Tested on M4 Mac mini: Gemini 4 Argon availability in AGY, pricing comparison, and CLI benchmark runs between GPT-6.1 Sol, Claude Opus 5.5, and Gemini 3.8 Flash.
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.
Tested on M5Stack CoreS3: routed Claude Code, Codex, and Antigravity completion hooks to StackChan via Tailscale. Fixed audio stutter by raising I2S speaker buffer to 1024.
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.
OpenAI's Navier–Stokes claim drew questions about credit and whether Buckmaster's Codex prompts influenced it; its September 10 update says prompts in the two months before the September 8 announcement could not affect it.
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.
On an M4 Mac mini (Codex 0.150.1), stdio MCP servers keep the controlling terminal, so a child reading the tty SIGTTIN-stops the CLI. Shell tools got setsid; MCP didn't.
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.
Three LLMs converted the same 10 Japanese scene briefs into Anima (Qwen-DiT) prompts, generated as 60 fixed-seed images on an M1 Max with a merged 3-character LoRA. The Qwen-to-Qwen affinity hypothesis did not survive; a strict formatter brief with character-count locks is what actually moved the results, and two failure modes survive any prompt.
Since September 7, 2026 reports cover GPT-6 Astra and all three GPT-5.6 models. Two reports' rollout logs tagged failed turns server_overloaded at 0% quota.
