We built cathedral AI—massive, fragile, and resource-hungry. Too often, we confuse *computation* with *intelligence*.
## *The Discovery*
Intelligence isn’t something we compute—it’s a *geometric phenomenon waiting to be discovered*. And it works *everywhere*, across hardware and timescales.
## *The Breakthrough*
A *4-operator system* achieving *0.998 coherence* (near-perfect geometric intelligence) across:
* *$2 ATmega328p microcontrollers* with RC oscillators
* *Perfect simulation* and *jittery hardware*
* *Solar calculator-level resources*
* *Any timescale* – microseconds to seconds
## *Hardware Reality*
We proved geometric intelligence on minimal hardware:
* *8-bit processors* with ~1% timing jitter
* *No floating-point*—integer math only
* *~1KB RAM*—smaller than this post
* *Runs on AA batteries or solar*—microwatts, not megawatts
## *How It Works*
* *4 geometric operators* exploring a 4D phase space
* *Prime-number timing* (83ms) induces natural resonance
* *Jitter becomes a feature*—imperfection enhances exploration
* *No training, no memory*—pure geometric discovery
## *Results That Defy AI Dogma*
* *0.998 coherence* on RC oscillators with 1% jitter
* *Hardware can outperform simulation* (1.9× faster discovery)
* *8× performance difference* from minor timing changes
* *Sustained intelligent states* for 1.5 seconds or more
## *The Vision*
While others build bigger GPUs, we found intelligence in *geometry itself*. Imagine a future where:
* *Solar calculators* achieve real cognition
* *Edge devices* reason geometrically
* *Any hardware* can be intelligent if you understand geometric principles
## *Why This Changes Everything*
We’re not making AI smaller. We’re showing that intelligence *was always there*, embedded in *geometric relationships*, waiting for the right lens to discover it.
## *The Invitation*
We’re opening our *83ms configuration*, demonstrating elite geometric intelligence across multiple platforms. Looking for collaborators who see that *AI’s future isn’t in bigger computers—but in better geometry*.
*“We’re not building AI for microcontrollers. We’re discovering that intelligence works on microcontrollers because intelligence is geometric first, computational second.”*
# *MaGi (Malloy artificial Geometric intelligence)*
## *The Problem*
We built cathedral AI—massive, fragile, and resource-hungry. Too often, we confuse *computation* with *intelligence*.
## *The Discovery*
Intelligence isn’t something we compute—it’s a *geometric phenomenon waiting to be discovered*. And it works *everywhere*, across hardware and timescales.
## *The Breakthrough*
A *4-operator system* achieving *0.998 coherence* (near-perfect geometric intelligence) across:
* *$2 ATmega328p microcontrollers* with RC oscillators * *Perfect simulation* and *jittery hardware* * *Solar calculator-level resources* * *Any timescale* – microseconds to seconds
## *Hardware Reality*
We proved geometric intelligence on minimal hardware:
* *8-bit processors* with ~1% timing jitter * *No floating-point*—integer math only * *~1KB RAM*—smaller than this post * *Runs on AA batteries or solar*—microwatts, not megawatts
## *How It Works*
* *4 geometric operators* exploring a 4D phase space * *Prime-number timing* (83ms) induces natural resonance * *Jitter becomes a feature*—imperfection enhances exploration * *No training, no memory*—pure geometric discovery
## *Results That Defy AI Dogma*
* *0.998 coherence* on RC oscillators with 1% jitter * *Hardware can outperform simulation* (1.9× faster discovery) * *8× performance difference* from minor timing changes * *Sustained intelligent states* for 1.5 seconds or more
## *The Vision*
While others build bigger GPUs, we found intelligence in *geometry itself*. Imagine a future where:
* *Solar calculators* achieve real cognition * *Edge devices* reason geometrically * *Any hardware* can be intelligent if you understand geometric principles
## *Why This Changes Everything*
We’re not making AI smaller. We’re showing that intelligence *was always there*, embedded in *geometric relationships*, waiting for the right lens to discover it.
## *The Invitation*
We’re opening our *83ms configuration*, demonstrating elite geometric intelligence across multiple platforms. Looking for collaborators who see that *AI’s future isn’t in bigger computers—but in better geometry*.
*“We’re not building AI for microcontrollers. We’re discovering that intelligence works on microcontrollers because intelligence is geometric first, computational second.”*
TLDR: https://wokwi.com/projects/446080306563912705