Astrognosy AI
Models,
not tools.
From the data center to the edge of space.
Astrognosy builds compiled specialists: small models that each know one job and run on hardware you control.
Latest
The swarm is awake.
49,140 distinct compiled specialists, each in its own slot across a twelve-card BrainChip Akida AKD1000 simulator. Thirteen mission specialists read cyber alerts, read sensors, and check commands. Retire one and the rest stay unchanged. Stop a mission and it halts at a clean edge, 20 times out of 20.
Compiled, not prompted. Twelve cards. Every one distinct.
Card 0 holds the 13 mission specialists. Each card holds 4,095. 49,140 in all, every one distinct.
One specialist retired per card. Its slot reads zero. Every other specialist is bit-identical.
From the result note 49,140 specialists in a 12-card simulator, 18 Oct 2026.
Four doors, one idea
Compiled intelligence that lives where the work happens.
Enterprise
Watch the model call disappear.
Compiler · GnoSys Runtime
Field
A brain on your sensor.
Astrognosy OT · Watershed · GnoSys Field Intelligence
Astrognosy OT and Watershed, with AI Cowboys
Beyond
To the edge of the map.
Neuromorphic · Astrognosy SkAI
Astrognosy × AI Cowboys
Research
Where the next products come from.
Frontier · Positional Correlation Fields · ALF · Papers
Enterprise
Watch the model call disappear.
The Compiler finds a model call in your code and replaces it with a specialist that runs on your own machine. The login call became a 78 KB file.
Against frontier models
The specialist costs $0 per call.
Sealed frontier head-to-head, 24 Oct 2026Field
A brain on your sensor.
A small Arduino UNO R4 board decides which moments deserve a graphics processor. Across all 82,332 windows of the UNSW-NB15 network-intrusion test set, the pair beat an always-on NVIDIA Tesla T4 running alone.
Watch all 82,332 windows replay, each one lit as kept on the board or sent to the GPU.
Open the replay →Watershed · with AI Cowboys
Intelligence for water utilities, proven on the utility's own data.
Watershed →Beyond Astrognosy × AI Cowboys
New silicon. New places.
Compiled specialists built for neuromorphic silicon, mapped across a 12-card Akida simulator. SkAI takes them to orbit.
Research
The library.
Frontier
Refinery
Geometry that steers how a language model chooses its next word.
Frontier
JEPA
World models that notice when they start to drift.
PCF
Positional Correlation Fields
The structural math the specialists grow from.
ALF
ALF
A typed language for programs that chain compiled specialists.
Result note
49,140 specialists in a 12-card simulator
18 Oct 2026
Result note
Sealed frontier head-to-head
24 Oct 2026
Built in
In the compiler swarm, each specialist decision adds a 64-byte linked record.
How the record works →Bring us one model call, or one sensor.
We will compile a specialist for it and show you the result on your own hardware.
jacob@astrognosy.com