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Build better ways to learn and work with AI.
llearn is Paia M.’s independent applied AI learning record: a practical AI guide and a working method for moving from a useful conversation to work that can be understood, checked, and continued.
Start with the work in front of you
Choose one clear route rather than adding more AI tooling than the task needs.
Pro tip: AI is not the answer to every problem.
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Practical AI Guide
Nine topics cover choosing and prompting models, working safely with agents, connected knowledge, and durable systems.
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Method
See the operating model behind the notes: context enters a loop, the loop produces evidence, and the event log keeps the state.
Applied work: Counter
AI assistants agree with you more than they should, and it can be hard to notice when it happens. Counter is a small open-source toolkit for adding evidence-based pushback: cold removes loaded framing, while counter-generator builds a lens around your own prompting failure modes.