







Mapping the Abelard Snazz feedback loop

Discovery Loop — Continuous Exploration
Discovery Loop is building AI systems that automate the experimental loops of science and engineering. Continuous Exploration.
Microduck - A tiny biped robot you can teach new tricks | Pollen Robotics
Microduck is a 25 cm biped robot with 15 motors, a camera, LiDAR and a grasping beak. Playable out of the box, and its open-source stack lets you train new behaviours in simulation and run them on the robot. Pre-order at $399.

Loop Engineering | AddyOsmani.com
You don't really need to be good at prompting anymore. The thing to get good at is the loop that does the prompting for you. It's five building blocks plus s...

MolmoAct 2: An open foundation for robots that work in the real world | Ai2
MolmoAct 2 is a fully open robotics foundation model that brings faster, stronger 3D action reasoning to real-world robot tasks, alongside a major new bimanual manipulation dataset for researchers to study, reproduce, and build on.

Nebius.Build | OpenClaw + Robotics Hackathon
OpenClaw + Robotics hackathon powered by Nebius. Build, demo, and win awards. March 15, San Francisco, CA.
Ship working code while you sleep with the Ralph Wiggum technique
snarktank/ralph
Ralph is an autonomous AI agent loop that runs repeatedly until all PRD items are complete.
Knowing When to Stop: The Art of Making a Loop Converge | Andreessen Horowitz
The systems that matter will not be the ones that can keep going. They all can.

Diversity-enabled sweet spots in layered architectures and speed–accuracy trade-offs in sensorimotor control | PNAS
Nervous systems sense, communicate, compute, and actuate movement using distributed components with severe trade-offs in speed, accuracy, sparsity,...

The Growth OS Map: Building Defensible Loops in the AI Era
The 8 loops and the 5-layer architecture needed to replace fragile funnels with a resilient GTM engine.


Menlo Research
Menlo Research is an Applied R&D Lab building Asimov, an open platform to enable the next billion robots.

A Primordial Computing Soup
Fostering AI art scenius, creating an open planetary network of robots
