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มุมมองเรื่องสถาปัตยกรรม การนำทีม และการสร้างผลิตภัณฑ์ที่เชื่อถือได้

Admin and Today's Date: Preparing for the Agentic Cyber War

Two of the biggest attacks of autumn 2026 weren't clever. A fridge controller with a password built from the date, and a fake job interview. What AI actually changed, and how developers and agencies should get ready.

15 min read

php2shell: What AI Actually Changed, and What It Didn't

The headline says AI found a 22-year-old bug in 2 days. Both numbers are wrong, and the real ones tell a better story about what just happened to PHP.

9 min read

Jev as a Decision Maker Inside Your ATS: Three Places It Fits, and the One Line You Shouldn't Cross

How to use Jev inside an ATS or recruitment CRM like Zoho Recruit, Bullhorn, Happlicant or Manatal: an intake router, a must-have evidence check and a candidate inbox triage, with TypeScript, plus the rule that Jev sorts the queue and a recruiter decides.

12 min read

How to Use Jev Properly: Three Systems the Demos Skipped

A menu recommender, a telemedicine triage line, and a game referee, with working TypeScript, verified API details, and the decomposition result that explains why most Jev demos underperform.

24 min read

Cognitive Debt: The Hidden Cost of the Agentic SDLC

Code is no longer the bottleneck. Understanding is. What agentic development actually costs a small team, why review load is the thing that burns people out, and how much AI you should really be using.

11 min read

What It Means to Be a Forward Deployed AI Engineer

The role sits at the edge between product, engineering, and customer — and it is reshaping what senior engineers actually do.

5 min read

RAG Systems in Production: Beyond the Basics

Once you move past the naive retrieve-and-generate pattern, building a reliable RAG system is primarily an engineering problem.

6 min read

Patterns in Agentic AI Systems — What Production Actually Looks Like

A practical look at the architectures, failure modes, and engineering trade-offs that define real-world agentic AI deployments.

5 min read

Monolith vs Microservices — a practical guide for startups and small teams

Practical trade-offs between monolith vs microservices, concrete patterns (including the modular monolith), a migration strategy, and a checklist to help you decide

8 min read

Why AI Will Not Replace Software Engineers Anytime Soon

A breakdown of why AI is a tool, not a replacement, for software engineers, focusing on the human elements of the job.

3 min read