For decades, the bit has been treated as the fundamental primitive of computing. That assumption built the modern world. It may also be one of the constraints holding the next world back. Over the last several months, I’ve been developing two ideas that I believe point toward a very different computational future. The first is Pre-Binary Logic (PBL). PBL starts from a simple but radical question: What if meaningful computation begins before binary abstraction? Not as analog computing in the old sense. Not as quantum computing in the conventional sense. And not as “just another AI model.” But as a deeper computational layer where structure, state, and semantic organization emerge earlier in the stack than we currently allow. The second is an entropy-driven computing framework that is patent pending at the moment. That work treats entropy not merely as noise to be suppressed, but as a resource to be routed, shaped, coordinated, and used across computational pathways. In other words, entropy becomes something computation can work with, not just something systems must defend against. Taken separately, each idea is interesting. Taken together, they suggest something much larger. A possible path toward a new class of computational systems where: - binary is no longer the only meaningful native abstraction, - entropy is no longer treated only as an adversary, - semantics are no longer purely imposed at the software layer, and intelligence may be built on substrates that are more dynamical, more physical, and more expressive than the standard digital stack. I’m being intentionally careful with details right now while the IP position is finalized. So I’m not sharing mechanisms, architectures, or implementation specifics yet. But I am comfortable saying this: These ideas have changed the way I think about computation itself. Not in the “incremental improvement” sense but in the “this could open an entirely new branch of technology” sense. That is a high bar and I do not use language like that lightly. The scientific test, of course, is not whether an idea sounds provocative. It is whether it produces new theory, new experiments, new systems, and eventually new products. That is the standard I am holding this work to. For now, I’ll leave it at this: I believe Pre-Binary Logic may be foundational. I believe entropy-driven computing may be far more important than most people realize. And I believe we are still very early in understanding what computation can become when we stop assuming the current stack is the final one. More soon. Question for the serious builders and researchers here: What happens when we stop treating the bit as the unquestioned beginning of computation? #PreBinaryLogic #EntropyComputing #DeepTech #AI #Computing #MachineIntelligence #Research #Innovation #FutureOfComputing #Patent #Science #Technology #DAITAXQ

Entropy Quantum Computing for Fixed-Backbone Protein Design 1 A new study demonstrates how entropy quantum computing on QCi's Dirac-3 device can tackle the NP-hard challenge of fixed-backbone computational protein design, achieving solution energies within 0.16-2.47% of classical optima for proteins with 493-943 variables. 2 The key innovation lies in formulating CPD as a quadratic Hamiltonian over rotamer variables that naturally maps onto Dirac-3's hybrid photonic entropy computing platform, enabling continuous-variable optimization without complex embedding or rescaling. 3 For larger proteins exceeding device capacity (1RIS: 3,276 variables, 1GVP: 3,826 variables), the authors developed a graph-partitioning workflow using METIS to decompose problems into hardware-fitting subproblems, achieving ~7% energy gaps from global optima. 4 Runtime scaling analysis reveals a striking contrast: while the exact classical CFN solver shows sharp super-polynomial growth beyond ~1,000 variables, Dirac-3 exhibits gentle near-linear scaling, suggesting a practical crossover regime for large-scale protein design. 5 The Hamiltonian formulation incorporates penalty terms for normalization and integrality constraints, with hyperparameter studies identifying optimal operating regimes (mean photon number ~0.003, schedule depth of 2) that balance solution quality against runtime. 6 This work establishes entropy computing as a viable near-term approach for high-dimensional sequence optimization, with potential implications for enzyme engineering and therapeutic protein design where classical exact methods become intractable. 📜Paper: biorxiv.org/content/10.64898… #QuantumComputing #ProteinDesign #ComputationalBiology #EntropyComputing #Dirac3 #QuantumOptimization #StructuralBiology #Bioinformatics #DrugDiscovery #EnzymeEngineering

DAITA‑XQ update: We’re building a new computing approach that treats physical entropy as a programmable input—something you can allocate and route like compute or memory. Early internal experiments suggest this “entropy‑as‑input” framing can steer dynamical optimization/inference systems in reproducible ways across different entropy sources. We’re currently preparing publications and IP filings and are looking for design partners in optimization, embedded/edge, and security‑sensitive decision systems. If you’re interested in pilots or collaboration, DM me. #DAITAXQ #EntropyComputing #UnconventionalComputing #Optimization #EdgeComputing #EdgeAI #EmbeddedSystems #AI #MachineLearning #ComputationalScience #DynamicalSystems #Cybersecurity #QuantumRandomness #TRNG #QRNG

🚀QCi is excited to announce that the company has extended its Cooperative Research and Development Agreement (CRADA) with @LosAlamosNatLab! Read more🔗: bit.ly/3Y5fA1N #QCi #Dirac3 #LANL #collaboration #CRADA #entropycomputing #EQC #pressrelease

HAPPENING NOW: QCi's webinar is now live! JOIN NOW: bit.ly/Beyond-Qubos Do not miss your opportunity to be a part of this transformative discussion. #QCi #QCiWebinar #BeyondQubos #entropycomputing #EQC #EQCwebinar #quantum #quantumcomputing #optimization #quantumsystems

Save The Date: QCi is excited to announce its upcoming webinar, “Beyond Qubos: Efficient Quantum Optimization.” Reserve your spot today and be a part of this transformative discussion. 🔗Register here: bit.ly/BeyondQubos #QCi #QCiWebinar #BeyondQubos #entropycomputing #EQC

$QUBT QCi is excited to announce our latest paper “Entropy Computing: A Paradigm for Optimization in an Open Quantum System." Read the full paper here: bit.ly/3zA40lv #QCi #entropycomputing #optimization #quantumsystem

QCi is excited to announce our latest paper “Entropy Computing: A Paradigm for Optimization in an Open Quantum System." Read the full paper here: bit.ly/3zA40lv #QCi #entropycomputing #optimization #quantumsystem