Thinking from Aqta

On building AI
for the real world.

Notes on AI in healthcare, agents in production, privacy as a design constraint, and the hard problems worth solving.

I Built a Real-Time AI Agent That Sees Your Screen and Does the Clicking. Here's Every Bug That Nearly Broke Me.
Latest
15 min read

I Built a Real-Time AI Agent That Sees Your Screen and Does the Clicking. Here's Every Bug That Nearly Broke Me.

Building Spectra, a real-time AI agent powered by Gemini Live API that sees your screen, hears your voice, and does the clicking for you. Voice-to-action in sub-second latency with zero data stored.

Gemini Live APIAccessibilityReal-Time AI
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Technical deep-dives on AI in production. No filler, no spam.

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10 min read

I Built an AI Study Agent in Two Weeks on Amazon Nova

How I built a production-grade adaptive test prep platform using Amazon Nova 2 Lite, IRT-based ability estimation, and Amazon Polly in under two weeks.

Amazon NovaAgentic AI
8 min read

Who's Accountable When Healthcare AI Makes a Mistake?

Ireland's Medical Council says doctors remain responsible for AI decisions. But how can they be confident in tools they don't fully understand?

HealthcareMedical AI
6 min read

The Human Supply Chain Behind AI

Three AI coding assistants, same task. All three imported deprecated libraries. One pulled a known RCE flaw. None flagged it. The model is the easy part.

Supply ChainEthics

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