I Built a Micro AI Company on a Single Cloud VPS (Hallucination Prevention, Quality Gates, and Model Tuning)

One cloud VPS. Five AI agents. Marketing, development, QA, and trading monitoring running automatically every day. The hard part was never getting the AI to move - it was stopping it from going off the rails. This post covers the real lessons: the SOL fake prediction incident, invented tool names, quality gate design, how I tuned the Hermes model, and how I tracked down two bugs that took the whole system down.

2026-05-08 · 13 min · 2628 words · Judy

99% of AI Companies Will Disappear: Survival Guide

Drawing parallels with the 1999 dot-com bubble, Elad Gil forecasts a potential 99% attrition rate in the AI sector. He emphasizes the critical 12-18 month window for AI application companies to establish genuine competitive advantages. The surviving companies share key characteristics: deep integration into customer workflows, adaptability to model upgrades, proprietary data ownership, and difficulty to replace.

2026-05-01 · 9 min · 1861 words · Judy
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