Productivity
PostPlus.io
A platform that helps content creators quickly craft breakout-ready images and video assets.
See website•Web / iOS
Founder · Building AI-Native Organization
Hi, I'm Limin Ge. Founder & Engineer building products people use, play, and pay for.
I work in agentic systems, context engineering, AI-native workflow, and large-scale distributed systems.
Featured
Featured launches
A mix of live products, betas, and experiments.
Open Source
Shad Expo Studio
An open-source platform using regression testing and presentation/logic separation to control frontend style drift for AI-native teams.
Open source•GitHub
AI Companion
Stealth Mode
An emotional companion AI that chats, empathizes, and listens, helping users find virtual friendship and love.
Invite only•Web / iOS
Education
Ace-Assist
A general-purpose AI agent for students, helping them learn better in the AI era.
See website•Web
Featured
Featured articles
A starting list of essays and notes.
How to Build an SSOT Nine-Layer Pyramid Model
A reusable method for constructing a team SSOT that aligns AI agents, product, operations, sales, support, and engineering across mission, strategy, promise, Flow, contract, implementation, and eviden...
SSOT: Why Every Software Engineering Principle Is Really About One Thing
Complex products, AI-native output, and fast iteration naturally split team truth. The SSOT Nine-Layer Pyramid lets AI agents, product, operations, sales, support, and engineering share one current de...
Founder notes
AI-Native Engineering: 11 Hard Truths for 2025
Principles I'm using to build AI-native organizations and products.
- 1.If a knowledge, methodology, or tech stack is older than 3 years, it is obsolete until proven otherwise.
- 2.Your codebase, docs, and meeting notes are not your backbone; your test case library is the only compounding asset.
- 3.AI is completely, fundamentally stateless.
- 4.We can accept AI mistakes as long as they do not kill the team before the next model upgrade.
- 5.Software complexity must flatten: from deep vertical stacks to wide horizontal systems.
- 6.The context window is the most critical computational resource every engineer must master.
- 7.Plan-Act, Test-Code, and Doc-Code-Doc are the new working loops of engineering.
- 8.The future of code is not abstraction but tiny, isolated, AI-readable units that stand on their own.
- 9.AI will never solve the first mile or the last mile; those remain stubbornly human.
Founder
I'm the founder behind every product in this studio.
Founder & Engineer focused on AI-native organizations and agentic systems.
Limin GeFounder & Engineer
Product Studio · Founder
Build apps that help people and entertain people.
Stealth Mode
An emotional companion AI that chats, empathizes, and listens, helping users find virtual friendship and love. Angel round valuation $15M.
Ace-Assist · Founder
AI agent for students connecting email, calendar, and files to build smart study workflows.
SpeakSharp.io · Founder
Top 10% of YC 24 Summer; CMU Nova Spark Grant; Swartz Center & Project Olympus member.
