Bridging Object-Oriented and Functional Thinking in Modern C++
How dependencies make C++ systems hard to test and evolve—and why functional thinking changes it Fighting complexity is crucial if you want to succeed…
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Architecture Teardown: How Meta Trains LLMs for Code Generation on 100k GPU Clusters
In Q3 2024, Meta trained a 70B parameter code-specialized LLM on 100,000 Nvidia H100 GPUs, achieving 214 TFLOPS per GPU and 92% cluster utilization – …
Why Most IoT Visibility Stacks Stall at Level 2 (And What Climbing to Level 3 Actually Looks Like in Code)
I've spent the last decade-plus designing IoT tracker hardware and protocol payloads for logistics, fleet, and cold chain customers across more than a…
The Automation Paradox: You Cannot Prompt Your Way Out of an Architecture Problem
The Automation Paradox: You Cannot Prompt Your Way Out of an Architecture Problem The Forum Is Always the Same Open any AI developer community right n…
From Code Generation to Message Injection: Richard Seroter's AI Evolution (and What It Means for Us)
From Code Generation to Message Injection: Richard Seroter's AI Evolution (and What It Means for Us) By HARDIN Richard Seroter has a habit of building…
The Monolith is Dead (Again): Why Microservices Are Still Overhyped for Most SaaS
The Monolith is Dead (Again): Why Microservices Are Still Overhyped for Most SaaS Every few years, the tech world declares the monolith dead, ushering…
Rollback Chains: When Payment Fails, What Actually Happens
Rollback Chains: When Payment Fails, What Actually Happens In the previous post, I showed the orchestrator's state transition table. It knows which to…
Async Processing: The Secret to Surviving Spikes
How decoupling work from requests helps systems stay stable under load In the previous part, we saw the limitations of synchronous systems. When every…
Most Teams Do Not Need Multi-Agent Systems Yet
There is a pattern I keep seeing in AI system design. A team starts with a clear business problem. Maybe they want to generate reports from internal d…
Tesla, Meta, and Google: Nearly $350B in 2026 AI Capex
Book: LLM Observability Pocket Guide Also by me: AI Agents Pocket Guide My project: Hermes IDE | GitHub — an IDE for developers who ship with Claude C…
Spyfcc: Monitor Your API Traffic with Ease
Hello Spring Boot developer; I developed this tool to easily monitor incoming and outgoing API traffic. My goal was to enable faster debugging by maki…
SDD на масштабе FullStack-приложения: 17 спринтов, две конституции, три чата
В первой статье я писал про SDD на примере одного вечера. После чего прошёл 17 спринтов SDD на FullStack-приложении: B2C-трекер привычек и целей, два …
Deep Dive into Open Agent SDK (Part 1): Agent Loop Internals
Most LLM wrapper libraries do three things: send a request, get a response, done. But a true Agent goes further — it decides whether to call tools, ex…
Future Outlook & Operating Model
The Catalyst: A System, Not a Demo OpenClaw stops being a toy the day you run it for a week : models change, skills update, logs grow, and someone new…
(The Connection) WhatsApp Bridge
The Catalyst: The Interface Is the Attack Surface WhatsApp is the ultimate low-friction interface: it is on every phone, it is end-to-end encrypted in…
Choosing Postgres, MongoDB, or DynamoDB: The 4 Questions That Actually Decide It
Book: Database Playbook My project: Hermes IDE | GitHub — an IDE for developers who ship with Claude Code and other AI coding tools Me: xgabriel.com |…
Decoupling with Chain of Responsibility Pattern in C#
The article cooperates with the sample project . Walkthrough with the downloaded project is not required, but I recommend it for better understanding.…
I Built a Suite of 6 Financial Tools in My Browser Stack — Here's the Architecture
I Built a Suite of 6 Financial Tools in My Browser Stack — Here's the Architecture KashVector is live. Six free, client-side financial tools at kashve…
DDD in Go applied to crypto exchange APIs
You write CQRS. You talk about aggregates. You emit domain events. But where do these concepts come from? Domain-Driven Design. Without understanding …
"Beating 250,000 Mental Comparisons: A Cross-Domain Engineer's Entity Resolution Case Study"
TL;DR Operations/Systems engineer recently moved to the software side via AI collaboration. Built a domain-specific entity resolution tool in a handfu…
The hidden engine behind the AI Revolution: The Transformer
Artificial Intelligence didn’t suddenly emerge in 2022. It has been evolving for decades, progressing from rule-based systems to machine learning, and…
The Journey from Scattered Data to an Apache Iceberg Lakehouse with Governed Agentic Analytics
The conventional wisdom for data platform modernization goes like this: pick a target system, build ETL pipelines for every source, migrate everything…
AI security monitoring at scale: one LLM call, every dashboard
How CoinHawk runs a continuous AI security scan for every connected user using a single shared LLM call every 5 minutes. The dumb version doesn't scal…
I Fixed 5 Chained AI Bugs in My Sales Chatbot — Each Solution Revealed the Next Problem
TL;DR: I spent a full day debugging my AI sales chatbot. What looked like one bug turned out to be five, stacked on top of each other. Each fix reveal…
Tian AI Architecture Deep Dive: Building a Multi-Engine AI System
Tian AI Architecture Deep Dive: Building a Multi-Engine AI System This post takes a deep technical look at the architecture of Tian AI — an open-sourc…
Google Cloud NEXT '26 Just Changed How I Think About Real-Time Pricing APIs
I've been building Pricing APIs for years. And if you've ever built one — a real one, one that has to serve millions of customers, react to stock leve…
# Building a Production-Ready AI Governance Stack (Part 3/3)
This is Part 3 of a three-part series on AI governance architecture. In Part 1, we explored the negative proof problem why signed receipts can't prove…
A supervisor-tree library for building predictable and resilient programs
🙋♂️ Claim: battle-tested idea, not AI-slop . I carefully designed the architecture and crafted the implementation mostly by myself (>80%). AI assi…
Your Struct is Wasting Memory and You Don't Know It
We write structs by listing fields in whatever order feels readable. Name, then age, then score. It compiles. It runs. The compiler silently bloats it…
Giving AI Agents Database Access Is Way Harder Than It Looks
Imagine the world 12 months from now. AI agents are everywhere and they are genuinely powerful. They write code, ship features, debug production issue…