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Dev Blog

Building embodied AI from spiking neurons — one breakthrough at a time.

MH-FLOCKE is BSFZ-certified
08 Jun 2026 1 min read Project Update

MH-FLOCKE is BSFZ-certified

There’s a new seal in the footer. Here’s what it means. The Bescheinigungsstelle Forschungszulage (BSFZ) certifies research and development projects under Germany’s Forschungszulagengesetz. Certification requires demonstrating three criteria: novelty (the…

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06 May 2026 4 min read Dev Log

My Robot Dog Couldn’t Walk Straight — 8 Bugs and a New Steering System

The Freenove robot dog has a problem. It drifts to the right. Every unit is different — servo tolerances, weight distribution, surface friction — and no amount of calibration fixes…

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The Dog Follows the Light — Phototaxis with Spiking Neurons
25 Apr 2026 4 min read Dev Log

The Dog Follows the Light — Phototaxis with Spiking Neurons

A 560-Neuron Spiking Network Steers a Quadruped Toward Light For the first time, MH-FLOCKE’s robot dog actively navigates toward a light source in simulation — driven by hardwired reflexes and…

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The Dog Finds Its Target — No External Reward Required
23 Apr 2026 4 min read Dev Log

The Dog Finds Its Target — No External Reward Required

The Freenove robot dog can now navigate to targets on its own. No external reward, no supervision. It sniffs, turns, runs, and finds what it’s looking for — using a…

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The Mogli Oscillator: When Your Robot Dog Gets a Real Spine
14 Apr 2026 5 min read Dev Log

The Mogli Oscillator: When Your Robot Dog Gets a Real Spine

Today I replaced the mathematical heart of MH-FLOCKE’s locomotion system. The old Central Pattern Generator — a set of sine and cosine functions that produced smooth, predictable gait patterns —…

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v0.4.3: The Wall — When a Spiking Neural Network Learns to Stop
12 Apr 2026 4 min read Dev Log

v0.4.3: The Wall — When a Spiking Neural Network Learns to Stop

A 232-neuron spiking neural network learns obstacle avoidance through cerebellar error correction. 9 bugs, 8 runs, and the first-ever CPG→SNN handoff in MH-FLOCKE history.

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Seeing the Brain Think: Population-Aware SNN Visualization
11 Apr 2026 2 min read Dev Log

Seeing the Brain Think: Population-Aware SNN Visualization

The Brain3D visualization in MH-FLOCKE’s rendered videos now shows the actual cerebellar architecture — not an abstract network graph, but the real populations with their correct sizes and live spike…

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From Simulation to Walking Robot: MH-FLOCKE on Real Hardware
11 Apr 2026 2 min read Dev Log

From Simulation to Walking Robot: MH-FLOCKE on Real Hardware

MH-FLOCKE now runs on a real robot. A Freenove Robot Dog Kit (~100€) with a Raspberry Pi 4 executes the same spiking neural network that learns to walk in the…

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Why I Lean on Free Energy Instead of Hand-Tuned Reward Shaping
22 Mar 2026 7 min read Dev Log

Why I Lean on Free Energy Instead of Hand-Tuned Reward Shaping

Architecture Deep Dive · March 22, 2026 · MH-FLOCKE Level 15 v0.4.x Every reinforcement learning tutorial starts the same way: define a reward function. Want the robot to walk? Reward…

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Ball Contact — What 4 Changes Made It Work
22 Mar 2026 5 min read Dev Log

Ball Contact — What 4 Changes Made It Work

Dev Log #1 · March 22, 2026 · MH-FLOCKE Level 15 v0.4.x For weeks, the dog walked beautifully but ignored the ball completely. It would stroll past it, around it,…

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