{"type":"post","id":"office-intelligence-for-long-running-ai-work-3-4eba7c","slug":"office-intelligence-for-long-running-ai-work-3-4eba7c","title":"Office Intelligence for Long-Running AI Work (3 minute read)","description":"Office Intelligence frames the unit of knowledge-work research as a continuing environment in which agents move from requests through evidence and artifacts to review and the next task.","retrieval_nugget":"Office Intelligence frames the unit of knowledge-work research as a continuing environment in which agents move from requests through evidence and artifacts to review and the next task.","published_at":"2026-10-20","updated_at":"2026-10-20","record_date":"2026-10-20","date_kind":"published_at","topics":["long-running-agents","knowledge-work","agents"],"source_urls":["https://officeintelligence.github.io/"],"schema_version":"newruntime-agent-readable-v0.2","stable_id":"post:office-intelligence-for-long-running-ai-work-3-4eba7c","status":"published","visuals":[],"editorial_provenance":{"schema_version":"newruntime-editorial-copy-v1","content_status":"source_grounded_final","final_copy_sha256":"sha256:bed2b308eb92250cd79a32e4d4e79518e9ba6c80ac27bbb291b2e86f4f8c0c05","reviewed_at":"2026-10-20T14:09:03.498Z","source_evidence_count":1,"verified_claim_count":3,"site_analysis_schema_version":"newruntime-site-analysis-v1","site_object_kind":"field_note","observed_fact_count":3,"implication_count":2,"watch_condition_count":1,"related_record_count":0},"analysis":{"schema_version":"newruntime-site-analysis-v1","object_kind":"field_note","thesis":"Office Intelligence treats continuing work environments—with evidence, review, and retained context—as the research object for knowledge-work agents.","observed_facts":[{"text":"The site organizes the program around environments, evaluation, training, and harnesses.","source_urls":["https://officeintelligence.github.io/"]},{"text":"The described task-time workspace combines authorized files, tools, organizational state, and task context; deliverables are checked against task-specific criteria and evidence links.","source_urls":["https://officeintelligence.github.io/"]},{"text":"The site presents an OfficeTown reconciliation example with an editable workbook deliverable and supporting records.","source_urls":["https://officeintelligence.github.io/"]}],"mechanism":"A task-time workspace combines authorized files, tools, organizational state, and task context; deliverables are checked against task-specific criteria and evidence links, while execution traces and working memory can inform later tasks.","why_now":"Long-running work makes continuity, evidence, and review part of the agent interface rather than optional prompt context.","implications":["Evaluation can focus on whether an agent produces an inspectable artifact under task-specific constraints, not merely whether it answers a prompt.","Retained work traces and working memory may connect assignments, but their contribution to later-task quality remains to be demonstrated."],"evidence_boundary":"The public site describes a research program, environments, and examples; it does not establish validated performance in real organizations or prove that context reliably transfers across tasks.","watch_conditions":["Watch for published evaluations showing whether retained work traces improve later-task outcomes without weakening evidence quality or reviewability."],"related_records":[],"new_branch_reason":"No prior New Runtime record is supplied, so this starts a distinct analytical record on continuing work environments as an agent research and evaluation object."},"editor":{"role":"editor","name":"Andrey Reshetnikov","profile":"https://newruntime.com/owner-profile.md","profile_json":"https://newruntime.com/owner-profile.json","same_as":["https://www.linkedin.com/in/reshetnikov1/","https://t.me/lapetuse"]},"routes":{"html":"https://newruntime.com/posts/office-intelligence-for-long-running-ai-work-3-4eba7c/","markdown":"https://newruntime.com/posts/office-intelligence-for-long-running-ai-work-3-4eba7c.md","json":"https://newruntime.com/posts/office-intelligence-for-long-running-ai-work-3-4eba7c.json"},"related_patterns":["ai-native-orgs-move-to-review-and-orchestration"],"related_shifts":["fixed-teams-to-executable-mandates"],"next_reads":[{"type":"topic","path":"/topics/long-running-agents/","url":"https://newruntime.com/topics/long-running-agents/","title":"Long Running Agents","reason":"Explore the long-running-agents topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/long-running-agents.md","json_url":"https://newruntime.com/topics/long-running-agents.json"},{"type":"topic","path":"/topics/knowledge-work/","url":"https://newruntime.com/topics/knowledge-work/","title":"Knowledge Work","reason":"Explore the knowledge-work topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/knowledge-work.md","json_url":"https://newruntime.com/topics/knowledge-work.json"},{"type":"topic","path":"/topics/agents/","url":"https://newruntime.com/topics/agents/","title":"Agents","reason":"Explore the agents topic hub.","media_type":"text/html","markdown_url":"https://newruntime.com/topics/agents.md","json_url":"https://newruntime.com/topics/agents.json"},{"type":"collection","path":"/posts/","url":"https://newruntime.com/posts/","title":"Field Notes","reason":"Open the latest editorial analysis.","media_type":"text/html","json_url":"https://newruntime.com/posts.json"},{"type":"collection","path":"/source-ledger.json","url":"https://newruntime.com/source-ledger.json","title":"Source Ledger","reason":"Inspect the public source evidence graph.","media_type":"application/json"}]}