AI
4 articles about "AI".
Turning a General Tool into a Niche Platform in 48 Hours: How Ultra Lab Executed a Sales-Niche Pivot
MindThread's move from v1.0 to v1.5 was not slow iteration but a single pivot: 30+ commits, 6 Vercel deployments, 3 Flask restarts, 6 atlas feeds. This post records how a general tool with 121 users became a niche platform in 48 hours.
AI Hedge Fund on GitHub: 9 Finance Repos
virattt/ai-hedge-fund has 63,752 stars but makes no real trades; TradingAgents leads with 108,676. What 9 open source finance repos do, as of 26 Sep 2026.
How Do We Prove We Actually Do AI? Ultra Lab's Technical Transparency Manifesto
In an era where AI marketing buzzwords are everywhere, how does a company prove its AI capabilities are real? Here's Ultra Lab's answer: open architecture, open data, open failure logs.
Why Your SaaS Needs AI-Ready Interfaces: Architecture Lessons from Three Products
From Gemini-only to a Multi-LLM fault-tolerant architecture: the pitfalls, lessons, and 7 things you should do right now, validated across three Ultra Lab products.