MAYA

LeptonX · Product

Resonant Wave
Communications

Connecting with the personal language of your heart.

Maya is not an answer machine. She is the point at which eight streams of intelligence converge into a single, clear voice — calibrated to you, refined by every conversation.

Maya's voice response is the particle — discrete, localized, specific to one patient at one moment. But she emerges from the superposition of multiple wave-like input streams that constructively interfere and collapse into that single coherent response when a patient asks a question. The act of querying is the measurement that collapses the wavefunction.
The Input Waves

Eight distinct streams of intelligence — seven from knowledge, one from lived experience — converge in real time to form each response Maya speaks.

λ₁ — 420 nm
Voice Signal

Parakeet STT captures the raw acoustic waveform and converts speech to text with sub-100ms latency, preserving the cadence and urgency of the patient's voice.

λ₂ — 470 nm
Structured Records

FHIR-sourced allergies, medications, care teams, and conditions — queried from a local SQLite database in under 10 milliseconds. Zero hallucination risk.

λ₃ — 540 nm
Clinical Documents

The full RAG pipeline — BGE-M3 embeddings, Qdrant vector search, cross-encoder reranking — retrieving the most relevant clinical notes, imaging reports, and pathology results.

λ₄ — 560 nm
Language Model

Qwen 3.5 running locally on the DGX Spark — 128GB unified memory, zero cloud dependency. The reasoning engine that synthesizes all streams into natural speech.

λ₅ — 590 nm
Voice Synthesis

Kokoro TTS renders Maya's response with natural prosody and warmth — not a robotic readout, but a voice calibrated for clarity and compassion.

λ₆ — 620 nm
Safety Guardrails

The hallucination guard and query classifier ensure Maya never fabricates medical facts. When she doesn't know, she says so — clearly and immediately.

λ₇ — 660 nm
Anatomical Intelligence

A live 3D anatomy bridge maps spoken medical terms to interactive anatomical structures — Maya can show you exactly what she's describing. Explore LeptonX-Ray Vision →

λ₈ — 700 nm
Conversational Memory

Maya doesn't just answer — she remembers. Every conversation deepens her understanding of your concerns, your language, your life. The eighth wave isn't data she was given. It's knowledge she earned by listening.

Grows over time

The other seven waves carry what Maya knows.
This one carries what she has lived through with you.

Every voice session compounds into a sovereign memory that grows richer over days, weeks, months, and years. Maya extracts facts, preferences, emotional context, and life circumstances — then retrieves them naturally when they matter most.

Session 1 · Day 1
"My daughter's wedding is in June, and I'm worried the treatment schedule might conflict."
Session 4 · Week 2
"The nausea has been worse in the mornings. I can't eat until noon most days."
Session 9 · Week 5
"I've actually gotten used to the port access. It doesn't bother me anymore."
Session 14 · Week 8
Maya: "Your next scan is two weeks before the wedding. Last time we spoke, the morning nausea had been improving — has that continued? And I remember the port access was getting easier for you."

The Particle

Eight waves. One moment. One voice. When a patient speaks, the superposition collapses — medical precision, personal memory, and human warmth fused into a single, coherent response that could only exist for this patient, at this moment, with this history.

Resonance Architecture
01
Physical Resonance

Every component runs on a single sovereign device — no cloud, no third-party inference, no data leaving the patient's control. The DGX Spark is the resonant cavity.

02
Acoustic Resonance

Sub-250ms voice activity detection. Streaming token-by-token TTS. Maya doesn't batch-process — she speaks as she thinks, the way a human would.

03
Emotional Resonance

Short first sentences. Natural cadence. Clinical precision wrapped in human warmth. Maya doesn't read reports — she translates them into the language of care.

04
Patient Resonance

Maya vibrates at the frequency of your specific life. She remembers your fears, tracks your milestones, learns how you process information, and recalls what matters to you — not because she was programmed to, but because she listened.

100%
Local Processing
0 ms
Cloud Dependency
96.6%
Benchmark Accuracy
Memory Persistence

Every patient deserves a voice
that remembers theirs.

LeptonX is building sovereign healthcare intelligence — one wave at a time.

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