Second-Generation Ceiling
- Entity ID:
ent-20260419-242bb202a246 - Type:
concept - Scope:
shared - Status:
active - Aliases: 2nd-gen ceiling, human-verifier compound failure
Description
The fundamental architectural limit Nam names: Claude Code represents the pinnacle of 2nd-generation agents — prompts and workflows refined to the extreme with human as the verification agent. As long as the verifier is human, compound success rate converges to zero at scale (e.g., 0.99^400 ~= 1.8%). The shift to 3rd generation is an architecture argument, not a model-capability argument.
Key claims
- 3rd-gen verification with 2nd-gen infrastructure is what hooks and star-chambers approximate
- Compound reliability is the structural limit of human-verified agents
Relations
- Three-Generation Agent Taxonomy --[informed_by]--> Second-Generation Ceiling
- Second-Generation Ceiling --[related_to]--> Claude Code