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AvailableMuhammad Nurunnabi JewelFounder · W3J LLCRemote · Kuala Lumpur--:--:-- UTC
Callsign1/4Sys online
aka MN Jewel · 10y ops · IT polymath · AI engineer · builder of Bijou AI

I build digital employees.

I build production multi-agent AI systems — for enterprises and Malaysian SMEs alike. Shipped, with receipts. Not demos.

6
Products shipped
97%
Review accuracy
95%
Manual work cut
24/7
Bijou uptime
ShippingBijou AIInterviewOSMenuMuze
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01 · Signals

Real impact

What clients and peers say about the work — paraphrased from real feedback.

$15K quote → shipped free
A 20-year veteran quoted us $15K to automate our sales data entry and accounting. Jewel built it with Google Sheets and Forms — for free. He calls himself a 'ducttape programmer.' Honestly? It just works. That's rare.
SE
Senior Engineer
20+ yrs · reviewed the build
AI bill → ~$2K/mo, no limits
Our AI and API costs were spiraling, with usage caps throttling us at the worst times. Jewel re-architected the whole thing — capped us near $2K a month with no usage or rate limits. Same capability, a fraction of the bill.
OL
Operations Lead
Enterprise AI team
Honest broker · right stack
He talks in plain language, knows every tool worth knowing, and always recommends the right stack — even when it's free open-source instead of something he'd profit from. He'll self-host and match the scale of any expensive cloud. Passionate over profit — a dev you can truly rely on.
F
Founder
Repeat client

Products shipped in production

Bijou AIInterviewOSMenuMuzePunchClock

Testimonials paraphrased from real client & peer feedback; names withheld on request.

Manifest / production

Systems in operation

Six products shipped and in build under the studio — each one live software with users, not slideware.

S-01LIVE

Bijou AI

SaaS · WhatsApp · Multi-agent

24/7
Digital employee

A WhatsApp & Telegram 'digital employee' for Malaysian SMEs. Replies in Manglish, qualifies leads, and books appointments around the clock — flat RM299/mo, live in 15 minutes.

Next.jsFastAPISupabaseRailwayTRACE
S-02LIVE

InterviewOS

Automation · Vision · GPT-4

97%
Review accuracy

Hiring-review automation that collapses 40 hours of manual screening into 2 hours a month at 97% accuracy — running across multiple businesses with zero compliance incidents.

PythonApps ScriptGPT-4Cloud Vision
S-03LIVE

MenuMuze

SaaS · Concierge · Supabase

24/7
AI front-of-house

A multi-tenant AI dining concierge that runs front-of-house 24/7 — menu intelligence, dietary awareness, and order flow, with an operator analytics dashboard.

ReactSupabaseStripeNext.js
S-04DEPLOYED

PunchClock

Automation · Biometrics

95%
Manual work cut

End-to-end payroll automation with biometric attendance sync. Cuts monthly processing from 40 hours to 2, with audit-ready reporting and anomaly alerts.

PythonBiometrics APIPostgreSQL
S-05IN BUILD

ArtisanAI

Generative AI

In build

Generative AI product in active development. Final copy and metrics to confirm.

PythonLLMs
Coming online
S-06IN BUILD

GitLaunch-AI

Developer tooling

In build

AI-assisted project-launch tooling in active development. Final copy and metrics to confirm.

PythonLLMs
Coming online
Readout / outcomes

Measurable outcomes

Numbers from shipped software, not slides — every figure traces to a product with users.

0%
Manual work cut

InterviewOS & PunchClock collapse 40 hours of monthly processing into 2 — biometric sync, audit-ready output.

0%
Review accuracy

InterviewOS screening runs across multiple businesses with zero compliance incidents to date.

0 min
Time to live

Bijou AI onboards a Malaysian SME to a working WhatsApp digital employee in a quarter of an hour.

0
Products shipped
0/7
Always-on
0 RM
Bijou / month
0
Agent pipeline
04 · Capabilities

Neural frameworks

From the operations floor to enterprise AI architecture — fluent in both the POS and the ML pipeline.

Multi-agent architecture

Autonomous agent systems with LangChain and LangGraph. Orchestrated pipelines that plan, execute, and self-correct — the backbone of the proprietary TRACE reasoning framework.

LangGraphLangChainTRACEOpenClaw

Conversational & voice AI

Production chat agents that hold context and code-switch. Bijou AI replies in Manglish over WhatsApp and Telegram, qualifies leads, and books appointments 24/7.

GeminiWhatsAppFastAPI

Full-stack product

Shipped multi-tenant SaaS with real users — Bijou AI, MenuMuze, and InterviewOS — built on Next.js, TypeScript, and Supabase.

Next.jsTypeScriptSupabaseStripe

Cloud & DevOps

Scalable infrastructure across GCP, AWS, and Railway. Docker containerization and durable state for always-on agent workloads.

GCPAWSDockerRailway

Business automation

Workflow automation that removes hours of manual work — PunchClock and InterviewOS cut 40-hour monthly processes to 2 with audit-ready output.

PythonApps Scriptn8nCloud Vision

RAG & retrieval

Retrieval-augmented pipelines with vector search feeding grounded, source-aware responses inside the TRACE multi-agent flow.

RAGVector DBEmbeddings
PythonLangChainLangGraphOpenAIClaudeGeminiVertex AIRAGVector DBTRACEEmbeddingsPythonLangChainLangGraphOpenAIClaudeGeminiVertex AIRAGVector DBTRACEEmbeddings
FastAPIPostgreSQLSupabaseDockerGCPAWSAzureRailwayRedisRESTWebSocketsFastAPIPostgreSQLSupabaseDockerGCPAWSAzureRailwayRedisRESTWebSockets
Next.jsReactTypeScriptTailwindVercelOpenClawn8nMCPGSAPFramer MotionNext.jsReactTypeScriptTailwindVercelOpenClawn8nMCPGSAPFramer Motion
05 · Origin

Why I build

Technology isn't about disruption. It's about salvation.

When doctors couldn't diagnose my mother's condition, I fed her medical records into AI systems. The AI identified a treatment pathway they had missed. I organized an international medical journey. Today she is alive because of technology. This is why every line of code matters.

Born in Saisanga, Faridganj, Bangladesh — a village without electricity until I was in Class 5. No computer until college. Zero formal CS education. A perfect 5.0/5.0 GPA despite cycling 5–6 miles daily through harsh conditions. Self-taught from zero to building enterprise AI systems.

Won first place in a competitive English course where the prize was a laptop, against students from Dhaka with far better backgrounds. The laptop never came, but I built fluent, neutral-accented English. The real prize is the skill you develop.

Progressed from waiter to Operations Manager — 50+ staff, $1M+ P&L. I lived the industry's pain: clumsy POS, manual inventory, error-prone payroll, and led the digital transformation that fixed them. I don't build features. I solve problems I've personally lived.

06 · FAQ

Questions, answered

The things AI buyers actually ask before they commit.

How do you handle data privacy and NDAs?
Every engagement can run under NDA. Client data and proprietary logic stay isolated from public models — and when it matters, I self-host the whole stack so nothing leaves your environment.
Will I get locked into expensive cloud or API bills?
No. I default to the right stack for the job — including free, open-source, and self-hosted tooling — and can match the scale of expensive cloud platforms at a fraction of the cost. I've capped a spiralling AI bill to roughly $2K/month with no usage or rate limits.
What's your engagement model?
Fixed-scope builds or ongoing work, run in weekly sprints with live demos and total transparency. Automation pilots ship in weeks; larger multi-agent systems in one to three months.
Who owns the code?
You do — full source ownership, handed over. No black boxes, no rental traps.
What does it cost?
From a fixed-price automation to an enterprise multi-agent build. My flagship product, Bijou AI, starts at RM299/month. I recommend the honest, right-sized option — not the most expensive one.
Why work with a self-taught operator?
Because I ran the floor before I wrote the code. I speak plain language, solve creatively, and build systems I'd rely on myself — passionate about the problem, not the invoice.
07 · Contact

Let's build together

Available for remote opportunities worldwide. Whether you need an AI Solutions Architect, Full Stack Developer, or Digital Transformation Consultant who understands both business operations and cutting-edge technology.

Quick Schedule

Book a 15-30 min discovery call directly on my calendar

Try first — ask the AI

Ask W3J-Bot anything about the work.

A real LLM with the full portfolio, products, and metrics baked in. Answers in the same control-room voice as the site. For a personal reply, use the form below.

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Current Status

Available for remote opportunities
Open to relocation (Singapore, Canada, Australia, Europe, NZ, Japan)
Currently: Kuala Lumpur, Malaysia

"I build systems that solve real problems, not just technical demos. Let's connect if you need a developer who understands both the business floor and the tech stack."

— Muhammad Nurunnabi Jewel (W3JDEV)

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© 2026 Muhammad Nurunnabi Jewel (W3JDEV). All rights reserved.