Community Deep Dive: Architecture, KAIROS, Auto-Dream, Agent Teams
- Source ID:
src-20260409-037a8abb6277 - Kind:
analysis - Scope:
shared - Origin:
community-analysis - Raw path:
sources/raw/community-deep-dive-architecture-kairos-auto-dream-agent-teams__src-20260409-037a8abb6277.md - Status:
active
Summary
Community analysis document covering Claude Code architecture, internals, and leak analysis. See extracted entities and claims below.
Tags
architecture five-layer tools
Extracted entities
- Auto Mode Classifier (service): Two-layer defense for auto mode: (1) server-side input probe scans tool outputs
- Speculation Engine (service): Pre-runs predicted user commands before Enter is pressed. Forks a background API
- ULTRAPLAN (service): Remote planning system that offloads complex planning to a Cloud Container Runti
- Five-Layer Architecture (concept): Claude Code's clean five-layer separation: (1) Entrypoints (CLI/Desktop/Web/SDK/
- Agent Teams (service): Multi-instance coordination layer with 3 execution models, 13-operation Teammate
Extracted claims
- [fact] Auto mode classifier has 17% false-negative rate on overeager actions
- [lesson] KAIROS and ULTRAPLAN form a two-speed system (fast/slow thinking)
- [fact] Claude Code is a platform runtime, not a thin API wrapper
- [fact] Speculation engine pre-runs commands in filesystem overlay
- [fact] Seven distinct task isolation variants exist in the source
Extracted relations
- Claude Code --[implements]--> Five-Layer Architecture
- Claude Code --[contains]--> Auto Mode Classifier
- Claude Code --[contains]--> ULTRAPLAN
- Claude Code --[contains]--> Speculation Engine
- KAIROS --[uses]--> ULTRAPLAN