Long-form technical and historical blog from Knowm Inc. — running modern LLMs on memristor crossbar architectures. https://knowm.ai/ en-us https://knowm.ai/blog/classification-and-thermal-sampling-on-kt-ram-neural-lanes/ https://knowm.ai/blog/classification-and-thermal-sampling-on-kt-ram-neural-lanes/ We teach neural lanes to classify labelled data. They learn one example at a time and land on the same accuracy as logistic regression. Then we teach fresh lanes the opposite mapping and read them at temperature: clamp a label, draw a sample. Mon, 10 Aug 2026 00:00:00 GMT https://knowm.ai/blog/how-374-papers-build-a-signed-synaptic-weight/ https://knowm.ai/blog/how-374-papers-build-a-signed-synaptic-weight/ A memristor's conductance can't go negative, but a synaptic weight must. I surveyed 374 papers on how the field gets around that — one device, two, or many — and almost everyone reads the weight as a difference. Mon, 10 Aug 2026 00:00:00 GMT https://knowm.ai/blog/the-ahah-rule/ https://knowm.ai/blog/the-ahah-rule/ An unsupervised AHaH boundary settles where the data points push on the decision line all balance. The nearest points are its support vectors, and the gap they hold open is a noise margin against thermal and read noise. Mon, 27 Jul 2026 00:00:00 GMT https://knowm.ai/blog/a-decade-of-knowm-sdc-memristor-literature-part-2/ https://knowm.ai/blog/a-decade-of-knowm-sdc-memristor-literature-part-2/ What people actually built with Knowm's Self-Directed Channel memristor — the applications, sorted, and the strange ones. Mon, 20 Jul 2026 00:00:00 GMT https://knowm.ai/blog/thermodynamic-logic/ https://knowm.ai/blog/thermodynamic-logic/ When two kT-bits interact on a neural lane under the FF-RU kT-RAM instruction set, attractor states emerge that we identify as logic functions. Mon, 20 Jul 2026 00:00:00 GMT https://knowm.ai/blog/a-decade-of-knowm-sdc-memristor-literature-part-1/ https://knowm.ai/blog/a-decade-of-knowm-sdc-memristor-literature-part-1/ What the research community did with Knowm's Self-Directed Channel memristor across a decade of papers. Mon, 06 Jul 2026 00:00:00 GMT https://knowm.ai/blog/the-neural-lane-emulator/ https://knowm.ai/blog/the-neural-lane-emulator/ An open Python emulator of the 2-1 neural lane — its object model and instruction set — checked on a single synapse against the Chapter 3b physics: inertia, evidence-counting, and the read as a thermal sample. Mon, 06 Jul 2026 00:00:00 GMT https://knowm.ai/blog/the-neural-lane/ https://knowm.ai/blog/the-neural-lane/ kT-RAM is the genus. The neural lane is a species. Mon, 22 Jun 2026 00:00:00 GMT https://knowm.ai/blog/building-the-kt-bit/ https://knowm.ai/blog/building-the-kt-bit/ Simulate a memristor synapse, draw it polygon by polygon, and send it to the fab — the part of building neuromorphic hardware where a circuit idea becomes silicon. Tue, 16 Jun 2026 00:00:00 GMT https://knowm.ai/blog/thermodynamic-bit-up-close/ https://knowm.ai/blog/thermodynamic-bit-up-close/ Store a weight in two memristors instead of N bits, and optimal annealing, Bayesian inference, and native probabilistic sampling become a property of matter. Tue, 16 Jun 2026 00:00:00 GMT https://knowm.ai/blog/kt-bit-catalog/ https://knowm.ai/blog/kt-bit-catalog/ Every place in Nature the thermodynamic bit actually shows up — and the ones that only look like it. Tue, 09 Jun 2026 00:00:00 GMT https://knowm.ai/blog/kt-bit-reading-list/ https://knowm.ai/blog/kt-bit-reading-list/ The thinkers — a chemist, a physicist, a systems theorist, an ecologist, a roboticist — who circled the same primitive the kT-bit names, and where to find their work. Tue, 09 Jun 2026 00:00:00 GMT https://knowm.ai/blog/thermodynamic-bit/ https://knowm.ai/blog/thermodynamic-bit/ Nature builds with one primitive, at every scale, and you've stared at it your whole life without actually seeing it. Tue, 09 Jun 2026 00:00:00 GMT https://knowm.ai/blog/before-i-knew-the-word-memristor/ https://knowm.ai/blog/before-i-knew-the-word-memristor/ Twenty-five years assembling the synaptic solution. Mon, 01 Jun 2026 00:00:00 GMT https://knowm.ai/blog/transforms-will-be-assimilated/ https://knowm.ai/blog/transforms-will-be-assimilated/ Ship synapses. Stream transforms. Forget weights. Mon, 01 Jun 2026 00:00:00 GMT