Observability

Prompt

  • Instructions
  • Inference params
    • Samplingtemperature, top_k, top_p
    • Reasoningreasoning_effort
    • Response controlresponse_format, stop, max_tokens

Context

  • Dynamic composition
  • Compaction
  • Trimming
  • Offloading
  • Memory (cross-session)encoding, retrieval, consolidation

(LLM) Agent

  • Toolsincluding: skills, MCPs
  • Stateincluding non-LLM run contextpersistence: checkpoints
  • Workflow
    • Configrecursion limit, retry policy
    • Controlinterruption, resume, replay, forking
    • Sub-agentscontext sharing

Self-improving harness

  • Environment
    • Observationsreading files, terminal, logs
    • Controlpermissions, approvals
    • Runtimeisolation
  • Turn lifecyclehooks for: step, turn, session
  • Verification examples: linters, unit tests, LLM as a judge
Loop/goal

Interfaces

  • TUI / CLI
  • Desktop app
  • Messaging appsexamples: Slack, WhatsApp
  • Scheduled runscron, recurring tasks