Observed arrival · 2026-11-02
Jusman Kolar’s bit-exact hardware demos
A personal engineering portfolio with interactive demos and project notes on running small neural networks and planners on constrained hardware.
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✦Pretty
●Pro
◎Niche
◉Human
⚑Risk
ƒJS
- For
- FPGA and embedded-ML developers
- Worth noticing
- The pendulum demo shows candidate torque plans and notes that five-step lookahead cannot swing it up from hanging.
Field notes
The digit demo offers either freehand input or a real MNIST test image, then exposes prediction scores and a clock-cycle strip. The pendulum planner lets visitors vary the number of plans and lookahead steps; its explanation notes that five steps are enough to balance an upright pendulum but not to swing it up from hanging. Project notes also describe a breadboard resistor-network neuron, with its op-amp stage still unbuilt.
Observed signals
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Editorial observations of this landing page, not a rating.
○OpenPublic substance visible
✦PrettyNotable craft visible
●ProPolished or operationally mature
◎NicheUnusually specific use
◉HumanPersonal, local, civic, or handmade
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