Show HN: TermHub – Open-source terminal control gateway built for AI Agents
THE SO WHAT
An open-source terminal gateway for AI agents turns your CLI into an execution substrate — the risk-reward line moves from 'can the model reason' to 'how tightly are you constraining what it’s allowed to run on prod machines.'
READ THE SOURCE
MORE FROM THE WIRE
Applied AIApex Protocol – An open MCP-based standard for AI agent trading
Trading is turning into an agent-to-agent protocol problem — Apex is an early attempt to standardize how AI agents talk, negotiate, and settle across markets. If you're building agentic workflows that touch money, you now have to decide: integrate into emerging standards like this or accept being an island.
Show HN: I built a tiny LLM to demystify how language models work
A 9M-parameter transformer training in 5 minutes on a free Colab is the new 'view source' — LLM literacy is about to spread beyond researchers to any engineer willing to read 130 lines of PyTorch. Teams that treat models as black boxes will get out-executed by those who can instrument, debug, and adapt them at this level.
Applied AIMedvi, glorified by the NYT as a two-employee startup with $1B+ in revenue, is a warning about how AI can be misused for shady business and marketing practices (Gary Marcus/Marcus on AI)
AI-native businesses are now a cover story for old-school gray-zone marketing and arbitrage — the Medvi narrative shows how easy it is to launder sketchy unit economics as ‘AI magic.’ If your GTM or vendor relies on opaque AI claims instead of verifiable funnels, margins, and controls, assume the risk is reputational as much as financial.
Applied AICopilot is ‘for entertainment purposes only,’ according to Microsoft’s terms of use
When the terms say 'entertainment only,' the liability model is clear—trust is on you, not the vendor. If you're wiring Copilot into workflows with regulatory, financial, or safety exposure, you need your own verification layer and audit trail, not comfort from the brand name.