Fresh stories
Claude Code users report quota burn and usage-meter failures
Reddit users reported Claude Code subagents hanging while burning quota, inconsistent usage meters, oversized contexts, slow desktop output, and a verify skill consuming a full limit. The common issue was unreliable usage accounting.
Perplexity adds Grok 4.5 as Computer orchestrator with 0.328 WANDR score
Perplexity added Grok 4.5 as an orchestrator model in Computer for Pro, Max, and Enterprise users. Perplexity reported a WANDR score of 0.328 at $4.76 per trial, while outside security-review and canvas-task tests put it close to GPT-5.6 Sol on cost or token use.
Claude Code users report quota burn and usage-meter failures
Reddit users reported Claude Code subagents hanging while burning quota, inconsistent usage meters, oversized contexts, slow desktop output, and a verify skill consuming a full limit. The common issue was unreliable usage accounting.
GPT-5.6 Sol ranks near top of DeepSWE and coding evals at lower reported cost
New benchmark posts put GPT-5.6 Sol at or near the top of DeepSWE and several coding/context evals. Cost reports placed Luna on the efficiency frontier, while Amp said replacing Opus with GPT-5.6 cut its average model costs ~50%.
GPT-5.6 Sol Ultra user claims full-access run deleted most Mac files
Matt Shumer said a full-access GPT-5.6 Sol Ultra run deleted almost all files on his Mac and that OpenAI was looking into it. Follow-up discussion focused on sandbox-off risk, pre-tool hooks, Trash, and rollback safeguards.
Top storiesthis week
Meta launches Muse Spark 1.1 in Meta AI and Model API public preview
Meta launched Muse Spark 1.1 in Meta AI and the Meta Model API public preview for coding, tool use, computer use, and multimodal reasoning. Early eval posts ranked it highly while system-card threads flagged safety details.
Early benchmarks rank GPT-5.6 Sol near Fable 5 at lower cost
ARC Prize, Artificial Analysis, CursorBench, and other tests reported strong GPT-5.6 Sol results, especially in coding-agent tasks. Results were uneven, with smaller gains in document parsing and some UI or puzzle evals.
OpenAI launches ChatGPT Work with Codex and GPT-5.6 desktop agent
OpenAI launched ChatGPT Work, a Codex- and GPT-5.6-powered ChatGPT agent with a desktop app that can access local files and apps. OpenAI staff said Work and Codex use the same sandboxing with UI changes.
Engineers use markdown wikis as lightweight memory for Codex, Claude Code, and Hermes
Practitioners described GitHub or folder-based markdown knowledge bases that feed persistent company or personal context to Codex, Claude Code, and Hermes. OpenWiki added codebase and personal brain modes for the same pattern.
OpenAI launches GPT-Live for full-duplex ChatGPT Voice
OpenAI launched GPT-Live across paid ChatGPT Voice plans, with a free rollout in progress. The model can listen while speaking and delegate search or deeper reasoning asynchronously.