44 feature flags, 20 externally inactive. KAIROS, Auto-Dream, UltraPlan, Coordinator, Bridge, Daemon, UDS Inbox, Buddy, plus anti-distillation and undercover mode.
Ralph Loop solved context rot but remains prompt-bound. This post maps the trajectory from ALAS autonomous parameter updates to Self-Evolving Agent loops, Multi-Agent Swarms with World Models, Korea's Ralphathon results (100K LOC, 70% tests, zero human keystrokes), and the concrete shift in developer roles from implementation to specification and verification.
RLHF, ReAct, Reflexion, LangGraph/AutoGen, Context Rot, Ralph Loop. Six generations of agent loop architecture — what each solved, what each broke, and why a Bash while-loop turned out to be the answer.
44 feature flags, 20 externally inactive. KAIROS, Auto-Dream, UltraPlan, Coordinator, Bridge, Daemon, UDS Inbox, Buddy, plus anti-distillation and undercover mode.
Ralph Loop solved context rot but remains prompt-bound. This post maps the trajectory from ALAS autonomous parameter updates to Self-Evolving Agent loops, Multi-Agent Swarms with World Models, Korea's Ralphathon results (100K LOC, 70% tests, zero human keystrokes), and the concrete shift in developer roles from implementation to specification and verification.
RLHF, ReAct, Reflexion, LangGraph/AutoGen, Context Rot, Ralph Loop. Six generations of agent loop architecture — what each solved, what each broke, and why a Bash while-loop turned out to be the answer.
Analysis of the LLM-as-Judge pattern for evaluating AI response quality, featuring multidimensional metric design, reliability verification, and strategies for position and verbosity bias.