Why This YC Startup Ditched AI Agents for Windows

▼ Summary
– Pig.dev, a YC Winter 2025 startup, pivoted from developing AI agentic tech for Windows desktops to Muscle Mem, a cache system for AI agents to offload repeatable tasks.
– Browser Use, another YC alum, gained traction by simplifying website navigation for AI agents, similar to Pig.dev’s original goal for Windows.
– YC partners highlighted the challenge of long-term computer use by AI agents, where accuracy declines and costs rise as reasoning windows expand.
– Pig.dev’s founder abandoned Windows automation after failing to align with customer demands for consulting services over dev tools, shifting focus to AI caching.
– Microsoft is advancing Windows automation, with recent releases like Copilot Studio and an agentic tool in Windows 11 for GUI and settings management.
The world of AI-driven automation continues to evolve, with startups constantly testing new approaches to solve real-world productivity challenges. One such company, Pig.dev, initially set out to revolutionize how AI agents interact with Windows operating systems before shifting direction entirely. Their journey highlights both the potential and pitfalls of developing agentic technology for enterprise environments.
Originally part of Y Combinator’s Winter 2025 cohort, Pig.dev aimed to create AI-powered tools capable of controlling Windows desktops autonomously. However, by May, founder Erik Dunteman announced a pivot to Muscle Mem, a caching system designed to help AI agents offload repetitive tasks. While startup pivots are common, this case stands out because it touches on a critical hurdle for AI adoption: long-term computer use remains a stubborn challenge for automation.
During a recent Y Combinator podcast, industry leaders discussed why extended computer interactions, spanning hours rather than minutes, still trip up AI agents. As large language models (LLMs) process more data, their accuracy tends to waver while computational costs rise. Tom Blomfield, a YC partner, compared Pig.dev’s original vision to Browser Use, another YC-backed tool that simplifies web navigation for AI by converting on-screen elements into text-friendly formats.
Browser Use gained traction after powering the viral Chinese automation tool Manus. Similarly, Pig.dev sought to streamline Windows workflows, but user demand steered the company in an unexpected direction. Enterprise clients weren’t interested in APIs or developer tools, they wanted ready-made automations, essentially outsourcing the work to consultants. Dunteman, unwilling to pivot into a services model, chose instead to tackle the problem differently with Muscle Mem.
This new tool addresses the same core issue, computer use, but from a fresh angle. By caching repetitive tasks, Muscle Mem allows AI agents to focus on complex reasoning rather than redundant actions. Dunteman remains optimistic about solving the “last mile” of automation, even as his startup shifts focus.
Meanwhile, Microsoft is making strides in this space, integrating agentic capabilities into Windows 11 and Copilot Studio. Their recent previews demonstrate how major players are also grappling with the same challenges that led Pig.dev to change course. The race to perfect AI-driven desktop automation is far from over, but each pivot and innovation brings the industry closer to a breakthrough.
(Source: TechCrunch)





