Model Routing in Production: When to Fall Back From Flagship to Lite
Slash LLM costs by 40-85%. A production architecture guide to cheap-by-default routing, complexity classification, circuit breakers, and gateway failovers.
8/1/202623 min read
#DevOps
76 articles tagged with DevOps
Multi-Agent Systems That Actually Ship: Orchestration Patterns That Work
Production multi-agent design patterns. Router-Worker, Hierarchical Supervisor, Map-Reduce Parallelism, and Shared Memory State orchestration in TypeScript.
8/1/202623 min read
Prompt-to-Production: What 'Expressing Intent Instead of Writing Code' Really Means
The paradigm shift from typing syntax to intent engineering. How specification-driven development, automated test-driven execution, and verification pipelines turn prompts into production systems.
8/1/202623 min read
Reading the Fine Print: What AI Coding Tools Actually Do With Your Code
The AI ToS audit. How code retention clauses, telemetry logging, local AST indexing, and zero-data-retention (ZDR) APIs handle your intellectual property in 2026.
8/1/202625 min read
Running Two AI Coding Agents on the Same Repo Simultaneously: What Happens
Parallel agent execution experiments. What happens when Claude Code and Cursor Composer modify the same codebase concurrently—git branch strategies, file locks, and merge conflict resolution.
8/1/202623 min read
The Case for Betting Your Career on AI-Adjacent Infrastructure, Not Just Prompts
The durable engineering career strategy. Why prompt engineering is commoditized while GPU orchestration, vector DBs, telemetry proxies, and MCP infrastructure thrive.
8/1/202625 min read
The Hidden Cost of 'Requests' vs 'Credits' Pricing in AI Dev Tools
How consumption-based billing actually works. Why 1 multi-file agentic request burns 20 credits, prompt prefill multipliers, and building transparent AI dev telemetry.
8/1/202623 min read
The Human-in-the-Loop Pattern That Actually Prevents Agent Disasters
Production HITL vs HOTL architecture. How to design multi-tier human approval gates, confidence score thresholds, and Slack/Teams interactive review webhooks.
8/1/202625 min read
The Solo Developer's Guide to Picking One AI Coding Tool and Sticking With It
Overcoming AI tool fatigue. How solo developers evaluate Cursor, Claude Code, Devin Desktop, and Copilot against workflow friction, budget limits, and context rules.
8/1/202625 min read
What Happens to Code Review When an AI Wrote the PR
The human-in-the-loop shift. How engineering teams manage 300% higher PR volume, enforce 'Change Ownership', and automate mechanical linting to prevent reviewer fatigue.
8/1/202623 min read
What Happens When a Company's AI Tooling Bill Exceeds Its Cloud Bill
The 2026 enterprise FinOps tipping point. What happens when a startup's OpenAI/Cursor bill surpasses its AWS infrastructure bill, and how to reclaim margin.
8/1/202625 min read
Building Cost Guardrails Before They're Needed: A Preventive FinOps Approach
Most FinOps work happens after the bill arrives. Guardrails move the check to before the resource is created — here's how to build them into the deployment pipeline instead of the monthly review.
7/22/202612 min read