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Research Program

Focus Areas

  • Multi-agent coordination and consensus algorithms
  • Memory systems for agent continuity (RAG, hierarchical, G-Memory)
  • Prompt optimization for structured output and tool use
  • Agent evaluation methods and automated testing
  • Cost optimization (token efficiency, model routing)
  • MCP integration patterns and tool design

Current Priorities

  1. Make blitz-swarm consensus converge in fewer rounds
  2. Reduce agent timeout issues in subprocess invocation
  3. Improve G-Memory retrieval accuracy across research sessions
  4. Find better patterns for parallel agent coordination

Codebase Context

  • Blitz-Swarm: ~/Claude x LoveSpark/blitz-swarm/
  • Agent Swarm: ~/Claude x LoveSpark/AGENT-SWARM.md
  • Skills: ~/.claude/commands/
  • Mission Control: ~/lovespark-mission-control/
  • Research Swarm: ~/Claude x LoveSpark/research-swarm/

Quality Bar

  • Actionability score >= 6 to keep
  • At least 2 concrete code changes recommended
  • Techniques must be implementable without new heavy dependencies
  • Prefer simplicity over cleverness (Carmack style)