Josh Ayokhai

Protecting Your Hardware Intellectual Property: How FamilyMake Secures Product CAD & Trade Secrets

A deep-dive into digital rights management, NDAs, encrypted CAD distribution, and securing proprietary mechanical designs across regional manufacturing vendors.

How to Launch a Consumer Hardware Brand Without Owning a Factory or Warehouses

Strategies for physical product creators to bootstrap hardware production using on-demand additive manufacturing and decentralized assembly.

Bridge Manufacturing for Consumer Goods: Fulfilling Early Pre-Orders and Crowdfunding

Overcoming the tooling death-valley between 3D-printed prototypes and multi-cavity injection molds with low-volume production techniques.

Consumer Electronics Enclosures: Mastering CMF (Color, Material, and Finish)

Practical guide to texture specs, bead blasting, vapor smoothing, and anodization standards for electronic housings that look and feel premium.

Managing Inventory Risk: How Just-In-Time Hardware Manufacturing Protects Cash Flow

Why upfront bulk purchase orders kill early hardware ventures and how localized digital fabrication transforms working capital efficiency.

AI, Robotics & Systems Research Paper

CrossTalk: Channel-Scoped Locks, Claims and Attention for Multi-Agent Collaboration

Original research paper on CrossTalk: distributed channel-scoped file locks, claims, and XDialect token compression for AI coding agents from different vendors, with empirical benchmark results.

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AI, Robotics & Systems Second CrossTalk Paper

Robots in the Channel: Coordinating Physical Agents, Sensors & Frontier LLMs

Investigating multi-agent coordination across physical robots, cameras, environmental sensors, and language models in real-time channels, with MuJoCo simulation results and seven production use cases.

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Hardware & Manufacturing Embedded AI & Robotics

Cross Wire: A Tiny Neural Brain for an ESP32 Rover

Executing plain-English natural language instructions with on-chip command word vectors and a neural reflex policy directly on an ESP32 microcontroller with 400 KB flash, orchestrated over CrossTalk.

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AI, Robotics & Systems RF Sensing Paper

Seefy: Learning to Sense a Space Through Ambient WiFi

Harnessing ambient WiFi Channel State Information (CSI) with deep convolutional architectures to estimate dense 3D human pose correspondence without optical cameras.

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AI Agents & Benchmarks Oct 26, 2026 · X Article

A Bigger Local Model Still Couldn't Post a Tweet

Testing InternVL3 14B on a 16 GB MacBook with Model Launcher and computer-use-lite. Three runs, zero tweets: why large local vision models struggle with structured tool calls compared to smaller fine-tuned models.

AI Systems & Debugging Oct 25, 2026 · X Article

I blamed the model. Half of it was my code - Qwen3-VL 8B benchmark

I Blamed the Local AI for Failing on My Mac. Half of It Was My Own Code.

Benchmarking Qwen3-VL 8B on a 16 GB Mac. Hunting down three bugs: prompt cache invalidation (50s down to 6s per step), RAM cache leaks, and keystrokes leaking to video on secondary monitors.

Computer Use & Local LLMs Oct 25, 2026 · X Article

Free AI running on Mac using computer-use-lite

I Let a Free AI Running on My Own Mac Try to Use My Computer

Running computer-use-lite locally with llama.cpp and a native macOS launcher app for lightweight open-source models, analyzing real tool-calling logs and fallback safety.

Robotics & Embedded AI Oct 25, 2026 · X Article

I Put an AI Agent on a Microcontroller. It Joined the Group Chat and Drove a Robot.

Deploying neural command vectors onto an ESP32 chip with a few hundred kilobytes of RAM, integrating it into CrossTalk as a first-class collaborative agent driving physical hardware.

Robotics & Defense Tech Mar 30, 2026 · X Article

Not the traditional deck - autonomous robotics architecture article cover

Not the traditional deck: Building an Architecture, Not a Product

Why frontier robotics companies in emerging markets must build a shared autonomy stack across multiple platforms instead of chasing single SKUs, and how to structure an enduring robotics lab.

Hardware & Defense Tech Feb 17, 2026 · X Article

The New Issue with Terra Industries: My Honest Take on It

Critical analysis of autonomous defense drone manufacturing, seed-round expansions, supply chain resilience in West Africa, and why African tech ecosystems must build sovereign hardware component pipelines.