Overview
SIC Tokens inject schemas as structured guards into LLMs, enforcing valid, schema-aware SQL with just a few lines of code. No retraining — just offline-first reliability for any agent stack that touches real data.
Traditional LLMs hallucinate table names, fabricate columns, and generate syntactically broken queries. SIC enforces constraints at the token level, producing only valid, schema-compliant SQL.
Architecture
Capabilities
Enforcing 90%+ valid SQL outputs
By constraining generation at the token level, SIC turns brittle NL→SQL into production-ready queries, cutting errors and schema hallucinations dramatically.
Hallucination-Proof Data Pipelines
That unlocks a path from toy agents → enterprise-grade decision support on the same infra. No model swaps. No retraining. Just structured constraints that make existing models reliable.
Drop-in Integration
A few lines of code. Works with any agent stack. Offline-first. Schema-aware from the first token to the last. No vendor lock-in, no cloud dependency.
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