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Microsoft is testing persistent, OpenClaw-style agents for 365 Copilot. Read how always-on assistants change authorization, data flows and monitoring — and what teams should pilot first.
AI agents can increase human work: every prompt, check and correction creates 'attention debt' that shifts tasks to staff. Read practical pilot rules for managers and teams.
A commit-gated pipeline (Prompt→LLM→Validation→Normalizer→Retry→Commit) keeps AI-generated structured files off disk until they pass schema checks, revealing schema gaps.
Connect Paragent to a GitHub repo, supply your LLM keys, and run parallel agents (Free: 2, Pro: 10) that create branches, run your tests, and open PRs for review.
Practical playbook to run a scoped, auditable automation pilot—linking sensors, digital twins, ML decisions and ERP—based on Roland Busch’s Siemens strategy.