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# Autonomous Improvement Loops — Future Implementation ## Source Andrej Karpathy's `autoresearch` r

# MedSchools.ai Lecture Notes — Product Spec (Idea Stage) ## Origin Henry Kim (CEO), March 11, 2026

# WiderWings Auto-Design Pipeline v1.1 **Owner:** Bob Wings **Date:** March 7, 2026 (updated from v

# Image Pipeline Setup — March 5, 2026 ## What End-to-end image generation pipeline for all WiderWi

# Agent Progressive Disclosure & Eval Framework — March 5, 2026 ## Changes Made ### 1. Progressive

# Product Roadmap — WiderWings Inc **Last Updated:** 2026-02-11 **Owner:** Product Manager (current

# Article Improvements & AI Feature Specs **Date:** 2026-02-15 **Source:** Henry feedback on "How Ma

# MedSchools.ai Scalability Analysis **Report Date:** February 11, 2026 **Analyst:** Sage Patel,

# MedSchools.ai Content Quality Audit ## Executive Summary **Date:** February 15, 2026 **Auditor:*

# MedSchools.ai Database Utilization Audit **Audit Date:** February 11, 2026 **Conducted by:** At