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Insights

Field notes from the work.

Long-form thinking from our engineers, designers, and product leads — usually written when something we encountered on a project felt worth sharing.

Aug 11, 2026 · Buyer’s Guide

How to choose an AI development company

Five provider types compared, seven questions that reveal real capability, and the red flags worth walking away from — including where we are the wrong fit.

Aug 10, 2026 · AI Engineering

AI content localisation pipelines

Treating non-English content as a first-class concern rather than a translation step bolted on at the end — retrieval, evaluation, and the failure modes specific to multilingual corpora.

Aug 10, 2026 · AI Architecture

Agentic AI architecture explained (with diagram)

The five components of an AI agent, the core loop, common patterns (ReAct, plan-execute, multi-agent), and how to design for production.

Read · 7 min
Aug 10, 2026 · AI Engineering

Advanced RAG techniques: fix where basic RAG fails

Smarter chunking, hybrid search, re-ranking, query rewriting and agentic RAG — which technique fixes which failure, and what to try first.

Read · 8 min
Aug 10, 2026 · AI in Logistics

AI in logistics: use cases, benefits & how to start

Demand forecasting, route optimisation, warehouse automation and last-mile dispatch — the use cases that pay off and where to begin.

Read · 7 min
Aug 10, 2026 · AI Engineering

How to build a React AI agent (2026 guide)

How a React AI agent is structured (and why the logic belongs on the server), a step-by-step build, and the ReAct naming confusion cleared up.

Read · 7 min
Aug 10, 2026 · AI Engineering

RAG vs Agentic RAG: what's the difference? (2026)

When single-shot RAG breaks, agentic RAG takes over — the difference, a decision table, and when to use each.

Read · 7 min
Aug 10, 2026 · AI Engineering

How to build an AI agent from scratch (2026 guide)

The core reason-act-observe loop, a step-by-step build, and when to graduate from raw code to a framework.

Read · 8 min
Aug 10, 2026 · AI in Manufacturing

AI agents in manufacturing: use cases, ROI & how to start

The use cases that pay off first, the real economics of when it's worth it, and how to run a first pilot.

Read · 8 min
Aug 10, 2026 · AI Engineering

Agentic AI Frameworks: The 2026 Guide (LangGraph, CrewAI, AutoGen & more)

What agentic AI frameworks do, how the five leading options differ, and how to choose one for production — with a decision table and FAQs.

Read · 9 min
Jul 01, 2026 · Dubai

Website development cost in Dubai & UAE (2026 price guide)

Honest AED ranges by website type, what moves the budget, WordPress vs custom, and the Arabic/RTL decisions that shape a UAE web project.

Read · 6 min
Jul 01, 2026 · SEO

SEO optimization in Dubai (2026 guide & pricing)

What real SEO includes, honest AED pricing, and why local and Arabic SEO decide whether a UAE business is found on Google or invisible.

Read · 6 min
Jul 01, 2026 · Ecommerce

Ecommerce website development cost in Dubai (2026 price guide)

Straight answers on what an online store really costs to build in Dubai — price ranges by project type, what moves the budget, platform comparison, and the UAE-specific decisions (payment gateways, Arabic/RTL, VAT) most quotes skip.

Read · 7 min
Apr 22, 2026 · Engineering

Why your agent stack should be boring before it's clever

A field guide to building agentic systems that don't fall over the moment they meet a real workflow. We walk through the unsexy decisions — state stores, retry semantics, observability — that separate demos from production.

Read · 8 min
Apr 04, 2026 · Product

The case for shipping a product before you have a product strategy

Strategy decks are cheap. Code in users' hands is the only thing that teaches you the truth. A look at how three of our recent engagements treated the first launch as a research instrument.

Read · 6 min
Mar 18, 2026 · Architecture

Choosing between Postgres and Mongo in 2026, honestly

A practical decision framework that has nothing to do with Hacker News religion. We share the questions we ask ourselves before reaching for either, and where each genuinely earns its place.

Read · 11 min
Mar 02, 2026 · AI

Evaluation harnesses are the deliverable

If you can't measure quality, you can't ship AI changes safely. We walk through how we structure eval suites for retrieval-heavy products and the surprising things they catch.

Read · 9 min
Feb 14, 2026 · Engineering

Notes on running on-call across three time zones

Our team is split across Dubai, Seattle, and Durgapur. Here's what we've learned about handing off incidents, runbooks that actually get used, and avoiding the 3am hero culture that wrecks small teams.

Read · 7 min
Jan 28, 2026 · Product

The quiet damage of "just one more feature"

Most products we inherit are suffering from the same thing: years of small additions that nobody pushed back on. A reflection on saying no, even when the customer is asking nicely.

Read · 5 min
Jan 12, 2026 · AI

What we look for in retrieval pipelines

Retrieval is where most AI products quietly fail. Five questions we ask before believing a RAG system is doing what its dashboard claims.

Read · 10 min
Dec 19, 2025 · Design

Design systems are organizational tools, not visual ones

A design system fails or succeeds based on how teams adopt it, not on how clean the Figma library looks. Lessons from three rollouts that taught us this the hard way.

Read · 6 min
Dec 01, 2025 · Engineering

Boring tech, brave decisions

Why our default stack reaches for the unfashionable choice — and the small set of places where novelty actually pays off.

Read · 8 min

Let's build

Have an ambitious idea? We'd love to hear it.

Whether you're testing a hypothesis or scaling an established product, we'd be glad to spend a half-hour helping you think through the next step — no pitch deck required.