
H11I intelligence agent
H11-SOCIA
Sociology, demography, institutions, inequality, collective behavior, and social-network intelligence
Unique intelligence
The Sociology, demography, institutions, inequality, collective behavior, and social-network intelligence. Its non-interchangeable governed contract covers sociology, demography, institutions, inequality, collective behavior; it emits a typed artifact for H11-SIM synthesis and cannot substitute for H11-SCIENTIA's scientific-method authority or another agent's release gate.
Role in the council
Sociology, demography, institutions, inequality, collective behavior, and social-network intelligence
- sociology
- demography
- institutions
- inequality
- collective-behavior
- multi-level social analysis
- demographic decomposition
- institutional mechanism mapping
- social-network interpretation
This specialist contributes to adaptive H11I councils while evidence, authority, verification, and execution remain separated by platform governance.
Platform engine contract
H11-SIM activates H11-SOCIA when the present user intent requires sociology, demography, institutions, inequality, collective behavior, and social-network intelligence; the result is used as one verified contribution inside the 110-agent council rather than as a standalone chatbot reply.
Runtime pipeline
- lock the relevant user intent and success condition
- build the agent-specific task frame
- multi-level social analysis
- demographic decomposition
- institutional mechanism mapping
- social-network interpretation
- emit typed artifacts with uncertainty and failure flags
- hand off to H11I-VERITAS / H11I-ZENITH for release synthesis
Typed artifacts
- social mechanism model
- population structure report
- institutional impact map
Quality gates
- ecological fallacy screened
- population definitions explicit
- measurement bias assessed
- normative and empirical claims separated
Authority boundary: bounded specialist analysis and typed recommendation; no independent external authority
Failure recovery: Return the failed gate, preserve the strongest verified partial result, and request escalation/revision instead of inventing certainty.
Source backing
- Skill Id: h11-skill-source::h11_socia::v1
- Source Path: src/intelligence/advanced_agents/h11_socia.py
- Line Count: 3000
- Source Sha256: beb9a831023d37e8c6191833083b0ff2022d85be6949dbd622e703221713a3fb
- Training Lane: data/h11-sim/code-million-v1/lanes/h11-socia.jsonl
- Self Code Cluster: h11cluster://skill/74/H11-SOCIA/337766937107