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The Saga Pattern: Distributed Transactions Without Two-Phase Commit
Splitting a system into independent services solves a lot of problems. It also creates one specifically nasty new one: how do you change state across multiple services as a single atomic operation, when each service has its own database and there's no shared t
Composer 2.5 Hands-On: What Eleven Real Tasks Actually Revealed
The benchmark numbers on Composer 2.5 are now well-covered ground. I've written about them at length in the original builder's guide, and I've written about the head-to-head comparisons in the vs Opus 4.7 piece. What I hadn't done — and what most of the covera
Composer 2.5 vs Claude Opus 4.7: Where Each One Actually Wins
The benchmark numbers say Composer 2.5 and Claude Opus 4.7 are essentially tied on coding. The cost numbers say one of them is fourteen times more expensive than the other. So the right way to read the comparison is not "which one is better" — it's "which one
Composer 2.5 vs GPT-5.5: The Terminal-Bench Gap and What It Means
There's only one published coding benchmark where GPT-5.5 meaningfully leads Composer 2.5, and it leads by 13 points. That's Terminal-Bench 2.0 — the benchmark for shell-driven autonomous task completion — at 82.7% for GPT-5.5 against Composer 2.5's 69.3%. On
Cost-Engineering Composer 2.5 at Production Scale: The Real 10x Playbook
The headline number on Composer 2.5 is "ten times cheaper than the frontier models." That's accurate as a list-price comparison. It is also, in my experience working with teams migrating coding workloads at production scale, what most of them actually capture:
CQRS + Event Sourcing: A Production Architecture Guide
The companion problem to integration sprawl — which the ESB + event-driven architecture piece addresses — is state management at scale. CQRS (Command Query Responsibility Segregation) and event sourcing are the two patterns most teams reach for when their trad
ESB + Event-Driven Architecture: Internal Services and Partner Integration
Past a certain scale, the dominant operational cost in any enterprise system isn't building new services. It's connecting the ones you already have. Every new internal service needs to talk to half of the existing ones. Every new external partner is a bespoke
Composer 2.5 in Cursor 3: Parallel Agent Workflows at a Tenth of the Cost
Composer 2.5 and Cursor 3 shipped within twenty-four hours of each other last week, and the combination is doing more for my daily output than either one would alone. Composer 2.5 collapses the per-task cost of coding agents to under a dollar; Cursor 3's Agent
Textual-Feedback RL: How Composer 2.5 Solved Credit Assignment in Coding Agents
The most consequential technical detail in Cursor's Composer 2.5 release is one sentence in the announcement: the model uses textual-feedback reinforcement learning — localised hints at the point of failure injected into the training trajectory, instead of onl
Running an AI-First Business: Closed Loops, Business Brains, and Token Maxing
There is a way to run a business where AI handles sixty to eighty percent of the workflows. Not as a chatbot you open when you're stuck, not as a Zapier replacement bolted onto your existing stack. As the actual operating layer the whole company runs on. I've
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