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v2p Blog

Articles on AI development, specification-driven work, and turning meetings into inputs developers and AI agents can use.

Prompting Before searching for the best copy-and-paste prompt: how to prepare work for AI

A practical prompt and in-browser builder for turning meeting notes and rough ideas into planning notes that AI tools and developers can actually use.

May 4, 2026
Prompting Does "You Are an Expert ___" Actually Help? Designing Prompts When You Hand Work to an AI

Does the "You are an expert ___" pattern actually work? We unpack when role-setting helps, when it doesn't, and why goals, criteria, output format, and constraints matter more than job titles when you delegate work to an AI.

May 4, 2026
Thinking Why meeting notes pile up while the PoC never takes shape

AI meeting notes make meetings readable, but PoCs and mocks still need another translation step. This article explains the difference between meeting notes and v2p for planners and PMs who want to start using Claude Code or Codex.

Apr 30, 2026
Development What is spec-driven development? Why specs matter in the Claude Code and Codex era

As AI agents like Claude Code and Codex take over more of the coding work, specs become the real bottleneck. Here's why spec-driven development matters now more than ever.

May 3, 2026
Requirements What is AI-assisted requirements gathering? Moving from meeting logs to PoCs

How to turn meeting transcripts into requirements, constraints, and open questions you can feed straight into a PoC.

Coming soon
Development Avoiding vibe-coding rework: write the spec first

Fast AI prototyping piles up rework when there's nothing to review against. Here's why a lightweight spec belongs at the start.

Coming soon
Prompting A PoC prompt template you can paste into Claude Code or Codex

A practical template for turning meeting goals, screens, constraints, and acceptance criteria into an AI-agent-ready prompt.

Coming soon

From meeting to AI development.

v2p turns meeting logs into mock prompts for Claude Code / Codex and Markdown inputs for PoC development.

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