Long-Horizon Agent Execution: How We Handle Non-Deterministic Failures and Token BurnWhen I consult for engineering teams building autonomous agent systems, the initial demo is always impressive. An agent reads a ticket, generates a file, runs a test, and creates a clean pull request Sep 25, 2026·8 min read
AI Reviewing AI: Why Our Multi-Agent PR Tribunal Is the Only Way We Survived the Diff ExplosionSep 25, 2026·8 min read
Spec-Driven Development Is Broken: Why "Spec-as-Source" Fails in Production (And How to Fix It)Sep 25, 2026·8 min read·1
A Deep-Dive into OpenSpec and Delta-Driven V&V for AI Agents - Vibe CodingLet’s be honest about the current state of AI-assisted engineering: we are trading structural integrity for raw velocity. If you’ve used Cursor, Claude Code, or Copilot CLI on a real-world, 50,000-linSep 24, 2026·8 min read·3
Stop Prompting, Start Specifying: Hands-On with GitHub Spec KitWe’ve all been there: you open an AI coding assistant like Cursor, Copilot, or Claude Code, throw a sentence or two at it, and watch as it churns out 400 lines of plausible-looking code. Ten minutes lSep 24, 2026·5 min read·4
Beyond AI Coding Assistants: Inside Tessl and the Era of Software FactoriesWe’ve officially moved past the basic auto-complete era of AI development. Today, developers are orchestrating multi-file changes using autonomous agents like Claude Code, Cursor, and Copilot. But as Sep 24, 2026·4 min read
Beyond Vibe Coding: A Deep Dive into Kiro (kiro.dev) and Spec-Driven AI EngineeringAI-assisted coding tools have historically suffered from a fundamental flaw: they generate code before thinking through architecture. Developers ask an assistant to build a feature, and while it produSep 24, 2026·6 min read·5
Why We Stopped Chasing Microservices: The Case for the Modular Monolith in 2026How distributed system overhead, network latency, and deployment headaches brought module-bounded single deployments back to modern backend architecture. The Microservices Dogma For the past decade, mSep 19, 2026·5 min read·3
Observability Beyond Logs: Implementing OpenTelemetry in Distributed Python ServicesStop grepping through unorganized log streams. Here is how to implement structured distributed tracing, context propagation, and custom span metrics in FastAPI and Python backend services. The Limits Sep 19, 2026·5 min read