{"schema_version":"newruntime-agent-readable-v0.2","type":"raw_signal","stable_id":"signal:hbr-ai-agents-arent-ready-for-consumer-facing-goal-scoped-agent-loops","id":"tg-917","slug":"hbr-ai-agents-arent-ready-for-consumer-facing-goal-scoped-agent-loops","title":"Hbr / Ai Agents Arent Ready For Consumer Facing: Goal-Scoped Agent Loops","description":"The archive captures Hbr / Ai Agents Arent Ready For Consumer Facing as a dated public record from Hbr / Ai Agents Arent Ready For Consumer Facing. It documents long-running work gaining explicit goals, state, stopping rules, and recovery and is retained as supporting evidence for the goal-scoped agent loops trend.","retrieval_nugget":"The archive captures Hbr / Ai Agents Arent Ready For Consumer Facing as a dated public record from Hbr / Ai Agents Arent Ready For Consumer Facing. It documents long-running work gaining explicit goals, state, stopping rules, and recovery and is retained as supporting evidence for the goal-scoped agent loops trend.","observed_at":"2025-12-04","record_date":"2025-12-04","date_kind":"observed_at","why_it_matters":"This dated record strengthens the goal-scoped agent loops thesis by documenting long-running work gaining explicit goals, state, stopping rules, and recovery. It keeps the trend review tied to public evidence instead of treating the item as an isolated release note.","novelty":"notable","verification_level":"source-linked","signal_type":"operating-model","evidence_kind":"creator-source","status":"published","source_platform":"telegram","source_record_id":"TG-917","source_url":"https://t.me/qwgai/917","telegram_message_id":917,"telegram_url":"https://t.me/qwgai/917","topics":["agent-loops","orchestration","automation","ai-adoption","org-design","future-of-work","agent-memory"],"entities":[],"related_patterns":["goal-scoped-loops-replace-manual-continuation","ai-native-orgs-move-to-review-and-orchestration","company-memory-needs-write-loops"],"source_urls":["https://hbr.org/2025/11/ai-agents-arent-ready-for-consumer-facing-work-but-they-can-excel-at-internal-processes"],"import_batch":"telegram-2026-07-24-trend-prism-v1","routes":{"html":"https://newruntime.com/signals/hbr-ai-agents-arent-ready-for-consumer-facing-goal-scoped-agent-loops/","markdown":"https://newruntime.com/signals/hbr-ai-agents-arent-ready-for-consumer-facing-goal-scoped-agent-loops.md","json":"https://newruntime.com/signals/hbr-ai-agents-arent-ready-for-consumer-facing-goal-scoped-agent-loops.json"},"source_format":"telegram-export-normalized-json","next_reads":[{"type":"pattern","path":"/patterns/goal-scoped-loops-replace-manual-continuation/","reason":"Pattern connected to this observed signal.","url":"https://newruntime.com/patterns/goal-scoped-loops-replace-manual-continuation/","title":"Goal-scoped loops replace manual continuation","media_type":"text/html"},{"type":"pattern","path":"/patterns/ai-native-orgs-move-to-review-and-orchestration/","reason":"Pattern connected to this observed signal.","url":"https://newruntime.com/patterns/ai-native-orgs-move-to-review-and-orchestration/","title":"AI-native organizations move toward review and orchestration","media_type":"text/html"},{"type":"pattern","path":"/patterns/company-memory-needs-write-loops/","reason":"Pattern connected to this observed signal.","url":"https://newruntime.com/patterns/company-memory-needs-write-loops/","title":"Company memory needs write and correction loops","media_type":"text/html"},{"type":"topic","path":"/topics/agent-loops/","reason":"Explore the agent loops topic hub.","url":"https://newruntime.com/topics/agent-loops/","title":"Agent Loops - New Runtime","media_type":"text/html"},{"type":"topic","path":"/topics/agent-memory/","reason":"Explore the agent memory topic hub.","url":"https://newruntime.com/topics/agent-memory/","title":"Agent memory - New Runtime","media_type":"text/html"}]}