Journal
The Blog
A fresh, in-depth review of an AI coding tool every week — plus benchmarks and unfiltered takes.
- 11 min read
Claude Code vs Cursor in 2026: which one ships faster?
Two weeks, two tools, one mid-size SaaS codebase. A side-by-side look at how Claude Code and Cursor actually feel under deadline pressure.
Claude CodeCursorComparisonsReviewsRead post → - 9 min read
Context windows in 2026: what 1M tokens actually buys you
Big context windows sound great in marketing. Here is what they actually change in your day-to-day coding work, and where they still let you down.
ModelsContextExplainersRead post → - 12 min read
The best AI coding assistant in 2026
We tested every major tool on a real production codebase. Here's the ranking, the scores, and the surprises.
ReviewsBenchmarksCoding AssistantsRead post → - 8 min read
When to trust an agent loop, and when to pull the plug
Autonomous agents can run for hours and produce great work — or quietly burn $40 of API credit going in circles. Here is how to tell them apart.
AgentsBest PracticesWorkflowRead post → - 9 min read
Cursor vs Copilot: a real-world benchmark
Same task, two tools, head-to-head timings and quality scores across 30 real engineering tickets.
BenchmarksCursorGitHub CopilotRead post → - 10 min read
GitHub Copilot for Enterprise: an honest review
What you actually get for the enterprise tier, what stays the same as the team plan, and whether the price tag makes sense at 200 seats.
GitHub CopilotEnterpriseReviewsRead post → - 7 min read
Should solo devs pay for AI tools?
When the free tiers are enough — and when paying $20/mo earns itself back in a week.
Solo DevsPricingBuyer's GuideRead post → - 8 min read
The best AI tools for junior developers in 2026
Tools that teach as they help — and a clear list of ones to avoid until you have more reps.
Junior DevsBuyer's GuideLearningRead post → - 10 min read
AI code review tools: which one actually catches bugs?
We seeded 50 real bugs into PRs and ran them past CodeRabbit, Greptile, Korbit, and Qodo Merge. Catch rates inside.
Code ReviewBenchmarksReviewsRead post → - 9 min read
Your code, their training data: an AI privacy primer
What every major AI coding tool does with the code you paste in — and the settings that actually protect proprietary work.
PrivacySecurityComplianceRead post → - 8 min read
Vibe coding with AI app builders: a 30-day report
I built and shipped seven small apps using only AI app builders. Here's what worked, what didn't, and which builder I'd use again.
App BuildersReplitBoltv0Read post → - 11 min read
Self-hosted AI coding stacks: are we there yet?
Open weights, open agents, your own GPUs. We benchmarked a fully self-hosted setup against the frontier hosted tools.
Self-HostedOpen SourceBenchmarksRead post → - 7 min read
Better prompts for coding: a practical field guide
Stop writing 'fix this'. A short, opinionated guide to prompts that consistently get usable code on the first try.
PromptingBest PracticesWorkflowRead post → - 8 min read
AI for debugging: what works, what wastes your time
Debugging is where AI tools either save your week or make it worse. A pragmatic guide to the situations that suit each pattern.
DebuggingBest PracticesWorkflowRead post → - 9 min read
Calculating AI tool ROI for small teams (without lying to yourself)
A spreadsheet-grade method for figuring out whether your AI subscriptions are actually paying off — or just feel like they are.
ROIBuyer's GuideManagementRead post →