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Matt Shumer
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← Prometheans 100+ Matt Shumer

Investor and AI builder, founder of HyperWrite agent platform

Matt Shumer

GP / Investor — Shumer Capital Co-founder and Former CEO — OthersideAI / HyperWrite
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Profile

Matt Shumer is the co-founder and CEO of OthersideAI, the company behind HyperWrite — one of the earliest AI writing assistants to reach consumers, and later one of the first companies to publicly demo an AI agent that could operate a web browser like a human. If you’re trying to build with AI today, Shumer is a useful figure to watch: he ships, he tweets his process, and both his wins and his failures play out in public.

HyperWrite started as a GPT-3-powered autocomplete Chrome extension in 2020, then pivoted hard into agents. In April 2023 he unveiled Personal Assistant, an agent that could book trips, order pizza, and fill out web forms from natural-language commands — predating ChatGPT’s Operator by nearly two years. He followed with Agent-1, a foundation model purpose-built to operate software, plus Agent Trainer and Agent Studio for customization. Alongside the commercial work he open-sourced useful dev tooling on GitHub — gpt-prompt-engineer (an ELO-ranked tournament that finds the best prompt for a task) and gpt-llm-trainer (generate a synthetic dataset and fine-tune a model from a single task description).

In February 2026 he published “Something Big Is Happening,” a long-form essay arguing that AI had crossed the threshold into self-improving systems and that most people were about to be blindsided. It racked up tens of millions of views on X and was covered by Fortune and much of the tech press — one of those cultural moments where the builder class broadcast its worldview to everyone else. He has since launched Shumer Capital to invest in AI-native companies.

He matters to developers learning AI because he is the archetype of the builder-influencer — someone who treats AI product development as performance on Twitter. His open-source tools are genuinely useful, his prompt-engineering threads (Concept Elevation, Ultra-Deep Thinking Mode for o-series models) are often early to a technique, and his agent work is a worthwhile reference for anyone thinking about AI that takes actions rather than just generating text. But (see Controversies) his track record also includes a very public benchmark scandal, so calibrate the hype accordingly.

Key Articles & Papers

Something Big Is Happening 2026 — The viral essay arguing AI has entered self-improving territory and the window to adapt is closing fast. gpt-prompt-engineer 2023 — Open-source agent that auto-generates prompts, runs them through a tournament, and ranks them by ELO. Still the clearest worked example of automated prompt optimization. gpt-llm-trainer 2023 — Describe a task, get a synthetic training dataset and a fine-tuned model. Popularized the idea that data generation is itself a prompt-engineering problem. Final Reflection 70B Update — Post-Mortem 2024 — His own retrospective on the Reflection 70B benchmark controversy — a case study in how an AI launch can go wrong in public. HyperWrite unveils breakthrough AI agent that can surf the web like a human 2023 — VentureBeat's announcement coverage of Personal Assistant — one of the first mainstream browser-operating agents shown to the public. Meet Reflection 70B: HyperWrite's open-source AI model 2024 — The original launch announcement that briefly made Reflection the talk of open-source AI — read alongside the post-mortem for the full arc.

Controversies

Reflection 70B (September 2024). Shumer announced Reflection 70B as the top open-source model in the world, claiming it beat GPT-4o and Claude 3.5 Sonnet using a technique he called “Reflection Tuning.” Within 48 hours, independent evaluators at Artificial Analysis couldn’t reproduce the scores; the Hugging Face weights performed roughly like vanilla Llama 3 — worse than Llama 3.1, which it claimed to be fine-tuned from. Critics accused Shumer and collaborator Sahil Chaudhary of Glaive AI of fraud, suggesting the hosted API was secretly routing requests to Claude. Shumer first blamed a broken upload, then published a more detailed post-mortem weeks later denying intentional deception but acknowledging serious mistakes. Useful reading if you want a case study in how benchmark hype, rushed launches, and build-in-public culture can collide. See VentureBeat’s coverage and Air Street Press — “Reflections on Reflection”.

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Spotify Podcasts

Matt Shumer:50%白領的工作倒數計時開始| 這篇8千萬次瀏覽X貼文的AI認知提醒
Matt Shumer:50%白領的工作倒數計時開始| 這篇8千萬次瀏覽X貼文的AI認知提醒
十分鐘世界漫遊
2026
#391: Your Dreams Just Got Closer — A Different Take on the Matt Shumer + Ann Handley AI Debate
#391: Your Dreams Just Got Closer — A Different Take on the Matt Shumer + Ann Handley AI Debate
High-Income Business Writing
2026
#144 Something Big Is Happening with Matt Shumer:⁠ Agentic AI, Hype & What UX Designers Should Really Do
#144 Something Big Is Happening with Matt Shumer:⁠ Agentic AI, Hype & What UX Designers Should Really Do
Future of UX | Your Design, Tech and User Experience Podcast | AI Design
2026
Matt Shumer, Anthropic + Rogo + Meridian Raise, Insurance for AI Agents
Matt Shumer, Anthropic + Rogo + Meridian Raise, Insurance for AI Agents
Get the Check
2026
[2/14 15:00] Matt Shumer's "Something Big Is Happening" Viral Essay / Microsoft Superconducting Cables for AI Data Centers
[2/14 15:00] Matt Shumer's "Something Big Is Happening" Viral Essay / Microsoft Superconducting Cables for AI Data Centers
AI News Flash
2026
2-12-2026 Thought Work, Automation, Matt Shumer Article
2-12-2026 Thought Work, Automation, Matt Shumer Article
AI for the Normal Guy
2026
Discussing Matt Shumer's Blog: "Something Big Is Happening"
Discussing Matt Shumer's Blog: "Something Big Is Happening"
The Daily AI Show
2026
Something Big is Happening by Matt Shumer
Something Big is Happening by Matt Shumer
khe.Money
2026
Discussing 'Something Big Is Happening' by Matt Shumer
Discussing 'Something Big Is Happening' by Matt Shumer
Hook
2026
Is Something Big Happening?, Tai Lopez Charged in $122M Fraud, U.S. Adds 130K Jobs | Harley Finkelstein, Vlad Tenev, Matt Shumer, Jeff Lawson, Sam Blond, John Ferrara
Is Something Big Happening?, Tai Lopez Charged in $122M Fraud, U.S. Adds 130K Jobs | Harley Finkelstein, Vlad Tenev, Matt Shumer, Jeff Lawson, Sam Blond, John Ferrara
TBPN
2026
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