FULL STORY
Dropping VLA: LLM-Controlled Robots in Production
A robotics team abandoned VLA in favor of frontier LLMs for customer deployments, then wrapped their series with pragmatic lessons showing simple engineering beats flashy algorithms.
2026-10-16 ~ 2026-10-16 · 2 episodes · 6 posts
Episode 1 · Robotics firm drops VLA, switches fully to frontier LLM control in customer deployments (2026-10-16, 2 posts)
A robotics team fully replaced VLA with frontier LLMs in customer deployments using a System 1/System 2 architecture, achieving 1.5 hours of autonomous assembly with zero errors.
- Robot Startup Ditches VLAs for Frontier LLMs in a Customer Deployment — ihorbeaver · 2026-10-16
- Robot fully controlled by frontier LLMs assembles gadgets autonomously for 1.5 hours error-free — ihorbeaver · 2026-10-16
Episode 2 · LLM Robot Assembly Series: Simple Engineering Beats Fancy Algorithms (2026-10-16, 4 posts)
The author shares pragmatic lessons from an LLM-controlled robot assembly series: a $300 screw feeder beats LLM vision grasping, linear regression on LLM-collected data solves precise insertion, and a flipping platform handles part orientation—while admitting LLM direct control only suits repetitive tasks in constrained environments.
- Picking parts from a random pile with an extra flip-and-align platform — ihorbeaver · 2026-10-16
- Precise part insertion via LLM-written data collection code and a linear regression aligner — ihorbeaver · 2026-10-16
- Skip the fancy vision: a $300 automatic screw feeder beats LLM-controlled picking — ihorbeaver · 2026-10-16
- Author's own caveat: direct LLM robot control only suits repetitive, constrained tasks — ihorbeaver · 2026-10-16