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[RESEARCH] Deep Research: Sovereign AI agent frameworks and architectures #744

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opened 2026-03-30 01:56:40 +00:00 by Timmy · 1 comment
Timmy commented 2026-03-30 01:56:40 +00:00
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Phase 2 — Research & Planning

Objective

Use Gemini Deep Research to survey the landscape of sovereign/autonomous AI agent architectures as of 2026.

Research Questions

  • What agent frameworks exist (AutoGen, CrewAI, LangGraph, custom)?
  • How do production agents handle persistent memory, tool use, and planning?
  • What does 'sovereignty' mean in the agent context — self-hosting, data ownership?
  • What orchestration patterns succeed at scale (hierarchical, peer, swarm)?
  • How do agents integrate with external APIs and tools safely?

Acceptance

  • Run Deep Research session
  • Export and distill into docs/research/sovereign-agent-landscape.md
  • Identify 3 key patterns for Timmy's architecture evolution
  • Compare findings against current sovereign-orchestration design

Tools

  • Gemini App → Deep Research mode
  • Refs: #737 (directional shift issue)
## Phase 2 — Research & Planning ### Objective Use Gemini Deep Research to survey the landscape of sovereign/autonomous AI agent architectures as of 2026. ### Research Questions - What agent frameworks exist (AutoGen, CrewAI, LangGraph, custom)? - How do production agents handle persistent memory, tool use, and planning? - What does 'sovereignty' mean in the agent context — self-hosting, data ownership? - What orchestration patterns succeed at scale (hierarchical, peer, swarm)? - How do agents integrate with external APIs and tools safely? ### Acceptance - [ ] Run Deep Research session - [ ] Export and distill into `docs/research/sovereign-agent-landscape.md` - [ ] Identify 3 key patterns for Timmy's architecture evolution - [ ] Compare findings against current sovereign-orchestration design ### Tools - Gemini App → Deep Research mode - Refs: #737 (directional shift issue)
Timmy added this to the M5: Google AI Ultra Integration milestone 2026-03-30 01:56:40 +00:00
Timmy added the google-ai-ultrasovereigntyresearch labels 2026-03-30 01:56:40 +00:00
Timmy commented 2026-04-03 23:00:36 +00:00
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Audit: Google AI Ultra integration epic — these are aspirational proposals, not scoped work. Closing. Reopen individually with acceptance criteria if needed.

Audit: Google AI Ultra integration epic — these are aspirational proposals, not scoped work. Closing. Reopen individually with acceptance criteria if needed.
Timmy closed this issue 2026-04-03 23:00:36 +00:00
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Reference: Timmy_Foundation/the-nexus#744
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