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Overview
Attention Engineering builds a desktop-native AI assistant that learns your workflow by watching on-screen activity to automate repetitive tasks. It runs in the background, proactively automating sequences and executing tasks across different applications without constant prompting. Unlike reactive, command-based tools, it creates a live model of the user’s workflow to guide context-aware automation. The goal is to amplify human productivity by turning personal work habits into an automation platform that can scale to enterprise pilots and broader deployment.
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Simplify's take
What believers are saying
- July 2026 Coast preview shows shipped product momentum after the October 2025 raise.
- Attention Engineering reported $1.6 million funding by October 2026, signaling investor support.
- Privacy-first local storage and no-sign-in setup match enterprise pilots and consumer adoption.
What critics are saying
- OpenAI, Microsoft, and Apple can commoditize desktop copilots by 2027.
- Always-on screen capture triggers enterprise security reviews and stalls pilots before revenue.
- If users reject surveillance-style workflows, Coast becomes an unusable consumer novelty.
What makes Attention Engineering unique
- Coast stores desktop memory locally, avoiding cloud dependency and reducing privacy friction.
- It captures on-screen workflows continuously, learning user context across apps and sessions.
- Aidan Guo and Julian Windeck blend consumer hustle with research-heavy technical credibility.
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