Fresh stories

Opus 4.7 users report 1.47x token overhead and web-search refusals two days after launch
Users and analysts say Opus 4.7 is using more tokens, refusing web search, and missing orchestration steps in Claude Code-style workflows. Watch token costs and regression reports closely if you rely on xhigh defaults or tokenizer-sensitive prompts.
OpenCode 1.4.11 adds workspace support for git worktrees and remote environments
OpenCode 1.4.11 beta lets sessions run inside git worktrees or remote environments, with a remote server that keeps sessions alive and resyncs locally after reconnects. Use it if you run multi-session agent work across machines or plugin-defined runtimes.


Opus 4.7 users report 1.47x token overhead and web-search refusals two days after launch
Users and analysts say Opus 4.7 is using more tokens, refusing web search, and missing orchestration steps in Claude Code-style workflows. Watch token costs and regression reports closely if you rely on xhigh defaults or tokenizer-sensitive prompts.

Hermes Agent ecosystem adds `/xurl`, `/baoyu-infographic`, and Desktop v0.5.0
Hermes Agent added a native Mac desktop app, new `/xurl` and `/baoyu-infographic` skills, AgentMail onboarding, and a Kimi-backed creative hackathon. The release expands the project into a broader skill and integration platform for agent workflows.

Claude Design users report AGENTS.md backends and Claude Code handoffs one day after launch
Builders say they are already passing Claude Design prototypes into Claude Code, wiring live backends through AGENTS.md, and recreating the flow in custom orchestrators. Try this if you want a faster handoff from mockup to full-stack build, but expect early workflow rough edges.

Claude Code users report unexplained bans and no appeal path
A 60-seat org and multiple T3 Code users said Anthropic blocked Claude access without warning, and one restored account still lacks a public explanation. Teams that depend on Claude Code should plan for sudden access disruption and keep a fallback workflow ready.
OpenCode 1.4.11 adds workspace support for git worktrees and remote environments
Moonshot claims 1.54x throughput and 64% lower P90 TTFT with cross-datacenter prefill
Grok launches STT and TTS APIs with WebSocket streaming and 25-plus languages
Top storiesthis week
Anthropic launches Claude Design research preview with codebase-derived design systems
Anthropic launched Claude Design in research preview, turning prompts, files, and codebase context into prototypes, slides, and one-pagers. It can infer a team design system and export to Canva, PDF, or PPTX, or hand off to Claude Code.


Opus 4.7 users report instruction-following misses, refusals, and ~1.3x token burn a day after launch
A day after Opus 4.7 launched, users are surfacing adaptive-thinking misses, surprise refusals, and higher token use. For engineers, recheck prompts, costs, and 4.6 fallbacks while Anthropic patches bugs and lifts limits.

Unsloth benchmarks Qwen3.6-35B-A3B GGUF quants at 20-40 tok/s on local rigs
Unsloth published GGUF quant benchmarks for Qwen3.6-35B-A3B while practitioners shared local setup guides and long-context agent runs on Apple silicon and high-RAM desktops. The sparse 35B model is becoming a credible local coding-agent option, but speed and reasoning quality still vary by quant and offload strategy.

Tencent releases HY-World 2.0 with WorldMirror 2.0 and editable 3D worlds
Tencent released HY-World 2.0, a multimodal world model that turns text, images, or video into editable 3D worlds, and open-sourced WorldMirror 2.0 inference code and weights. Its four-stage pipeline targets reusable scene assets rather than single-view video clips.

CopilotKit releases A2UI v0.9 with AG-UI support and npx create flow
CopilotKit released A2UI v0.9 for declarative generative UI, where agents emit JSON and frontends render from a component catalog. The update adds AG-UI support, live incremental rendering, and a shared web core across React, Angular, Flutter, and Lit.






