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33 field notes

Field notes from the AI frontier

Essays, breakdowns, and opinions from the team building agentic systems in production.

Notes from the build.
Showing 33 of 33 posts
Career

AI literacy vs AI engineering: what’s the difference (and which one do you need)?

AI literacy vs AI engineering: learn the real difference and figure out which one actually fits your career path.

August 5, 2026 Read
Career

The AI skills employers want from non-technical hires in Sri Lanka

Discover the AI skills employers want from non-technical hires in Sri Lanka, and how to prove you have them.

July 15, 2026 Read
Career

The AI skills Sri Lankan employers are actually hiring for in 2026

Find out which AI skills employers are hiring for in Sri Lanka right now, and how to build proof you have them.

July 15, 2026 Read
Career

The AI skills Singapore employers are actually hiring for

See exactly which AI skills Singapore employers are hiring for right now, and how to prove you have them.

July 15, 2026 Read
Career

The AI skill Singapore employers can’t find enough of (and it’s not coding)

Discover the AI literacy skills Singapore employers want most, and how non-technical candidates can prove they have them.

July 15, 2026 Read
Career

Is AI training worth paying for in Sri Lanka, or should you stick to free courses?

Tried free AI courses in Sri Lanka but still job hunting? Here's what changes when you pay for structured AI training instead.

July 2, 2026 Read
Career

Is AI training worth paying for in Singapore as a working professional?

Working in Singapore and weighing up paid AI training? Here's what makes a programme worth it in a market that demands proof before trust.

July 2, 2026 Read
Career

Is AI training worth paying for if you work in marketing, HR, or operations?

Work in marketing, HR, or operations and not sure if AI training is worth paying for? Here's what structured learning offers that YouTube can't.

July 2, 2026 Read
Career

Is AI training worth paying for in Singapore for graduates?

Weighing up AI training in Singapore as a graduate? Here's what actually differentiates candidates in a credential-conscious market.

July 2, 2026 Read
Career

How to vet an AI programme in Singapore

Before you commit to an AI programme in Singapore, ask these questions about curriculum, outcomes, instructors, and cost to vet it properly.

June 30, 2026 Read
Career

What to ask before you pay for an AI course in Sri Lanka

Before paying for an AI course in Sri Lanka, ask these questions about curriculum, outcomes, instructors, and cost so you choose with confidence.

June 30, 2026 Read
Career

What to ask before you pay for an AI course for professionals

Before you pay for an AI course for professionals, ask these questions about fit, format, instructors, and cost so you choose with confidence.

June 30, 2026 Read
Career

Do you need to learn to code to keep up with AI at work?

Wondering if you need to learn to code to keep up with AI at work? Here is the honest answer, and what actually closes the gap instead.

June 25, 2026 Read
Career

Should you go back to school for AI, or build a portfolio instead?

Weighing a bootcamp vs degree for AI skills in Sri Lanka? See what actually proves you can do AI work, and how each path measures up.

June 25, 2026 Read
Career

What actually signals AI competence to Singapore employers in 2026

What actually signals AI competence to Singapore employers in 2026? A practical look at what proves AI skill beyond a degree or certificate.

June 25, 2026 Read
Career

Is AI training worth paying for in Sri Lanka for working professionals?

Already employed in Sri Lanka and wondering if AI training is worth paying for? Here's how it fits around a career you're not ready to pause.

June 19, 2026 Read
Career

AI upskilling in Singapore: Which path is worth your time

Comparing AI upskilling options in Singapore: SkillsFuture courses, bootcamps, and self-study. A guide to choosing the path that builds a real portfolio.

June 17, 2026 Read
Career

AI tools for professionals: how to choose a course that actually fits your job

AI upskilling for non-technical professionals in Sri Lanka. How to choose a course that connects to your actual work, not just a certificate.

June 17, 2026 Read
Career

AI courses for professionals in Singapore: what to look for

A guide to choosing AI courses for professionals in Singapore. How to spot programmes built for your workflow, not just a SkillsFuture subsidy.

June 17, 2026 Read
Foundations

Cohort-based learning vs self-paced courses for non-technical professionals

Most AI courses are not built for non-technical professionals. Here is why the cohort format changes what is possible for working professionals.

June 9, 2026 Read
Career

AI upskilling options: which one is right for you

Comparing AI upskilling options in Sri Lanka: online courses, bootcamps, self-study. A guide to choosing the path that builds a real portfolio.

June 8, 2026 Read
Foundations

AI training for non-technical professionals — what works

AI training keeps failing non-technical professionals. The problem is the format, not your ability. Here's what builds real AI skills.

May 27, 2026 Read
Career

Why online courses don’t get you a job

Online courses have a 90% dropout rate. The problem is the format, not your motivation. Here's what actually gets you hired in Sri Lanka.

May 27, 2026 Read
Industry

The Sri Lankan AI Ecosystem In 2026

The map of who's building what — labs, startups, agencies, in-house teams.

May 11, 2026 Read
Foundations

Prompt Engineering For Agents (Not Chatbots)

The prompt-engineering checklist that compounds across an agentic system.

May 11, 2026 Read
Tools

The 10 AI Tools We Actually Reach For

The stack we use on real client projects, split by what each tool is for.

May 11, 2026 Read
Models

Claude vs GPT-5 — A Practical Comparison

Beyond benchmarks. What we use each for in production work.

May 11, 2026 Read
Career

How to Break Into AI Without a CS Degree

A 12-week roadmap for self-taught engineers entering the AI job market.

May 11, 2026 Read
Frameworks

RAG In Production: The Playbook

From demo to production — chunking, reranking, hybrid search, query rewriting.

May 11, 2026 Read
Frameworks

LangGraph vs CrewAI — Which Should You Learn?

Two leading frameworks. Different mental models. Compared on a real project.

May 11, 2026 Read
Foundations

What Is an AI Agent?

Strip away the hype. An agent is an LLM with tools, memory, and a loop.

May 11, 2026 Read
Career

Why online courses don’t get you ahead in Singapore

In Singapore, everyone has certificates. Online courses won't differentiate you. Here's what actually builds AI skills employers want.

May 10, 2026 Read
Foundations

Cohort-based learning vs self-paced courses for AI skills in Sri Lanka

Self-paced AI courses have a 95% dropout rate. Here is why the cohort format produces different outcomes for graduates and professionals in Sri Lanka.

May 10, 2026 Read
Newsletter

The twice-monthly AI briefing

Updates from the AI world — what shipped, what we’re using in production, and what’s worth your attention. Two emails a month, no spam.