Technology shipped by the commons.

An open-source GPU architecture whose arithmetic datapath runs on stochastic computing — multiplication becomes a single AND gate, scaled addition a multiplexer.

• ▸First open GPU pipeline with a stochastic-computing arithmetic datapath
• ▸Reproducible Yosys gate-level synthesis + activity-driven power model
• ▸Deterministic low-discrepancy generator: 7.5× less generator area, 15.4× less switching energy
• ▸Bit-accurate rendering at 36.7 dB PSNR; free anti-banding from white SC noise
• ▸Manuscript under review at IEEE Transactions on VLSI Systems

Operating system for market computation — encodes mathematical problems as trading orders and decodes solutions from fill patterns.

• ▸Eight solvers: SAT, linear systems, optimization, eigenvalue, polynomial, ODE, nonlinear, shortest path
• ▸Five execution modes from local simulation to full market compute
• ▸Built-in capital safety with watchdog and position limits
• ▸Domain-specific language (Kalqi Lang) for market computation scripts

Reverse Synthetic Neural Network framework — synthesize full transformer architectures from data in seconds, without training.

• ▸Four-pillar pipeline: neuron synthesis, interconnection, transformer synthesis, convergence
• ▸Zero gradient descent — models built entirely from data statistics
• ▸60-second CPU construction time on standard benchmarks
• ▸Ensemble diversity across embedding dimensions (128, 192, 85)