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v0.5.1CC-BY-SA-4.0

AI-First Product Builder skills: falsifiable hypotheses, exposure plans, and the hypothesis-to-evidence experiment loop for prototypes built with coding agents.

afpb — AI-First Product Builder

Agent skills for closing the product loop: hypothesis → prototype → exposure → evidence. Companion plugin for the AI-First Product Builder program by Alaimo Labs.

Overview

This plugin gives your coding agent the experiment-design side of product building: turn convictions into falsifiable hypotheses with behavioral success criteria, and slice what you build into exposure plans that validate beliefs layer by layer. All artifacts are plain markdown files in your repo under product/ — no external services.

Content is written in English; all deliverables come out in the language you work in.

Install

From the ai-first-skills marketplace in Claude Code:

/plugin install afpb

The plugin also ships a portable Agent Plugins manifest, so compatible clients (Cursor, VS Code, GitHub Copilot, ChatGPT & Codex, Kiro, OpenClaw, Hermes) can load it too — see the repo README for per-client instructions.

Workflows

User-invoked skills — you trigger them as slash commands; they never auto-load.

WorkflowWhat it does
/formulate-hypothesisTurn an idea or conviction into a falsifiable hypothesis with an experiment design
/plan-exposureBuild an Exposure Plan — accumulative reveal levels testing one belief each

Knowledge skills

Model-invoked — the agent loads them automatically when the topic matches.

SkillKnowledge it carries
falsifiable-hypothesesHypothesis structure, behavioral signals, thresholds, decision rules
exposure-plansBuild ≠ reveal, belief decomposition, level design, validations

File conventions

Artifacts live in your repo:

product/
├── hypotheses/          # hypothesis + experiment docs (with Outcome sections)
├── specs/               # feature specs
└── exposure-plans/      # exposure plans

License

CC BY-SA 4.0 © Alaimo Labs. Use, adapt, and share freely — credit Alaimo Labs and keep derivatives under the same license.