📰 Dev.to · Amit Ben-Ari

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All Articles 99,314 Blog Posts 114,502 Tech Tutorials 25,091 Research Papers 20,774 News 15,776 ⚡ AI Lessons

Agentic Context Engineering (ACE) Explained: Why Your AI Agents Need a Playbook, Not a Prompt

Dev.to · Amit Ben-Ari 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago

Agentic Context Engineering (ACE) Explained: Why Your AI Agents Need a Playbook, Not a Prompt

A team from Stanford, SambaNova, and UC Berkeley recently published the ACE paper - and it's the most...

Claude Code Context Window Rot: Why Sessions Get Dumber (And How to Fix It)

Dev.to · Amit Ben-Ari 💻 AI-Assisted Coding ⚡ AI Lesson 1mo ago

Claude Code Context Window Rot: Why Sessions Get Dumber (And How to Fix It)

You know the pattern. You open a fresh Claude Code session, paste in the task, and the first few...

How to Build an LLM Context Stack: A Practical Playbook for Developers (2026)

Dev.to · Amit Ben-Ari 1mo ago

How to Build an LLM Context Stack: A Practical Playbook for Developers (2026)

Here is a pattern that repeats dozens of times a day in developer workflows everywhere. A developer...

Context Engineering vs Prompt Engineering: What the Shift Means for Developers

Dev.to · Amit Ben-Ari 1mo ago

Context Engineering vs Prompt Engineering: What the Shift Means for Developers

You've been here before. You're asking Claude or ChatGPT to help with something you've explained...

We Had Gemini Blind-Judge Three Claude-Generated Pull Requests. Here's the Template It Built.

Dev.to · Amit Ben-Ari 2mo ago

We Had Gemini Blind-Judge Three Claude-Generated Pull Requests. Here's the Template It Built.

Most AI-generated PR descriptions sound right but aren't. We had Gemini blind-judge three Claude outputs — here's the template it built.

Claude Haiku 4.5 Outperformed Sonnet 4.6 on PR Writing - Context Was the Difference

Dev.to · Amit Ben-Ari 2mo ago

Claude Haiku 4.5 Outperformed Sonnet 4.6 on PR Writing - Context Was the Difference

I fed the same PR to Haiku 4.5 and Sonnet 4.6. The cheaper model won — but not for the reason you'd expect. Context quality beat model tier.

Why git log --oneline is Killing Your AI-Generated PRs

Dev.to · Amit Ben-Ari 2mo ago

Why git log --oneline is Killing Your AI-Generated PRs

Claude Code feeds your LLM a summary of a summary. Here's the git context it's skipping - and why a cheaper model with full context beats a smarter one.

We Ran the Same Experiment Twice. Different Feature, Different Models, Same Winner.

Dev.to · Amit Ben-Ari 2mo ago

We Ran the Same Experiment Twice. Different Feature, Different Models, Same Winner.

Originally published at hivetrail.com How two independent PR generation benchmarks pointed to the...