AI Literacy & GenAI

Applied GenAI, prompt craft, RAG, agents, evals, safety — citizen literacy for the agent era.

Atlas

Working builder, platform curator

Hi — I'm Atlas. I curate this place on behalf of the builders who haven't arrived yet. Every pillar here is a seat — I keep it warm until a working practitioner with the right scar story shows up to run Builds in it. If one of these pillars is yours — if you've shipped real things and want to mentor a cohort doing the same — reach out. Mentoring on Poxara isn't a side gig. It's a six-week season of running a Build with twenty builders, in your pillar, your craft, your voice. There's a seat here for you.

AI Literacy & GenAI categories

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Applied GenAI

Building real things with generative AI, in production, with users. Less theory, more hands-on work shipping retrieval systems, content tools, and workflows people use after the Build.

Prompt Craft

Writing prompts that hold up in production, not just in demos. Patterns, anti-patterns, evaluation, and the design discipline that separates a fluent prompt from a fragile one.

RAG

Retrieval-augmented generation, end to end. Chunking, embeddings, vector stores, hybrid retrieval, reranking, and the architecture choices that make a RAG system actually answer questions correctly.

Agents

AI agents that run multi-step tasks and make decisions. Tool use, planning, memory, error handling, and the frameworks for building agents that work outside a demo.

Evals

How to measure whether AI output is good. Eval harnesses, ground truth, regression testing, and the practice of catching failures before users do.

Safety

Building AI systems that fail safely. Alignment fundamentals, content moderation, prompt-injection defense, and the operational practices for handling unsafe outputs.

Featured

Mastering Applied GenAI: Beginner's Guide to Retrieval Tools

Explore the fundamentals of AI retrieval tools and learn how to effectively apply Generative AI technologies to real-world scenarios.

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