Resources · Blog

Field Notes From The AI Frontier

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

Showing 11 of 11 posts

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

Uncategorized

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 27, 2026

Uncategorized

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

Industry

The Sri Lankan AI Ecosystem In 2026

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

May 11, 2026

Foundations

Prompt Engineering For Agents (Not Chatbots)

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

May 11, 2026

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

Models

Claude vs GPT-5 — A Practical Comparison

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

May 11, 2026

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

Frameworks

RAG In Production: The Playbook

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

May 11, 2026

Frameworks

LangGraph vs CrewAI — Which Should You Learn?

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

May 11, 2026

Foundations

What Is an AI Agent?

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

May 11, 2026

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.

Want to build agents in production?

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