Programmable. Cross-lingual. Audit-ready.
The first embedding API where every AI decision is auditable — built for banks, insurers, hospitals, and governments. Apply named actions to any query in any of 40+ languages, get back a shifted embedding and a signed receipt for every call.
One call. A signed receipt.
Steer any embedding with a named action — shift sentiment, remove bias, redirect intent. No retraining. No prompt engineering.
That’s what interpretable AI looks like in practice. Every decision becomes a mathematical trace you can inspect, defend, or undo. No vibes, no opacity, no guesswork — the AI’s behavior becomes something you can reason about, not just observe.
The operators themselves are named, composable, and portable across 40+ languages. Learn one, use it everywhere.
input sentence
sentence embedding
shifted embedding
transformed sentence
Illustrative. Real embeddings are 1024-dimensional. Every operator application is cryptographically signed and reversible.
Swahili, Korean, Amharic — three unrelated language families (Bantu, Koreanic, Semitic) across three scripts (Latin, Hangul, Ge’ez). From a 15M model that only saw Zulu.
CPU inference. No GPU, no cloud round-trip. Runs on a $50 phone. Your data never leaves the device.
Sentiment, negation, intent — composable transforms that transfer across languages. Every call signed, reversible, auditable.
The three inversions
A new class of AI.
Three bets the industry got wrong. Three results that change the valuation of every model trained under the old assumptions.
Capability isn't scale.
15M parameters beats InkubaLM-422M on Swahili intent and ties GPT-4o — from a model trained on isiZulu alone.
See Swahili head-to-headTrain structure once. Every language inherits it.
Zulu → Korean (61.7%). Zulu → Japanese (56.5%). Zulu → Hindi (60.3%). Zulu → Amharic (60.9%). No parallel data. No target-language training.
See cross-family matrixPrompts are blunt. Operators are algebra.
Name them. Compose them. Sign them. Reverse them. Nine independent claims in the provisional filing protect the controllable-embedding API as a product.
See the API spec