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Articles

2026

81% vs. 46%: The AI Coding Benchmark That's Been Lying to You

·1432 words·7 mins

SWE-bench Verified — the benchmark that put every frontier model above 80% — is contaminated. OpenAI stopped reporting it in February. Here’s what actually happened, what SWE-bench Pro replaces it with, and why 46% is a more honest number than 81%.

Cursor 3: Agent-First Branding, IDE-Last Architecture

·1239 words·6 mins

Cursor 3 shipped a genuinely redesigned interface built around parallel agents. The Agents Window, Design Mode, /worktree, and /best-of-n are real features with real uses. But ‘agent-first’ describes the UI layer, not the architecture — and the distinction matters more than Cursor’s marketing suggests.

GitHub Copilot Finally Got Autopilot Mode. It's Still Not an Agent.

·1253 words·6 mins

GitHub Copilot’s April 8 VS Code update ships Autopilot Mode, nested subagents, and MCP sandboxing. These are real improvements. They’re also a demonstration of why bolting autonomy onto an IDE produces something fundamentally different from a real agent.

GLM-5.1: The Open-Source Model That Just Beat Everyone on SWE-bench Pro

·1238 words·6 mins

Z.AI released GLM-5.1 today — a 754B open-weight model under MIT license that scored 58.4% on SWE-bench Pro, beating GPT-5.4, Claude Opus 4.6, and Gemini 3.1 Pro. Its headline demo: an 8-hour autonomous session that built a complete Linux desktop environment across 655 iterations. The closed-model monopoly on frontier coding capability just got its first serious challenge.

Claude Mythos Goes Official: Project Glasswing and the Zero-Day Reckoning

·1082 words·6 mins

Anthropic officially unveiled Claude Mythos Preview on April 7, confirming what the March leak hinted at: a model that autonomously found thousands of zero-days across every major OS and browser. Their response — Project Glasswing — grants restricted access to a select group of tech giants to use Mythos as a defensive weapon. This is the most consequential ’too dangerous to release’ moment in AI history.

The CLAUDE.md Trap: How a New Supply-Chain Attack Targets Agentic Developers

·1239 words·6 mins

A patched vulnerability in Claude Code (CVE-2026-21852) reveals an entirely new attack surface: poisoned project config files that silently bypass your deny rules and exfiltrate credentials. Here’s what happened, how the exploit works, and what it means for agentic security.