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Active Inquiries

Computational Hypotheses & Field Trials

Documenting non-AI scientific hardware explorations, thermodynamic computing models, and preliminary edge telemetry logs.

4

Active Investigations

64 TFLOP

Edge Compute Allocation

12.4ms

Mean Inference Latency

Empirical Pipeline

From Toy Script to Physical Bench

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02
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Local Simulation

Thermodynamic Stress

Interface Mechanics

Peer Verification

Isolating algorithmic behavior on minimal local cluster nodes under artificial network constraints.

Pushing compute hardware past thermal thresholds to map degradation and error rates.

Translating raw telemetry into deterministic control surfaces and low-latency feedback loops.

Publishing open weights, raw telemetry, and reproduction scripts for external validation.

Core Hypothesis

Good engineering should feel like discovering a physical law that happens to run on silicon.

Challenging prevailing assumptions about distributed neural edge hardware through rigorous, open-source bench testing.

Propose Collaboration

Request raw telemetry data and joint computing access.

Open to research collaborators and technical founders evaluating active lab trials.