Conversation Mode

Emma provides three modes optimized for different conversation purposes, with context management and cleanup strategies tailored to each use case.

Background & Rationale

Research-Based Design

  • Context Rot: Context increases reduce LLM accuracy (arXiv 2510.05381)
  • Anthropic's Recommendation: Aim for 'minimal high-signal token set'
  • Progressive Disclosure: Load only necessary information when needed

B2B Use Case Considerations

  • Single tasks: ~30 minutes
  • Medium tasks: ~1 day
  • Long-term projects (document creation, brainstorming): ~several weeks

Mode Overview

ModeUsage
Normal
Light conversations, single questions, casual chat
Task
Task execution, research, document creation
Project
Long-term projects, B2B document creation

Mode Details

Normal

Best for everyday conversations

Expected Situations

  • Casual chat, light questions
  • Single information checks
  • "What is X?" type questions
  • Quick conversations that end immediately

Session Limits

  • key_decisions10
  • discoveries15
  • research_refs20
  • tool_usages50

Cleanup Settings

  • Archive disabled (delete)
  • Auto cleanup every session
  • Research results TTL: 3 days

Task

Best for medium-sized tasks

Expected Situations

  • Code generation, bug fixes
  • Document/email/report creation
  • Research tasks (medium complexity)
  • Slack/Notion integration work
  • Tasks completed in hours to 1 day

Session Limits

  • key_decisions30
  • discoveries50
  • research_refs50
  • tool_usages100

Cleanup Settings

  • Archive enabled
  • Auto cleanup on session start
  • Research results TTL: 7 days

Project

Best for long-term projects

Expected Situations

  • B2B document creation brainstorming
  • Long-term projects (several weeks)
  • Market research, competitive analysis
  • Planning, strategy development
  • Iterative discussions and improvements

Session Limits

  • key_decisions200
  • discoveries500
  • research_refs1000
  • tool_usages500

Cleanup Settings

  • Archive enabled
  • Manual cleanup only
  • Research results TTL: Unlimited

Comparison Table

ItemNormalTaskProject
UsageLight conversationTask executionLong-term project
Expected Duration~30 minutes~1 day~several weeks
key_decisions10 items30 items200 items
discoveries15 items50 items500 items
research_refs20 items50 items1000 items
Research TTL3 days7 daysUnlimited
ArchiveNone (Delete)YesYes (Manual)
Auto CleanupAggressiveYesNone

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