Make AI Write Specs You Trust
AI writes a spec in seconds, then you spend an hour finding what it invented. The fix is the context the model reads before it writes. In three lessons, you learn to set up an agentic workspace and build a context base that keeps the model inside your product's facts.
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Tue Sep 29·3:00 PM UTC
Set Up a Workspace for Agentic Requirements Authoring
In a chat window you paste context, get a draft and paste it somewhere else. In an IDE the LLM works as an agent: it reads your context base, follows your rules and skills, writes the spec file and hands it to git or Jira through MCP. The draft improves as the agent reads the context base. The setup takes one evening and no code. This lesson walks BAs and POs through it, from the minimal kit to the agent doing the authoring with free tools.
You'll learn from
Illia Shapoval
PM & BA, 15 yrs in Banking, Aviation, MedTech | AI practitioner
Tue Oct 13·3:30 PM UTC
Stop Your AI From Inventing Product Requirements
An invented fact is harder to spot than a wrong one. It's plausible, internally consistent, formatted identically to the facts around it - and nobody said it in your stakeholder meeting. Your AI writes requirements faster than you can, and it invents at the same speed. Best case it surfaces during development. Worst — during the demo. Learn how a small context base fixes those inventions, live.
You'll learn from
Illia Shapoval
PM & BA, 15 yrs in Banking, Aviation, MedTech | AI practitioner
Tue Oct 27·4:30 PM UTC
Set Up Product Context So AI Writes Your Next PRD
Generic templates and downloaded AI skills keep disappointing, because they don't know how your organisation thinks or decides. In this lesson you'll set up — in about 20 minutes — an agent skillset and context grounded in your own workflow and the decisions that actually matter for your product. Leave the session with a context system, a PRD template, and 2 SKILLs that teaches AI your system.
You'll learn from
Illia Shapoval
PM & BA, 15 yrs in Banking, Aviation, MedTech | AI practitioner