WhatA modular, open-source PCB design workflow that integrates AI assistance into existing tools like KiCad rather than replacing them with a locked-in cloud platform.
SignalEngineers who tried AI-native PCB tools found them expensive and ineffective — burning through tokens with little usable output — but those who stitched together KiCad with MCP servers and scripting libraries got meaningfully better results, suggesting the right approach is augmenting proven tools rather than rebuilding from scratch.
Why NowLLM tool-use capabilities and MCP protocols have matured enough to let AI agents drive existing EDA software programmatically, while the leading AI-native PCB startup has alienated users with poor results and aggressive billing.
MarketHardware engineers and startups doing PCB design; tens of thousands of KiCad users globally, broader EDA tools market worth ~$15B; Flux.ai is failing to deliver, Altium and KiCad have no native AI integration yet.
MoatCommunity-driven plugin ecosystem around KiCad creates network effects; open-source trust in hardware community is a strong distribution advantage over VC-funded cloud tools.
Adafruit receives demand letter from Fenwick legal counsel on behalf of Flux.aiView discussion ↗ · Article ↗ · 660 pts · June 2, 2026
More ideas from June 2, 2026
Compact Code Model Distillation and Optimization PlatformP6/10A platform that helps companies distill large frontier coding models into small, task-specific models (sub-10B params) that run fast and cheap for production deployment.
AI Code Output Verification and Correction LayerC7/10A lightweight middleware that automatically validates, tests, and fixes AI-generated code before it reaches the developer, turning 51% benchmark accuracy into near-100% usable output.
Speed-First LLM Benchmarking and Selection EngineC5/10A real-time benchmarking platform that ranks coding models by tokens-per-second alongside quality metrics, helping developers pick the fastest model that meets their accuracy threshold.
Open-Weight Small Model Marketplace and HostingC6/10A marketplace where researchers and companies publish, discover, and deploy open-weight small models with standardized benchmarks, licensing, and one-click hosting.
Privacy-First Email With Zero AI InterferenceP6/10A paid email service that guarantees no AI features will ever touch your inbox unless you explicitly opt in, with a clean, fast web UI designed for power users.
AI-Powered Gatekeeper Email That Blocks Cold OutreachC7/10An email layer or standalone service that uses AI to detect and block unsolicited cold outreach and sophisticated spam, optionally requiring unknown senders to verify themselves before delivery.