AI Lab / failure zoo
Break before believing
Prompt injection, tokenizer traps, hallucination checks, and eval cases.
Showing 8 of 8 objects in this shelf.
- Agent Failure Zoo
A list of common AI-agent failure modes and how to test for them.
- Break The LLM Challenge
Small challenges that teach how AI systems fail.
- Prompt Injection Museum Guard
An AI reads a web page. The page tries to trick it. What should the AI ignore?
- Tokenizer Trap
LLMs read chunks of text called tokens. That makes some simple-looking counting tasks harder.
- LLM Builder: Zero to Shipped Agent
Learn how to build a small AI app that works outside a demo.
- RAG Source Boundary Checklist
A checklist for building AI search or RAG systems that know which sources they are allowed to trust.
- Evals Before Agents
Before building an AI agent, write the checks that would prove it is helping and not taking confusing action.
- AI Student Helper System
A planned AI helper for students that focuses on verified sources, deadlines, and practical next steps.
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