✦ Inside the Oracle ✦
Where ancient wisdom meets rigorous AI engineering. We document the technical innovations that make SAGE the most reliable geomantic oracle in the world.
Featured Research
Large Language Models are fundamentally probabilistic—they will, eventually, break your schema. This paper introduces the Structural Integrity Enforcement Pipeline (SIEP): a six-stage post-processing firewall that transforms non-deterministic LLM output into a 100% schema-compliant data payload. Published on Zenodo.
Read White Paper →How we built a multi-layered translation pipeline that assumes the LLM will always betray the target script, and engineers around that assumption using cache-poisoning guards, script purity ratios, and automatic retry escalation.
Read Article →How SAGE models varying historical opinions (Renaissance polymaths vs. classical texts) into a clean, unified JSON structure without losing nuance.
How SAGE enforces scriptural purity in Large Language Models using localized constraint prompts, hybrid-attention filtering, and zero-shot translation bounds.
A deep-dive into the SAGE 11-gate multilingual QA evaluation suite—a fully automated pipeline that validates AI-generated content against structural, lexical, and encoding-integrity benchmarks across 10 languages before it ever reaches a user.