WHAT IS A FORWARD DEPLOYED AI DEVELOPER?
An FDE embeds inside a customer environment, configures LLM pipelines against real data, and owns production reliability end-to-end β translating vague executive problems into running AI systems, integrating with legacy infrastructure, building observability and guardrails, and staying until the customer's team can operate independently. FDE postings grew 800%+ in 2025; lab comp (midβsenior) runs $350Kβ$550K.
Production DeploymentLegacy IntegrationAI ObservabilityBusinessβAI TranslationEval Harness EngineeringEdge-First Architecture
EVAL HARNESS β DEMO-TO-PRODUCTION TRUST
The credential that separates βthe demo workedβ from βI'll stake production on it.β Solid outlines are measured numeric gates a build must clear to ship; dashed outlines are qualitative trust controls (compliance checks, tracing, cost guardrails).
NT Battery RUL
RΒ² β₯ 0.85
Pass gate (LSTM RUL)
MAE β€ 2.3d
Prediction error bound
F1 β₯ 0.90
Anomaly detection gate
243 runs
Tuning experiments
CPAC RevitβBOQ
ΰΈΰΈ£ΰΈ‘ΰΈΰΈ±ΰΈΰΈΰΈ΅ΰΈΰΈ₯ΰΈ²ΰΈ code check
BOQ compliance
LangFuse V3
Trace-level eval
TPQI RAG
Cost ceilings
Inference guardrails
OTel β CloudWatch
Pipeline tracing
Projects Catalog
34 verified projects across 9 industry verticals. Every project links to its real, deployed instance β click in to see the architecture, the stack, and details.
β² Vercelπ Railway
β ProductionNT Battery RUL Monitoring System
πNT Battery RUL AI Platform
ReactViteThree.jsMapbox+13
β² Vercel
β ProductionNT Facility 3D Manager UI
πNT Battery RUL AI Platform
ReactViteThree.jsMapbox GL+2
β² Vercel
β POCNT 3D Facility POC
πNT Battery RUL AI Platform
xeokit SDKIfcOpenShellIFC 4x3React+1
β² Vercel
β ProductionRoyal Rainmaking Mission Planning AI
πGovernment & Disaster Management
Next.jsFastAPIPyTorch (PINN)Python+3
β² Vercel
β ProductionGDAS AI Disaster Watch Dashboard
πGovernment & Disaster Management
Next.jsClaude APIVercelREST APIs+1
β² Vercel
β ProductionNDWC Smart Alert System
πGovernment & Disaster Management
Next.jsNode.jsVercelTailwindCSS
β² Vercel
β ProductionFarmBook AgriAnalytics Dashboard
πGovernment & Disaster Management
ReactViteMapbox GLAzure AI+4
β² Vercel
β Production1TOT Intelligence Dashboard
πGovernment & Disaster Management
Next.jsClaude APITailwindCSSVercel
β Cloudflare
β ProductionDisaster Project Data Framework
πGovernment & Disaster Management
Cloudflare WorkersTypeScriptCloudflare D1Cloudflare KV
β² Vercel
β ProductionAutonomous BIM AI Agent (CPAC)
πConstruction, BIM & Carbon
LangGraphFastAPINext.jsMCP+7
β Cloudflare
β ProductionCarbonScope β Embodied Carbon Intelligence
πConstruction, BIM & Carbon
Cloudflare WorkersCloudflare D1ReactTypeScript+2
β² Vercel
β ProductionPanel Plus β Thai Wood Sample ERP
πConstruction, BIM & Carbon
Next.jstRPCPostgreSQLTypeScript+2
β² Vercel
β ProductionFacility Management AI Platform
πConstruction, BIM & Carbon
Next.jsFastAPIPostgreSQLClaude API+2
β Cloudflare
β ProductionBIM Agent Service (Cloudflare)
πConstruction, BIM & Carbon
Cloudflare WorkersTypeScriptHono.js
β Cloudflareβ² Vercel
β ProductionThai Smart Weather Forecast Platform (TSWFP)
π€Thai Smart Weather Platform
Cloudflare WorkersWorkers AIFourCastNetGraphCast+4
β Cloudflare
β ProductionWindGlance Backend
π€Thai Smart Weather Platform
Cloudflare WorkersTypeScriptGeoJSONCloudflare KV
β² Vercel
β ProductionPM2.5 Intelligence Dashboard
π€Thai Smart Weather Platform
Next.jsClaude APIMann-KendallChart.js+2
β Cloudflare
β ProductionNVIDIA NIM β Anthropic SSE Proxy
π€AI Infrastructure & Dev Tools
Cloudflare WorkersTypeScriptServer-Sent EventsNVIDIA NIM API+2
β Cloudflare
β ProductionRemote MCP Server Infrastructure
π€AI Infrastructure & Dev Tools
Cloudflare WorkersMCP ProtocolTypeScriptJWT+1
β² Vercel
β ProductionSuperDoc AI β DOCX Editor
π€AI Infrastructure & Dev Tools
Next.jsMCPClaude APImammoth.js+2
β² Vercel
β ProductionCareerGraph Wiki MCP UI
π€AI Infrastructure & Dev Tools
Next.jsMCPClaude APID3.js (graph)+2
β² Vercel
β ProductionGraph RAG Resume Agent
π€AI Infrastructure & Dev Tools
LangGraphSupabasepgvectorNext.js+4
β² Vercel
β ProductionTersa AI Workflow Canvas
π€AI Infrastructure & Dev Tools
Next.jsReact FlowClaude APITypeScript+1
β² Vercelβ Cloudflare
β ProductionEnsimu β Agentic Multiphysics Simulation Platform
π€AI Infrastructure & Dev Tools
Next.jsLangGraphOpenFOAMTrame+5
β² Vercelβ Cloudflare
β ProductionAOT Property Management AI Dashboard
π’Property, Asset & Facility Mgmt
ReactViteNoto Sans ThaiPoppins+3
β² Vercel
β ProductionSCADA AI β Industrial Control Monitoring
π’Property, Asset & Facility Mgmt
ReactAVEVA Design SystemWebSocketChart.js+2
β² Vercelβ Cloudflare
β ProductionLiveKit Voice Agent Backend
π’Property, Asset & Facility Mgmt
FastAPILiveKitWebRTCCloudflare Workers+2
β Cloudflare
β ProductionHotel Walkie-Talkie CMMS
π’Property, Asset & Facility Mgmt
Cloudflare WorkersLiveKitTypeScriptHono.js+1
β² Vercel
β ProductionNotion AI Workspace Clone
π’Property, Asset & Facility Mgmt
Next.jsClaude APIPostgreSQLTailwindCSS+2
β Cloudflare
β ProductionBloodPlus LINE OA Civic Chatbot
π±Civic Tech, AgriTech & LINE Bots
Cloudflare WorkersLINE Messaging APITypeScriptHono.js+1
β Cloudflare
β ProductionLINE E-Commerce AI Chatbot
π±Civic Tech, AgriTech & LINE Bots
Cloudflare WorkersLINE Messaging APIGemini AITypeScript+1
β² Vercel
β ProductionCoinbase Developer Platform Wallet Dashboard
π±Civic Tech, AgriTech & LINE Bots
Next.jsCoinbase CDP SDKethers.jsTypeScript+2