Learning Ladder
Evolution of LLM autonomy from simple loops to engineered execution harnesses.
Pause Flow
Reset
L0: CORE LOOP
[TXT]
OBSERVE
THINK
ACT
EVOLVE
L1: TOOL CALL
[JSON]
PARSER
TOOL DISPATCH
SCALE
L2: MEMORY
[VCTR]
VECTOR DB
RETRIEVER
SECURE
MODEL
LOGS
PERMS
RECOVERY
SESS
L3: HARNESS
[SYS]
CONTINUOUS FEEDBACK
Interactive Diagram
Click on any stage node to explore its architecture, requirements, and system capabilities.