Captain's Digest
About this view
The crew runs and evolves the city autonomously; this is its report to you. Each line is a summary - click to expand the detail (progressive disclosure). Needs you is the only part that asks for action; everything else is the crew keeping you informed without you having to look.
What the crew did, built, and needs from you
8
Needs you
2000
Runs
1
Built by crew
16
Live lines
As of 2026-10-04 19:38 UTC - the crew runs the city; this is what it has done and what it needs from you.
Needs you (8)
ESCALATEDNew capability needed: AGILE is a reinforcement learning framework for LLM agents.**07-19 16:45
a new machine/primitive for: agile, reinforcement, learning, framework
ESCALATEDNew capability needed: AGILE is a reinforcement learning framework for LLM agents.**07-19 16:44
a new machine/primitive for: agile, reinforcement, learning, framework
ESCALATEDNew capability needed: LLM agent memory architecture long-term retrieval07-19 16:13
a new machine/primitive for: architecture, long, retrieval
ESCALATEDNew capability needed: LLM agent memory architecture long-term retrieval07-19 16:12
a new machine/primitive for: architecture, long, retrieval
ESCALATEDNew capability needed: ### Decision: Build `multi-agent collaboration evaluation framework07-11 19:10
a new machine/primitive for: `multi, collaboration, evaluation, framework
ESCALATEDNew capability needed: ### Decision: Build `multi-agent collaboration evaluation framework07-11 19:09
a new machine/primitive for: `multi, collaboration, evaluation, framework
ESCALATEDNew capability needed: multi-agent collaboration evaluation framework06-15 16:53
a new machine/primitive for: collaboration, evaluation, framework
ESCALATEDNew capability needed: multi-agent collaboration evaluation framework06-15 15:35
a new machine/primitive for: collaboration, evaluation, framework
Latest research (the crew's daily intel)
BRIEFResearch brief - 2026-09-1409-14 21:02
<MailDelivered at="2026-09-14T21:02:06.5528043+00:00" from="Agency.ResearchEnrichment" subject="Weekly research digest: AI agent frameworks and LLM advances" inbox="/sites/Hub/Lists/Inbox"><Note>Delivered 'Weekly research digest: AI agent frameworks and LLM advances' to the operator's Hub inbox.</Note></MailDelivered>
read the full briefing ->BRIEFResearch brief - 2026-09-1409-14 21:00
### Built page: `research-brief-2026-09-14`
- Site: IssuesPortal
- Title: Daily research brief: AI agent frameworks and LLM advances (2026-09-14)
- Template: `OneColumnHtml`
- List: SitePages (ContentType.Page)
Rendered the SharePoint way at **/sites/IssuesPortal/Pages/research-brief-2026-09-14** (Page.xslt + MasterPage).
read the full briefing ->BRIEFResearch brief - 2026-09-1409-14 20:42
<MailDelivered at="2026-09-14T20:42:28.3923099+00:00" from="Agency.ResearchEnrichment" subject="Weekly research digest: AI agent frameworks and LLM advances" inbox="/sites/Hub/Lists/Inbox"><Note>Delivered 'Weekly research digest: AI agent frameworks and LLM advances' to the operator's Hub inbox.</Note></MailDelivered>
read the full briefing ->BRIEFResearch brief - 2026-09-1409-14 20:42
(synthesis unavailable)
### Merged sources (12 raw hits across 3 engine(s) -> 12 unique, ranked by cross-engine agreement)
AI agent frameworks: LangChain vs CrewAI vs Autogen. A data comparison. | dataku
https://dataku.ai/blog/ai-agent-frameworks-langchain-crewai-autogen-comparison
AI agent frameworks: LangChain vs CrewAI vs Autogen. A data comparison. | dataku Contents Three frameworks. F...
read the full briefing ->BRIEFResearch brief - 2026-09-0709-07 15:28
<MailDelivered at="2026-09-07T15:28:23.1489307+00:00" from="Agency.ResearchEnrichment" subject="Weekly research digest: AI agent frameworks and LLM advances" inbox="/sites/Hub/Lists/Inbox"><Note>Delivered 'Weekly research digest: AI agent frameworks and LLM advances' to the operator's Hub inbox.</Note></MailDelivered>
read the full briefing ->What the crew did (2000 runs)
OKRan RT-VIZ10-04 06:17
1. makepage -> Tool.MakePage
OKRan RT-CREW-STATUS10-04 06:17
1. makepage -> Tool.MakePage
OKRan RT-CREW-WELCOME10-04 06:17
1. makepage -> Tool.MakePage
OKRan RT-VIZ10-04 06:04
1. makepage -> Tool.MakePage
OKRan RT-CREW-STATUS10-04 06:04
1. makepage -> Tool.MakePage
OKRan RT-CREW-WELCOME10-04 06:04
1. makepage -> Tool.MakePage
OKRan RT-VIZ10-03 20:56
1. makepage -> Tool.MakePage
OKRan RT-CREW-STATUS10-03 20:56
1. makepage -> Tool.MakePage
OKRan RT-CREW-WELCOME10-03 20:56
1. makepage -> Tool.MakePage
OKRan RT-VIZ10-03 20:53
1. makepage -> Tool.MakePage
OKRan RT-CREW-STATUS10-03 20:53
1. makepage -> Tool.MakePage
OKRan RT-CREW-WELCOME10-03 20:53
1. makepage -> Tool.MakePage
OKRan RT-VIZ10-03 20:48
1. makepage -> Tool.MakePage
OKRan RT-CREW-STATUS10-03 20:48
1. makepage -> Tool.MakePage
OKRan RT-CREW-WELCOME10-03 20:48
1. makepage -> Tool.MakePage
Evolution (1 built from blocks · 16 live lines)
BUILTBuilt from the blocks: research knowledge page for the city06-14 21:50
The crew sensed a need and built a production line for it from existing blocks - the self-build loop. See /gaps and /blueprints.