TOO "Quest for AI at the Zenith of Technology, Education, Community & Humanity"

Investor Edition · Private AI Appliances

PRIVATE EDGE AI

Offline inference for regulated workflows. Fact‑grounded answers via local RAG. Zero‑Trace session purge. Predictable 5‑year TCO.

OFFLINE INFERENCE
EVIDENCE‑BASED OUTPUT
ZERO‑TRACE PURGE
PILOT‑LED GTM
EDGE MODULE SCHEMATIC
Execution
LOCAL ONLY
Data Trace
ZERO
Knowledge
ON‑DEVICE
Output
CONTROLLED

5‑Year TCO

Compare baseline cloud OPEX with an autonomous Edge node. Tune assumptions for your environment.

Economics

≈ 9× lower TCO

9.0×
Cloud: $19,800 vs Edge: $2,197 → −89% (5 years)
  • Cloud$330/mo × 60 = $19,800
  • Edge$2,000 + power = $2,197
  • Savings$17,603
Assumptions: Edge CAPEX $2,000; 15W continuous; 5 years. Cloud baseline includes storage + base inference.

Comparison

Cloud vs Edge

Cloud
$19,800
Edge
$2,197

ZERO‑TRACE

Zero‑Trace mechanics: session residue is purged across memory, indices, and temporary artifacts.

Session Purge

Full wipe after session

  • Drop in‑memory vector index / temporary collections (FAISS/Chroma)
  • Clear embedding caches and model KV cache
  • Delete temp parsing artifacts and files
  • Optional hard guarantee: process‑per‑session (kill process = wipe RAM)

Strict mode: если ответа нет в локальной базе — система обязана отказаться, без «додумываний».

Reference

Pseudocode

def clear_session_data(): vectorstore.delete_collection() torch.cuda.empty_cache() gc.collect() shutil.rmtree(TMP_DIR, ignore_errors=True)

Примечание: реализация зависит от стека. Цель — свести остаточные артефакты к минимуму и обеспечить управляемость.

Deployment Modes

Deployment modes for enterprise, on‑prem and air‑gapped environments.

Deployment

Standalone Edge Appliance

One node per site/team. Local access. Fully offline.

  • EXECUTIONLOCAL ONLY
  • DATA TRACEZERO (SESSION PURGE)
  • POWER~15W TARGET

Deployment

Local Network (LAN)

Team access inside LAN. No internet egress.

  • EXECUTIONLOCAL ONLY
  • DATA TRACEZERO (SESSION PURGE)
  • POWER~15W TARGET

Deployment

On‑Prem Datacenter

Deploy inside datacenter perimeter aligned with internal policies.

  • EXECUTIONLOCAL ONLY
  • DATA TRACEZERO (SESSION PURGE)
  • POWER~15W TARGET

Deployment

Air‑Gapped / Restricted Zones

No‑internet zones by design. Controlled updates and audit.

  • EXECUTIONLOCAL ONLY
  • DATA TRACEZERO (SESSION PURGE)
  • POWER~15W TARGET

Pilot acceptance test

Pilot (PoC) in 1–2 weeks on your documents. Success criteria: fact + document reference; otherwise the model must refuse.

PoC

1–2 Weeks

  • STEPLoad 5–10 representative documents (policies, SOPs, contracts)
  • STEPLocal ingestion: PDF→text→chunking→embeddings→Vector DB
  • STEPAcceptance query: must return a specific value/section from PDF
  • STEPAcceptance: answer includes source reference; no fact → refusal

Example

Fact‑Only Output

Q: What is the transaction limit for junior lawyers?

A: Junior lawyer transaction limit: {N} (source: “Internal Policy”, §X).

  • POLICYTOP‑3 RETRIEVAL · STRICT PROMPT
  • REFUSALIf no supporting fact is found — “Information is absent in local corpus”.

Solutions

Edge AI‑ассистенты закрытого контура для отраслей с чувствительными данными. Никаких облаков по умолчанию. Никаких логов диалогов. Никакого цифрового следа.

Medical

MedGuard Edge

Локальный диагностический ассистент. Поиск по протоколам и фармакологии. Защита данных пациентов (HIPAA/GDPR framing).

  • MODEOFFLINE / CLINIC EDGE
  • KNOWLEDGEPROTOCOLS / PHARMA LIBRARY
  • PRIVACYNO CLOUD · SESSION PURGE

Industrial

IndusCore Safe

Технический ассистент для режимных объектов и зон без интернета. Доступ к мануалам и SOP. Опционально: rugged / ex‑proof.

  • MODEAIR‑GAPPED / NO INTERNET
  • ACCESSMANUALS / DRAWINGS / SOP
  • FORMRUGGED · EX‑PROOF OPTION

LegalTech

LexVault Pro

Изолированный терминал для аудита договоров и комплаенса. Fact‑only ответы с привязкой к фрагментам документов. Zero‑Trace.

  • MODEISOLATED · OFFLINE
  • FUNCTIONCONTRACT AUDIT / COMPLIANCE
  • DATAEPHEMERAL · SESSION PURGE

FinTech

WealthMind Private

Персональный аналитик для Private Banking. Работа с VIP‑данными в локальном контуре. Без облака. Без логов. Без следа.

  • MODEPRIVATE · LOCAL DEPLOY
  • DATASENSITIVE FINANCE / VIP
  • PRIVACYNO CLOUD · ZERO TRACE

FAQ

Короткие ответы на частые вопросы. Для комплаенса и закупок.

Why edge instead of cloud LLMs?

In regulated workflows, data egress and jurisdiction risks block adoption. Offline edge removes that blocker by design.

How do you control hallucinations?

Fact grounding via local RAG (Top‑3 retrieval) + strict refusal policy when no evidence exists.

What is Zero‑Trace?

Session purge clears vector indices/caches and temporary artifacts; optional process‑per‑session for hard memory wipe.

How does the pilot work?

1–2 week PoC on customer documents, with acceptance criteria: evidence-backed answer or refusal.

What scales across verticals?

Single runtime + different knowledge packs/UX/compliance framing for each vertical.