How I Built Nova: A Proof-Chain Workflow for Complex AI Systems by Pahri IjlstraHow I Built Nova: A Proof-Chain Workflow for Complex AI Systems by Pahri Ijlstra

How I Built Nova: A Proof-Chain Workflow for Complex AI Systems

Pahri Ijlstra

Pahri Ijlstra

How I Built Nova: A Proof-Chain Workflow
When I started, I did not know Python. With AI as my coding and learning partner, I built Nova: a working conversational AI platform with live audiovisual avatars, browser-based voice, stored conversation history, safety routing, prepaid conversation time, payment confirmation and operational monitoring.
The lesson in this Descript walkthrough is simple: do not build a feature list. Build a proof chain. Make one expert speak, connect the microphone, store one conversation, verify the next link, and preserve the evidence before expanding.
The original live-avatar subscription is no longer active. The recordings, code and server archive remain, and the video distinguishes clearly between what worked then and what is active now.
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Posted Sep 1, 2026

A Descript walkthrough showing how I built Nova from zero Python knowledge by proving one working link at a time: voice, memory, safety and payments.

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