ThoxMigrateCloud → Edge, with proof.
ThoxMigrate is THOX.ai’s automated cloud-to-edge migration platform. Three parallel AI teams generate the architecture, the codebase, and the debrief — and your app moves to the THOX Edge Series™ and THOX Nova Series™ with one environment variable change.
One env var change. Customer changes API_BASE_URL from api.openai.com to thox-proxy.local. Same request schema, same response schema, different backend. Automatic rollback if anything degrades.
Powered by MeshCognition
Same SDK. Same calls. Routes · evals · falls back. ThoxOS.
Three parallel AI teams · MeshCognition
How ThoxMigrate works under the hood.
ThoxMigrate is built and operated by three parallel AI teams that share intelligence in real time over MeshCognition — the same fabric that powers agent teams on THOX edge devices. They converge on a collective migration solution for your codebase without back-and-forth user instructions.
Architecture & Strategy
Designs the overall system, agent team structure, migration workflow, and produces the management debrief for engineering and leadership stakeholders.
- Full system architecture covering five agent teams (Discovery, Compatibility, Migration, Validation, Deployment)
- Five-phase migration plan (Scan, Map, Shadow Test, Canary Migrate, Steady State)
- Management debrief with revenue model, competitive moat, and talking points
- Ecosystem map and engineering development queue
- A migration plan tailored to the customer’s codebase and cloud-AI footprint
Technical Implementation
Builds the running codebase: the FastAPI proxy server, the API scanner, the model matcher, the shadow tester, and the canary deployment orchestrator.
- FastAPI proxy server — transparent, OpenAI-compatible, zero customer-code changes
- API scanner that detects OpenAI, Anthropic, AWS Bedrock, Azure OpenAI, and Cohere call patterns
- Model matcher that maps cloud models to local equivalents with hardware requirements
- Shadow testing engine for dual-route comparison (cloud vs edge)
- Canary deployment orchestrator with automatic rollback on degradation
Documentation
Generates the human-facing materials so engineering, leadership, and field stakeholders can read, share, and trust the AI-generated plan.
- 15-slide presentation: “Cloud to Edge: Zero-Disruption AI Migration”
- Integration guide for the recommended migration plan
- Human-friendly debrief report with talking points
- Technical walkthrough for engineering teams
- Case study template ready to populate post-cutover
Real-time intelligence sharing
The real-time intelligence-sharing fabric used by the three ThoxMigrate AI teams. Each team operates in parallel and converges on a collective solution without reinforced directions or learning instructions from the user — the same fabric that empowers agent teams on THOX edge devices.
Five-phase migration process
Scan → Map → Shadow Test → Canary Migrate → Steady State.
Every phase is observable, gated, and reversible. No customer-app changes required — one environment variable change handles cutover; the canary orchestrator handles automatic rollback if any quality, latency, or cost gate trips.
Scan
The API scanner inventories every cloud-AI call across your repos — OpenAI, Anthropic, AWS Bedrock, Azure OpenAI, Cohere. Hash-only privacy mode keeps your code in your perimeter.
Map
The model matcher pairs each cloud model with a local equivalent on the THOX Edge Series (Pro · Pro Max · Pro Ultra) or THOX Nova Series, with hardware requirements and quality / cost deltas.
Shadow Test
The shadow engine dual-routes real production traffic to cloud and edge in parallel. Quality, latency, and cost deltas are measured before any customer-facing flip.
Canary Migrate
The canary orchestrator ramps traffic to the edge route with quality, latency, and cost gates. Automatic rollback if any gate trips.
Steady State
Cutover complete. The proxy stays in front of every workload, with the reversal lever, audit log, and shadow re-tests on tap.
Drop-in usage
Swap API_BASE_URL from api.openai.com to thox-proxy.local. Same SDK, same calls.
Five agent teams in your deployment
- Discovery — Inventories cloud-AI calls in the customer codebase and produces the migration target list.
- Compatibility — Verifies request/response schema parity and call-pattern coverage between cloud and edge.
- Migration — Generates the proxy configuration, model mappings, and routing policy.
- Validation — Runs shadow eval, canary, and quality / latency / cost gates before cutover.
- Deployment — Owns the steady-state rollout, reversal lever, and audit log.
Zero-alteration architecture
Customer app → proxy → THOX Edge Series + Nova Series.
One change to API_BASE_URL (e.g. from api.openai.com to thox-proxy.local). That’s the entire customer-side delta. Same request schema, same response schema, different backend.
Keep your OpenAI / Anthropic / Cohere SDK calls exactly as they are.
Drop-in OpenAI-compatible. Routing policy: intent match, quality gate, latency budget, vendor lock, cost ceiling, per-tenant override.
Edge-resident inference on your THOX Edge Series (Pro · Pro Max · Pro Ultra) and Nova Series hardware. ThoxOS routes to the right model and SKU.
Shadow-eval results must clear the configured quality threshold before traffic flips.
Per-intent p50/p95 budgets enforced at the proxy. Out-of-budget calls fall back to the cloud.
One switch returns the workload to its prior cloud route. Audited, attributed, and instant.
Inside the dashboard
One surface for the whole pipeline.
Scan, Map, Shadow Test, Canary Migrate, Steady State — every phase observable from the same place. Numbers and repository names below are illustrative; the demo customer (NeuralQuantum.ai) is not a real ThoxMigrate customer.
Dashboard — Migration Command Center
KPIs, live data flow, top endpoints, active migrations, activity feed.
- Active migrations · Proxy calls / 24h
- Quality vs cloud · Savings / mo
- Edge nodes · Cloud calls blocked
Scan — Discovery
Repo scan with vendor detection (OpenAI, Anthropic, AWS Bedrock, Azure OpenAI, Cohere). Hash-only privacy mode keeps code in your perimeter.
- neuralquantum/control-plane · 27 findings
- neuralquantum/edge-runtime · 11 findings
- neuralquantum/agent-router · 8 findings
Models — Compatibility
Cloud-to-edge model pairing with quality, latency, cost deltas, and THOX target tier — Edge Series (Pro · Pro Max · Pro Ultra) and Nova Series.
- gpt-4o → qwen3-32b · Pro Ultra
- claude-sonnet-4 → llama4-70b · Pro Ultra
- text-embedding-3-large → bge-m3 · Pro
Shadow — Validation
Dual-route real production traffic to cloud and edge in parallel. Measure quality, latency, and cost deltas before any flip.
- Asset diagnostics · qΔ +0.6 · −94% cost
- Pipeline reasoning · qΔ +0.2 · −91% cost
- SCADA semantic search · qΔ +0.4 · −98% cost
Migrations — Canary & Cutover
Ramp traffic to the edge route behind quality, latency, and cost gates. Automatic rollback if any gate trips.
- mig_018 · canary · 25% · healthy
- mig_016 · cutover · 100% · healthy
- mig_017 · shadow · observing
Proxy — Steady State
Drop-in OpenAI-compatible proxy with routing policy and fallback metrics. Reversal lever, audit log, and shadow re-tests on tap.
- /v1/chat/completions · 84.1k · p50 240ms
- /v1/embeddings · 28.4k · p50 88ms
- /v1/messages · 19.2k · p50 310ms
Access tiers · ThoxMigrate platform
Three access tiers. Pricing set on admission.
ThoxMigrate is granted only to admitted accounts. Every admission includes the ThoxMigrate platform — proxy, scanner, matcher, shadow tester, canary orchestrator — plus the AI-generated migration plan, codebase, and human debrief. Pricing is set by THOX.ai on admission and is not published. Sign up below to request access and receive a quote.
Pilot Access
Single team, 1 cloud vendor, ≤ 5 intents
Granted on admission · 90-day pilot window
- ThoxMigrate platform access for one team
- API scanner run on one repository (hash-only)
- Shadow Test batch with cloud-vs-edge quality + cost report
- Sandbox proxy endpoint for one migration
- 15-slide cloud-to-edge migration deck for the pilot
- Onboarding workshop with the ThoxMigrate platform team; email support
Production Access
Most commonDepartment, multi-vendor, ≤ 50 intents
Annual access · production-grade platform usage
- Everything in Pilot Access
- Canary Migrate orchestration with quality / latency / cost gates
- Multi-vendor proxy, governance policies, edge-fleet integration
- Recurring office hours with the ThoxMigrate platform team
- Quarterly business review
- 99.9% SLA, business-hours support
Enterprise Access
Org-wide, regulated industries
Annual access · enterprise platform usage
- Everything in Production Access
- Dedicated edge fleet integration and named platform contact
- SSO + SCIM, DPA + BAA, custom retention
- Embedded migration architect office hours
- Audit-grade telemetry and incident-response runbook
- 24×7 support
Tier admission is reviewed by the ThoxMigrate platform team. Commercial terms, SLAs, and retention windows live in the access agreement. THOX.ai does not list ThoxMigrate pricing publicly.
Apply for ThoxMigrate access.
ThoxMigrate is owned and operated by THOX.ai LLC, distributed only to admitted accounts. Sign up, request access, and the platform team will review your fit. If accepted, your team is onboarded into a Pilot, Production, or Enterprise access tier and receives a portal link, proxy credentials, and an access agreement.
- Apply for access. Use the form on this page to submit your request — company, role, target use case, cloud vendors, and edge status.
- Platform review. The ThoxMigrate platform team reviews fit, prerequisites, and the appropriate access tier within 2–3 business days.
- Onboarding. Accepted accounts receive a portal link, proxy credentials, and a kickoff workshop with the platform team.
- Run in your perimeter. Your team uses the ThoxMigrate platform inside your own infrastructure. THOX.ai never sees plaintext customer traffic.
Three access tiers
- Pilot — single team, one cloud vendor, ≤ 5 intents.
- Production — department, multi-vendor, ≤ 50 intents, 99.9% SLA.
- Enterprise — org-wide, regulated industries, dedicated edge fleet, 24×7 support.
Where your data stays
- · Source code & prompts: in your perimeter
- · Vendor keys: in your vault
- · Plaintext traffic: never reaches THOX.ai
Sign up · request access
Apply for ThoxMigrate access.
ThoxMigrate is THOX.ai’s automated cloud-to-edge migration platform. Tell us about your team, your cloud-AI footprint, and the migration you want to run. The platform team will review your fit and respond within 2–3 business days with the right access tier and pricing.
- Sign up & request access. Submit the form; the ThoxMigrate platform team reviews it.
- Tier admission. Accepted accounts are onboarded into Pilot, Production, or Enterprise access.
- Run in your perimeter. Your team uses ThoxMigrate inside your own infrastructure. THOX.ai never sees plaintext customer traffic.
- One env var change. Swap
API_BASE_URLfromapi.openai.comtothox-proxy.local. Same request schema, same response schema, automatic rollback if anything degrades.
FAQ
Common questions.
ThoxMigrate is THOX.ai’s automated cloud-to-edge migration platform. Three parallel AI teams — Architecture & Strategy, Technical Implementation, and Documentation — coordinate over MeshCognition to produce the migration plan, the running proxy/scanner/matcher codebase, and the human debrief. AI software companies migrate from cloud APIs (OpenAI, Anthropic, Bedrock, Azure OpenAI, Cohere) to the THOX Edge Series™ and THOX Nova Series™ with a single API_BASE_URL change.
Proprietary technology
Intellectual Property Protection
All content, technology, and materials on this website are protected by U.S. and international intellectual property laws. The technologies described herein, including MagStack™ clustering and ThoxOS™ operating system, are proprietary trade secrets protected by intellectual property laws.
You may not reverse engineer, disassemble, decompile, decode, or otherwise attempt to derive the source code, algorithms, data structures, or underlying ideas of any THOX.ai hardware, software, or technology. See Terms of Service.
ThoxMigrate is owned and operated by THOX.ai LLC, distributed only to admitted ThoxMigrate accounts. THOX.ai®, ThoxOS®, MagStack®, MeshStack®, ThoxMigrate™, the THOX Edge Series™, and the THOX Nova Series™ are marks of THOX.ai LLC. All other trademarks are the property of their respective owners.