Whether you write code, design products, manage business ROI, or automate marketing pipelines — master custom AI workloads targeted directly at your career.
No dry machine learning math. Learn how to consume APIs and deploy models directly.
Funded purely by non-intrusive sponsorships. No paywalls, no aggressive credit card prompt loops.
Run practical code in the sandbox. Build real agent pipelines, MCP servers, and vector databases.
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Learn the technical AI ecosystem inside out. Write Python, build pipelines, secure keys, and deploy autonomous systems.
Understand how language models actually work — tokens, embeddings, attention, and why temperature matters — without any math.
Make real API calls, manage conversation history, handle streaming responses, and understand token costs.
The 6 core strategies for writing prompts that reliably produce structured, useful output. Chain-of-thought, few-shot, JSON output.
Build a pipeline that loads, chunks, embeds, and retrieves your documents so the LLM can answer questions about private data.
What makes something an agent, the REACT loop, Andrew Ng's 4 agentic design patterns, memory types, and autonomy tradeoffs.
Hands-on with LangChain, CrewAI, and AutoGen. Build a single tool-use agent, a reflection loop, and a 2-agent pipeline.
Anthropic's standard for connecting AI to tools. Build your own MCP server with tools, resources, and prompts.
Design tool schemas the model can reliably call. Learn how tools differ from skills, and build production-grade tools.
Build an eval harness with LLM-as-judge scoring. Detect hallucinations, catch prompt injection, set up observability tracing.
Cut costs 90% with prompt caching, secure your API keys, handle PII, set up monitoring, and know when to fine-tune.
Choose from 3 projects: an AI Code Review Agent, a Private Knowledge Assistant, or a Multi-Agent Research Pipeline.
Reasoning models, computer use agents, multimodal AI, research sources, and how to build a career in AI engineering.
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Write code 10x faster with multi-file edits and agentic chat.
Deploy your next dynamic capstone project with seamless serverless speed.
Trace workflows, debug LLM prompts, and monitor errors in production.