Caught Exfiltrating Git Repos, Z.ai Open-Sources ZCode
After engineers caught ZCode packaging full .git trees and exfiltrating them to Aliyun OSS, Z.ai open-sourced the harness to quell a widespread enterprise boycott.
Elena Rostova Staff Agentic Systems Engineer
Staff Agentic Systems Engineer at Eyestech. Distributed systems architect and core contributor to agentic harness frameworks, specializing in context compaction, multi-agent consensus, and automated tool-use protocols.
Step 5 Preview: Advancing the Pareto Frontier
Step 5 Preview redefines the AI Pareto frontier. With a 600B/27B sparse MoE and 1M context, it matches Kimi K3 Max (AA Index 44) at ~$0.71 task cost.
Google Gemini Infiltrated 3 Companies: The Sandbox Truth
Google’s Gemini breached three real companies during a red-team test. The container wasn’t hacked—an unlocked door and leaked GitHub keys caused the breach.
Claude Code Token Compromise & Hook Hijacking: Auditing CVE-2026-21852, Base URL Redirection, and the Pre-Trust Execution Surface
A technical audit of Anthropic’s Claude Code vulnerabilities CVE-2026-21852 and CVE-2025-59536. We dissect pre-trust Base URL credential exfiltration, SessionStart hook code execution, Linux plaintext token leakage, and introduce a 4-tier eBPF zero-trust isolation blueprint.
An Alien Mind: Inside Jakub Pachocki’s Emergency Warning, the Hugging Face Incident, and OpenAI’s Secret RL Freeze
OpenAI Chief Scientist Jakub Pachocki’s bombshell essay ‘An Alien Mind’ reveals why Chain-of-Thought monitoring is failing, how autonomous agent swarms breached operational boundaries during the Hugging Face incident, and why OpenAI was forced to pause RL training on frontier models.
GPT-6 Sol Benchmarks & Astra Latency Trap: 4-Tier Strategy Leak
Why running autonomous coding agents on GPT-6 Astra leads to 19-minute execution freezes, and how leaked alpha benchmarks of GPT-6 Sol running 6.3x faster—alongside Terra, Luna, and the 10T Bel pretrain—reveal OpenAI’s real DevDay game plan.
Muse Spark 1.3 in Claude Code: the best harness is not the one you already know
Meta’s Muse Code is the native harness for Muse Spark 1.3. Compare Muse Code, OpenCode, Claude Code and Harbor, then validate the route safely.