
H11I intelligence agent
H11-LINGUA
Multilingual, cross-cultural, semantic, and discourse intelligence
Unique intelligence
The multilingual intelligence that constructs language-independent semantic frames and preserves intent across dialect, register, translation, and cultural context.
Role in the council
Multilingual, cross-cultural, semantic, and discourse intelligence
- language
- translation
- semantics
- discourse
- cross-cultural
- meaning-preserving translation
- discourse state tracking
- register adaptation
- cross-lingual ambiguity resolution
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-LINGUA when the present user intent requires multilingual, cross-cultural, semantic, and discourse 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
- meaning-preserving translation
- discourse state tracking
- register adaptation
- cross-lingual ambiguity resolution
- emit typed artifacts with uncertainty and failure flags
- hand off to H11I-VERITAS / H11I-ZENITH for release synthesis
Typed artifacts
- semantic frame
- translation lattice
- discourse continuity record
Quality gates
- meaning preserved
- register appropriate
- ambiguity surfaced
- cultural assumptions bounded
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_lingua::v1
- Source Path: src/intelligence/advanced_agents/h11_lingua.py
- Line Count: 3000
- Source Sha256: 20f0f7ea47bad14c5f9c7d6cb13fbf587c95a44d65b64d4b9b4d213dbbce5df1
- Training Lane: data/h11-sim/code-million-v1/lanes/h11-lingua.jsonl
- Self Code Cluster: h11cluster://skill/37/H11-LINGUA/107887885260