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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For Manufacturing Systems, I Start With One Workflow Before I Touch the Full Suite
For Manufacturing Systems, I Start With One Workflow Before I Touch the Full Suite A dashboard, an order system, and ERP integration can all be valid …
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…
I Built an Open-Source Platform Foundation for Accounting-Centric Business Apps
The problem I kept running into Every serious line-of-business project I worked on eventually forced me to solve the same hard problems from scratch. …
Why AI Product Design Is Becoming Infrastructure
Execution-Layer Products and the shift from screens to systems. Why AI Product Design Is Becoming Infrastructure Execution-Layer Products and the shif…
What Actually Breaks When You Connect AI to Real Enterprise Data
Connecting AI to real enterprise data sounds straightforward. Give it access to your systems. Let it read data. Let it take actions. In reality, this …
Building Real-Time Chat That Doesn’t Break at Scale (and Actually Uses AI Properly)
Building Real-Time Chat That Doesn’t Break at Scale (and Actually Uses AI Properly) Most teams underestimate chat. When you try to go past the demo, 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…
Deep Dive into Open Agent SDK (Part 4): Multi-Agent Collaboration
A single Agent, no matter how powerful, is just one executor. Real development tasks are often multi-step and multi-role: someone explores the codebas…
200-Line Outbox Pattern: ~90% Fewer Mystery Bugs
Book: Event-Driven Architecture Pocket Guide: Saga, CQRS, Outbox, and the Traps Nobody Warns You About My project: Hermes IDE | GitHub — an IDE for de…
My Harness Is Not a Cage. It's an Org Chart.
Your AI agent did not fail because the model was weak. It failed because it made a decision no one had authorized it to make. Maybe it skipped an esca…
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…
Why LLM Agents Fail: Four Mechanisms of Cognitive Decay and the Reasoning Harness Layer
LLM agents fail in four predictable, mechanism-level ways. Attention decay, reasoning decay, sycophantic collapse, hallucination drift. The current st…
Big Company Code vs. Startup Code: Auth as a Case Study
Every developer who's moved between a large enterprise and a smaller team has felt the whiplash. You open a pull request that would take two days to s…
Migrating a PHP monolith in production: how I think about it
TL;DR — A security breach took down a site running on a 10-year-old Debian server with an obsolete LAMP stack. No access to the original infrastructur…
Designing Go APIs That Don’t Age Badly
When building APIs in Go, it’s easy to get caught up in the rush to ship. You create an elegant endpoint, document it, and call it a day. But as your …
Don't Build Your MCP Server as an API Wrapper
Anthropic recently published a useful post on building agents that reach production systems with MCP: Building agents that reach production systems wi…
What an event-driven agent pipeline looks like when you trace it end-to-end
In an earlier post I argued that event-driven agents reduce scope, cost, and decision dispersion because they narrow the decision space before the mod…
Why I Stopped Using LangGraph
Most small LLM applications don't need a state graph framework. I know this because I used LangGraph in 8 out of 10 AI projects I built—and eventually…
Implementing Organizational Operations with Deterministic Architecture
Hiring, evaluation, 1:1s, retrospectives, roadmap decisions, team design, and AI usage often look like different problems. They are not. In practice, …
From Marketplace to Independent Stack: Migrating a B2B Industrial Site to Nuxt 3 & Spring Boot
1. The Backstory I recently took on a project to move a traditional industrial enterprise away from Alibaba International to a fully independent digit…
The $1 Trillion Problem: How We're Building AI Agents for the Industry That Hates Software
The U.S. construction industry has a $1 trillion productivity gap. A 500,000-worker shortage. Material costs up 34%. And project specs that routinely …
Software Architecture as Educated Coarse-Graining
Every serious practitioner agrees that software architecture matters. Almost nobody agrees on what the word means. That's an operational problem disgu…
Why Every Developer Should Care About Platform Architecture in 2026
I've had this conversation too many times. A developer joins a project, looks at the architecture, and says some version of 'who made these decisions?…
The Evolution of a SaaS Architecture
Building a scalable SaaS platform is a journey of continuous learning and strategic evolution. In modern software engineering, the most successful pla…
System Design Fundamentals - Latency, Throughput, Availability, Consistency, Redundancy, Replication, and Congestion Explained
When people first step into system design, they often expect to learn about architectures—microservices, databases, load balancers, and scaling strate…