Brian Manusama

The Business Case for AI-Human Partnering

Organisations leveraging AI for augmentation achieve 3x higher revenue growth per employee than those pursuing pure automation. Yet the headlines focus on redundancies, not on the organisations building stronger teams through human-AI partnership. The Strategic Choice There are two paths: Directive (AI takes over) or Augmentative (AI supports humans). The choice matters profoundly for long-term

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Fixing LLM Inconsistency

The trouble with LLMs is their inconsistency. In one experiment, researchers asked an AI the same question 1,000 times and got 80 completely different answers. This isn’t about creativity—it’s a real technical problem that impacts reliability. The Root Cause Researchers at Thinking Machines discovered that LLM inconsistency depends on how many other people are using

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