AI-Native Mentorship

Repos

Public repos. Real code, not theory.

Small, niche tools built for actual PM problems. Open one on GitHub, or try it on your own input in the workspace.

scoring-explainer

A scoring rig that returns a 0–100 number and the reasoning behind it.

SolvesAI scores things 0–100 but won't say why, so you can't trust the number or defend it to a stakeholder.

analysisprompts

feedback-pipeline

Turns screen recordings and call audio into structured, queryable feedback.

SolvesHours of recordings and bug reports never become anything you can search, categorize or prioritize against.

automationdataanalysis

model-router

Routes a task to a model, then falls back to rules or another model when it fails.

SolvesA single model call is a single point of failure — when it hallucinates or times out, the whole run dies.

multi-modelautomation

notion-enrich-kit

Normalizes and enriches messy records into linked Notion databases with integrity checks.

SolvesSource data lives in scattered spreadsheets and scraped HTML, and syncing it into Notion by hand never stays consistent.

automationdata

meeting-to-tasks

Turns meeting transcripts into deduplicated Notion tasks on a schedule.

SolvesAction items from dozens of weekly meetings get lost in transcripts or copy-pasted by hand into the wrong tracker.

automationdata

prompt-kit

Versioned, reviewable prompt and spec templates that live next to the code.

SolvesYour best prompts live in chat history, so you rewrite them from scratch every time and can't review or hand them off.

prompts