# Mindset frameworks
Source: https://humanspark.ai/frameworks/topic/mindset/

Frameworks for how AI changes the way people think and work - the habits it builds, the skills it erodes, and what to protect. Eight one-page models.

- **The Boring AI Manifesto** - The most valuable AI work is boring - not the headline projects. (https://humanspark.ai/frameworks/boring-ai-manifesto/)
- **Butler vs Advisor** - AI helps two ways - Butler executes a task, Advisor thinks with you. (https://humanspark.ai/frameworks/butler-vs-advisor/)
- **The Human Advantage** - Four things AI cannot commoditise - your moat as an expert. (https://humanspark.ai/frameworks/human-advantage/)
- **The Capacity Paradox** - The team most buried in the work has the least time to help fix it. (https://humanspark.ai/frameworks/capacity-paradox/)
- **AI is a Skill, Not Software** - Outcomes depend on the operator's fluency, not the tool. (https://humanspark.ai/frameworks/ai-is-a-skill/)
- **The Amplification Problem** - AI does not fix bad inputs - it scales them, with confidence. (https://humanspark.ai/frameworks/amplification-problem/)
- **The Sycophancy Trap** - AI agrees by default - so ask it to attack the plan, not bless it. (https://humanspark.ai/frameworks/sycophancy-trap/)
- **Cognitive Offloading** - Hand a skill to the machine often enough and you stop practising it - the individual cost of heavy AI use. (https://humanspark.ai/frameworks/cognitive-offloading/)