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The Shared Environment: The Quiet Architecture Shift Behind Multi-Agent Pipelines

When agents stopped being solo acts For most of 2024 and into 2025, the standard pattern for an AI coding agent was one model, one session, one task. Run it…
Posted by Giuseppe Basile October 27, 2026
Posted inBlog

When One Agent Is Not Enough: The Case for Multi-Agent Architectures

For most of the past two years, the default mental model for AI agents looked like this: one agent, one task, one context window. That worked fine for short, well-scoped…
Posted by Giuseppe Basile October 19, 2026
Posted inBlog

From Monolith to Modular: Why Agent Systems Are Separating Thinking from Execution

The first generation of AI agents was held together by a kind of duct tape: one container, one process, one blob of state that was simultaneously the reasoning engine, the…
Posted by Giuseppe Basile October 13, 2026
Posted inBlog

When Agents Manage Their Own Context

For a long time, the standard approach to context limits in autonomous agents was blunt: pick a threshold, fire compaction when the agent crosses it, move on. The engineer sets…
Posted by Giuseppe Basile September 29, 2026
Posted inBlog

The System Behind AI-Assisted Development That Teams Keep Missing

Two years into the widespread adoption of AI coding assistants, a peculiar pattern has emerged in engineering organizations: teams feel faster, but ship roughly the same amount — or sometimes…
Posted by Giuseppe Basile August 19, 2026
Posted inNews

The CCA Exam as a Field Guide: Six Anti-Patterns Every Agentic Engineer Should Know

For most of the past few years, building an AI agent meant wiring a model to a few tools and hoping the prompt held. The architecture was simple because the…
Posted by Giuseppe Basile August 12, 2026
Posted inBlog

What I Learned Building a Tool That Cut My AI Token Use by 90 Percent

For a long time, the AI token bill was understood as a function of what got typed. Long prompts cost more; short ones cost less. That turned out to be…
Posted by Giuseppe Basile July 30, 2026
Posted inBlog

Better Thinking, Broken Delivery: What 5,000 Extra Words Taught Me About AI Instructions

There is a version of the "more is better" instinct that feels entirely reasonable when you are building with AI. You have a capable model, you have hard-won lessons about…
Posted by Giuseppe Basile June 16, 2026
Posted inBlog

The Harness Is the Product: What a 36-Point Performance Gap Tells Us About AI Architecture

When that benchmark first surfaced a few months ago, it warranted a second read. Same model — Claude Opus 4.5, identical weights — scored 78 percent on one evaluation harness…
Posted by Giuseppe Basile March 17, 2026

Recent Posts

  • The AI Engineer’s Job Has Changed: Building the Loop, Not Just the Feature
  • The Engineer as Bottleneck: Why Autonomous Agent Loops Are the Next Frontier
  • The Shared Environment: The Quiet Architecture Shift Behind Multi-Agent Pipelines
  • The IDE Is Not the Factory: Building an AI Development Loop That Ships
  • ELITE Agentic Engineers Are LEAVING THE LOOP… Here’s why

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