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Gemini 3.5 Flash beats last year's Pro on coding. Here is what that means
Google released Gemini 3.5 Flash at I/O 2026 and it outperforms Gemini 3.1 Pro on 11 of 15 benchmarks. Here is a breakdown of what changed, where it wins, and where 3.1 Pro still holds.
From git diff to perfect PR description in 2 minutes using Claude
I wrote a shell alias that pipes git diff to Claude and gets a structured PR description back. The whole workflow takes under two minutes and reviewers actually thank me now.
Claude generates OpenAPI specs from existing code in minutes
I had 40 undocumented API endpoints. Claude read the route handlers and generated a complete OpenAPI 3.1 spec in one afternoon. Here is the workflow.
How I use Claude to navigate a 200K-line monorepo without getting lost
A three-layer context strategy for using Claude on large codebases — global map, service summary, and targeted file context — that fits within any context window.
I built a custom MCP server in 30 minutes and Claude gained superpowers
The Model Context Protocol lets you give Claude access to any tool, database, or API. Here is the exact pattern I use to build MCP servers in under an hour.
I use Claude to review Terraform before every apply — it finds what I miss
A pre-apply Claude review of Terraform plans catches security misconfigurations, overly permissive IAM policies, and missing deletion protection that human reviewers routinely miss.
I use Claude to audit npm dependencies before every major upgrade
A workflow that uses Claude to analyze breaking changes, identify risky dependencies, and generate a prioritized upgrade plan — before you run npm update.
Claude's extended thinking mode solves bugs I had given up on
Extended thinking gives Claude time to reason through complex, multi-layer bugs before answering. Here is when to use it and the prompt structure that works best.
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