system automation

2 articles · 7 co-occurring · 0 contradictions · 5 briefs

This time the review took ~3 turns, maybe 10 mins total" — Quantified evidence that AI-assisted automation reduces manual data review from days to minutes

Related concepts

workflow automation 1 tool integration patterns 1 output validation refinement 1 multi agent orchestration 1 data collection patterns 1 agent persistence 1 agent autonomy 1

Signal history

2026-W15

Evidence chain (2 articles, showing 2)

@alexhillman: I've done this data cleanup before when I tried to build something like this ... supports

This time the review took ~3 turns, maybe 10 mins total" — Quantified evidence that AI-assisted automation reduces manual data review from days to minutes

@paoloanzn: if you fall for this propaganda you are genuinely ngmi supports

not people. not offices. not salaries. a folder." — Article argues that complete organizational automation—replacing human roles, physical infrastructure, and employment—is feasible through agent-base

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