwen, coding agents, cloud sandbox, pull requests, software engineering
Product guide · xAI · Beginner to intermediate
You want a current example of how xAI is packaging repeatable agent workflows for reminders, scheduled research, and recurring task execution.
xai, grok, automations, workflows, scheduled tasks
Product release notes · xAI · Beginner to intermediate
You want the end-user Grok release stream for recent product changes such as Automations, DeepSearch behavior, and workflow packaging outside the raw API docs.
xai, grok, release notes, automations, research workflows
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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Docs and cookbooks · Langfuse · Intermediate
You need production LLM tracing, scoring, and prompt operations.
observability, tracing, prompt management
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Free course · Made With ML · Intermediate
You need production ML habits that transfer to AI systems.
mlops, testing, deployment
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Cohort course · Hamel Husain and Shreya Shankar · Intermediate
You are shipping AI features and need a serious evaluation workflow.
evals, product, llm reliability
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Podcast videos · Lenny Rachitsky · Beginner to advanced
You want AI product examples from PMs and founders.
product, ai adoption, strategy