Vercel's Agents Write 25–35% of Merged PRs. Human Approval Is the Point.
Vercel's AI SDK software factory authors 25–35% of weekly merged PRs. The lesson isn't more autonomy. It's an evidence contract for human review.
Writing about AI · New channels just launched
Metehan Ariman — Senior Software Engineer
Engineer-tested AI.
Proof over promises.
Built for people who build.
0+ Years shipping
production systems
production systems
0% Hands-on,
tested first
tested first
1/wk New tool or
repo breakdown
repo breakdown
Exploring AI tools
Engineer · Creator
About
AI tools, filtered through an engineer's eye.
9+ years building software for governments and enterprises. Mathematical Engineering background. Now documenting the AI tools and workflows that actually move the needle.
📍 TurkiyeMathematical EngineeringWriting about AI
Currently: breaking down AI agent workflows
Software Engineer
Backend · Systems · AI Tooling
Content Creator
AI Tools · Dev Workflows · No Hype
Practical AI for developers
& technical founders
What I Cover
Three pillars. One mission: cut through the noise.
Tools & Repos
One GitHub repo or AI tool per week. Why it matters and how to actually use it in your workflow.
Share of content 60%
Build & Workflow
How I built real things with AI agents. Token savings, automation tricks, and honest results.
Share of content 25%
Generative Media
AI image and video generation — what actually looks good, what doesn't, and why.
Share of content 15%
Latest Writings
Thoughts, tutorials, and deep dives.
The Same AI Model Scored 3x Higher. The Benchmark Harness Changed
OpenAI reports that GPT-5.6 Sol moved from 13.3% to 38.3% on the ARC-AGI-3 public set after two harness settings changed. Here is what retained reasoning and compaction actually do, and what to check before trusting a leaderboard.
Upgrading to MCP TypeScript SDK v2 Does Not Select the New Protocol
The MCP TypeScript SDK keeps the 2025 handshake by default, even on v2 packages. This guide explains legacy, auto, and pinned negotiation for the 2026-07-28 protocol revision, plus what to verify before calling the migration complete.
Find Me Online
New channels, fresh start.