Applied AI Engineering Consultancy — Malaysia

Your team doesn’t need more AI theory.
It needs to build with it.

Byte Forge runs two-day applied AI workshops and builds custom AI systems — retrieval-augmented generation, fine-tuning, agentic workflows, and WhatsApp lead engines — for Malaysian teams who want working systems, not slideware.

2-day hands-on format4 capstone tracksIn-house delivery, Klang ValleyEngineer-led, hands-on

Not an engineering team?

We also work with business owners.

Running a small or mid-sized company? We have a two-day workshop designed specifically for non-technical decision-makers — no code, no prerequisites.

See the business track
Every module ships a working build
Your team leaves with running code you own
Scoped to your systems & data
Pre-workshop scoping on real use cases
Delivered in-house across Klang Valley
Kuala Lumpur & Selangor — or remote

Two lenses, one workshop

Built for the people who sign off — and the people who build

The same two days looks different depending on who you are — and both roles leave with what they came for.

For CTOs & Engineering Leads

Evaluate AI the way you evaluate any engineering decision

No hype, no vendor deck. Your team builds against your actual stack and data, so you can judge feasibility, cost, and risk from working evidence.

  • Working RAG and agent prototypes built on your documents by day two
  • A clear framework for when fine-tuning beats prompting — and when it doesn’t
  • Architecture, guardrails, and evaluation patterns you can take to production
  • Honest cost modelling: tokens, infra, and maintenance — before you commit
For HR & L&D Leaders

Training with outcomes you can actually report

Every participant leaves with artifacts, not attendance. The workshop is structured so progress is visible, measurable, and tied to business use cases.

  • Concrete deliverables per participant: code, pipelines, and demos
  • Syllabus tailored to your industry’s workflows during scoping
  • Post-workshop report on team progress and recommended next steps
  • 30-day follow-up channel so learning sticks after the room empties

What changes after two days

Business outcomes, not technology demos

Here’s the gap between where most teams are today and where a Byte Forge build takes them.

Before Byte Forge
After Byte Forge
Staff spend hours on repetitive writing and data entry
Same output in 30% of the time using AI-powered tools
WhatsApp enquiries go unanswered for hours
Automated qualification and instant routing to sales
Customer data scattered across PDFs and spreadsheets
One AI system that answers from your documents, citing sources
Considering hiring 1–2 more admin staff
A working automation prototype built in two days

Syllabus preview

Two days. First learn to work with AI — then ship a real MVP.

Day 1 is the same for everyone: how to prompt, iterate, challenge, and pick the right AI tool. Day 2 applies those skills to a capstone build chosen during scoping.

Day 1AI Foundations — the skills every team needs
D1-AMDay 1 · Morning

Working with AI

What AI can (and can’t) do, prompting guides that actually move output quality, and a hands-on tour of the AI-powered tools that have changed the most: Lovable, Genspark, Cursor.

You build:a shared prompting playbook + a small app built end-to-end with an AI app-builder
D1-PMDay 1 · Afternoon

From prompt to working output

Iterative prompting, challenging the model when it sounds confident but is wrong, structured output, and a simple way to know when an AI output is good enough to ship.

You build:a refined multi-turn prompt that solves a real team problem
Day 2Capstone — pick one, build a real MVP
CT1Day 2 · Build

RAG Knowledge System

Ground AI answers in your own documents — policies, SOPs, product catalogues — with a retrieval pipeline that cites its sources.

You build:a working RAG pipeline over your real documents, with source citations
CT2Day 2 · Build

Fine-Tuned Model

When prompting hits its ceiling. A real fine-tuning run with an eval set that proves whether the tuned model actually beats the prompted baseline.

You build:a fine-tuned model plus an eval set that proves it beats the baseline
CT3Day 2 · Build

Agentic Workflow

Multi-step agents with tool use, guardrails, and human-in-the-loop checkpoints — designed the way you’d design any production system.

You build:a working agent that plans, calls tools, and knows when to escalate
CT4Day 2 · Build

WhatsApp Lead Engine

Turn inbound WhatsApp enquiries into qualified leads automatically — capture, qualify, route, and hand off to sales with a full audit trail.

You build:an end-to-end lead qualification flow on the WhatsApp channel

The Byte Forge method

Why teams choose us over another AI webinar

We run workshops the way we run engineering engagements — scoped, hands-on, and accountable for what ships.

Build, don’t watch

Every module ends with a working artifact your team built with their own hands. If it doesn’t run, it doesn’t count — that’s the rule in the room.

Your data, your use cases

We scope before we teach. Your documents, your workflows, your customers — every exercise is assembled around your business.

Production mindset from hour one

Guardrails, evaluation sets, cost modelling, failure modes. We teach the parts most courses skip — the parts that decide whether AI survives contact with reality.

Accountable after the room empties

Thirty days of follow-up support, handover documentation, and a written roadmap. And if you want it built for real, our integration team picks up where the workshop ends.

Engagement options

Straightforward pricing, scoped in writing

Three ways to work with Byte Forge. Every engagement is confirmed with a written quote after a scoping call — no surprises.

Open enrolment

Individual Seat

Join a scheduled public workshop cohort

RM 1,900/ pax
  • Full 2-day workshop — Day 1 foundations + Day 2 capstone
  • Workshop materials & starter code
  • Certificate of completion
  • 30-day post-workshop Q&A channel
Reserve a Seat
Workshop + build

Custom Integration

Workshop, then we build the real system with you

Customscoped quote
  • Everything in Team Workshop
  • Production RAG, fine-tuning, or agent build-out
  • WhatsApp lead engine deployment
  • Handover documentation & knowledge transfer
  • Optional monthly retainer
Request a Quote

// indicative pricing — final quote follows the scoping call, in writing

Do you only run workshops, or do you also build custom AI systems?

Byte Forge delivers hands-on applied AI workshops and custom engineering integrations for businesses in Malaysia. By combining fine-tuned open-source models (such as Gemma and Qwen) on English-to-Bahasa Malaysia datasets, enterprise RAG architectures, and automated agentic testing workflows, Byte Forge helps technical teams deploy private, compliant, and benchmarked AI applications directly onto their existing infrastructure.

Each engagement includes pre-workshop scoping, all materials and starter code, a post-workshop progress report, and 30 days of follow-up support. Teams that want to go further can continue into a custom integration engagement with Byte Forge’s engineers.

Ready to make AI actually work in your business?

Message us on WhatsApp — tell us your team size and what you’re trying to automate, and we’ll come back with a scoped proposal within two working days. Not sure which workshop fits? We’ll map your use case to the right track — no technical jargon, no obligation.

// replies within working hours · no obligation · scoping call is free · Klang Valley & remote