Spent the day working on a hardware workaround to bring ternary logic to current-gen systems. Say hello to the Ternary Adapter Module (TAM). 🧠💾

​The goal: A drop-in accelerator that lets true 3D volumetric ternary logic run seamlessly on standard binary motherboards via PCIe/M.2.

​By utilizing a hybrid bridge to translate binary inputs into balanced ternary states (-1, 0, +1), we can run complex AI matrix operations at a fraction of the power footprint. To solve the signaling overhead, I integrated VCSEL optical light pulses to manage the third state—keeping everything incredibly fast and completely free of traditional electrical noise.

​We don't need permission from big-tech silicone manufacturers to change how AI processes data. We just need an open slot.

​#TernaryAI #BitNet #HardwareDesign #LocalAI #SBC #BuildInPublic

Broke out of browser prison today.

​When you’re trying to build a true local-first ecosystem, you quickly realize modern browsers are basically giant, overprotective daycare centers. Trying to handle heavy local downloads, file streams, and background processing inside a standard web tab means constantly slamming into rigid security sandboxes. It's exactly like spending a day at the beach—sure, the view is nice, but eventually, you end up with a metric ton of annoying sand inside your shoes, making it impossible to move forward. 🏖️👟

​The Fix: I stopped trying to force the browser to do things it natively hates. Instead, the UI handles the clean frontend display, while a dedicated local background service/daemon takes care of the actual heavy lifting.

​No more sandbox limitations, no more sand in the shoes, and complete local file control. If you want true software independence, you have to escape the beach. 🛠️

​#WebDev #Nextjs #LocalFirst #SoftwareArchitecture #BuildInPublic #CipherCTS

Hello Fediverse! #Introduction 🚀

​I’m Jim, full-stack dev building out of Knoxville, TN. Heads-down initializing Cipher CTS—a decentralized, offline-first AI platform.

​We are actively moving past legacy constraints by running highly compressed ternary BitNet models natively on consumer hardware. No multi-billion dollar server farms, no data harvesting, and zero corporate API dependencies. Scaling our communication layer over #ActivityPub web hooks with a stateless proxy network.

​Pushing hard toward a public release for Summer 2026. Follow along here for open-source technical logs, model benchmarks, and system updates! 🌲

​#CipherCTS #Devlog #localFirst #ternary #BitNet #SelfHosted