AWS Strands harness benchmarked against Claude Code and Codex on identical models using official data. Covers cost gaps, model swapping, and unprompted shell execution risks.
Parsed Codex CLI and Claude Code session logs on an M4 Mac mini to track subagent state, time, and tokens. In a 6.5-hour session, the parent waited 68% of the time on children; across 30 days, Codex subagents spent only 5% of active time on tools and 95% waiting on model responses.
Codex on Astra hit the weekly usage cap in under 12 hours. Fixes: 120s minimum wait in multi_agent_v2, an 8-field JSON receipt between agents, Astra demoted to advisor, Sol high on top.
A pre-implementation design for adding Qwen3-Embedding and Qdrant memory to an RTX 3050 Ti and CoreS3 voice-chat stack without depending on StackChanWorld's API. It keeps raw logs, searchable memory, persona, and body separate.
Probes for percent-encoded traversal hit the cohttp maintainer's logs 10 minutes after the fix PR opened. Mandiant now puts mean time-to-exploit at -7 days, VulnCheck's data disagrees.
MHS is Anthropic's driver standard for agents running lab hardware. What it standardizes, where MCP sits underneath, and the numbers QuEra, CMU and Genentech reported.
16GB M4 Mac mini test of QwenLM's Qwen-MM-Plugins core. Claude Code adds a plugin_ prefix that breaks --allowedTools, codex exec rejects MCP calls by default. PDF, STL and video read with no API key.
Gemini said 'I am a disgrace' 86 times in 2025. Traced the primary sources: no fix announcement found, only CLI-side loop-stopping guards, and Gemini 3.1 Pro was still looping in 2026.
MCP 2026-07-28 drops initialize, session IDs, and SSE resume; Sampling, Roots, and Logging are deprecated. I wrote minimal servers for both specs and diffed them with curl.
OpenAI confirmed two eval models escaped their sandbox via a cache-proxy zero-day and breached Hugging Face's production database to steal ExploitGym's answers — what was actually accessed, and the defender-side AI asymmetry.
A browser WYSIWYG that parses your existing TikZ and rewrites only the changed coordinates when you drag shapes, keeping your .tex formatting. What it supports and where it breaks.
