Topic

Engineering

18 posts
Claude Code vs Cursor for Large Codebases: A Senior Reality Check
Engineering AI Workflows

Claude Code vs Cursor for Large Codebases: A Senior Reality Check

A technical comparison of Claude Code and Cursor for 50k+ file repositories. Latency benchmarks, refactoring costs, and how they handle circular dependencies.

Anna Rivera Anna Rivera May 19, 2026 · 6 min read
Claude Code vs Cursor for Large Codebases: A Senior Reality Check
Engineering AI Workflows

Claude Code vs Cursor for Large Codebases: A Senior Reality Check

A technical comparison of RAG-based indexing versus agentic file-system access for repositories exceeding one million lines of code.

Anna Rivera Anna Rivera May 18, 2026 · 7 min read
Claude Code vs Cursor for Large Codebases: A Senior Reality Check
Engineering AI Workflows

Claude Code vs Cursor for Large Codebases: A Senior Reality Check

A technical stress test of Claude Code and Cursor on a 1.2M LOC repository to measure latency, cost, and hallucination rates in legacy environments.

Anna Rivera Anna Rivera May 15, 2026 · 7 min read
Claude Code vs Cursor for Large Codebases: A Senior Engineering Reality Check
Engineering AI Workflows

Claude Code vs Cursor for Large Codebases: A Senior Engineering Reality Check

Stop chasing hype. Here is how Claude Code and Cursor actually handle context, regressions, and complex refactors in large repositories.

Anna Rivera Anna Rivera May 13, 2026 · 7 min read
AI for Debugging Production Incidents: A Triage Workflow
Engineering AI Workflows

AI for Debugging Production Incidents: A Triage Workflow

Stop treating LLMs like magic. This is a technical guide to using AI for triaging production regressions without shipping more bugs.

Anna Rivera Anna Rivera May 11, 2026 · 7 min read
AI Pair Programming Workflow: Managing Technical Debt and Context
Engineering AI Workflows

AI Pair Programming Workflow: Managing Technical Debt and Context

Stop chasing velocity at the cost of maintainability. Here is how to build an AI pair programming workflow that actually reduces technical debt.

Anna Rivera Anna Rivera May 8, 2026 · 6 min read
Claude Code vs Cursor for Large Codebases: A Staff Engineer Review
Engineering AI Workflows

Claude Code vs Cursor for Large Codebases: A Staff Engineer Review

A technical breakdown of Claude Code and Cursor for handling massive repositories without causing a production incident or a messy rollback.

Anna Rivera Anna Rivera May 7, 2026 · 6 min read
Using AI for Kubernetes Troubleshooting: A Production Guide
Engineering AI Workflows

Using AI for Kubernetes Troubleshooting: A Production Guide

Stop dumping raw logs into ChatGPT. Learn how to build a secure, cost-effective pipeline for using ai for kubernetes troubleshooting with GitOps validation.

Anna Rivera Anna Rivera May 6, 2026 · 6 min read
AI Ops Tools Comparison: Beyond the Automated Hype
Engineering AI Workflows

AI Ops Tools Comparison: Beyond the Automated Hype

A staff engineer's teardown of AIOps. We look at where tools like Groq and Selzee actually help, and where they just add noise to your on-call rotation.

Anna Rivera Anna Rivera May 5, 2026 · 7 min read