Administrators can manage models, tools, policies and budgets in Unity Gateway while developers keep using Claude Code, Codex, OpenCode and other coding agents. One configuration update is applied across supported agents.
LangChain says LangSmith Custom Apps can create interfaces from agent data with a prompt, including views for labeling runs, comparing experiments, and reviewing traces.
In Salesforce Lightning, Slackbot can be used next to a Salesforce record to update deals or draft a case resolution without switching tabs.
ComfyUI says Recraft V4.1 Flash generates an image in 1.3 seconds and calls it the fastest image model on the market. A selected result can then be refined to 2048×2048 Pro quality.
Fireworks says it is a launch training partner for LangChain’s LangSmith Fine-Tuning and smithtune, describing a one-CLI path from LangSmith traces to managed SFT on Fireworks, then evaluation and deployment, without separate training infrastructure.
The --tile update adds seamless patterns in v8.1 and v8.2, and the new inpainting changes only pixels a user selects. Real-time models are an early preview on Midjourney’s alpha site, not a full release.
Managed Deep Agents 0.8 adds user memories with control over where they are stored. Nathan Drezner said memories created in private contexts are never shared, while Context Hub lets developers inspect general agent memories and keeps user memories private.
The model runs entirely on his Mac through Ollama and, by his account, classifies tasks in about 50 ms end to end. Weights and benchmarks are not available yet; Hassan says both will be released very soon.
SmolDataEnvs is an open-source set of more than 5,000 verifiable reinforcement-learning environment tasks for hill-climbing small models in code and data science. The release includes environments, evaluations, and training.
Gemini 3.8 Flash is free in Cline. Cline says it scores 41 on the Artificial Analysis Intelligence Index, runs at 291 tokens per second, and has a 1 million-token context window.
DeepLearning.AI reports that Meta AI uses dedicated memory agents to record tools and past errors and insert short reminders, raising Claude Sonnet 4.5 benchmarks from 37.6% to 45.9%.
David Singleton says every Muse user now receives a free cloud computer, the Muse Secure VM: an isolated Ubuntu environment shared with the user’s Muse agent, with sensitive actions and stored secrets kept outside it.
Perplexity’s Portable Computer runs in its Windows app and is available to all Consumer and Enterprise Pro and Max subscribers.
Perplexity says Portable Computer works across connected apps, including Slack, Gmail, and Google Drive, as well as files on a device. Tasks that run entirely locally keep files, data, and answers on the device and do not use Computer credits.
Perplexity’s Portable Computer for Windows now runs on AMD Ryzen AI Max Series processors, with local AI agents that use connected apps and local files and can run scheduled work entirely on the device.
Functions marked defer_loading are searched for when a model needs them, rather than sending every definition on every turn. OpenRouter says tool search adds no extra charge.
OpenRouter’s Server Tools Marketplace also includes Advisor, Subagent, Web fetch, Image generation, Apply patch, and Datetime. Most run server-side during a request, with no client-side tool loop.
OpenRouter has introduced the Server Tools Marketplace, with tools for grounding agents that include web search APIs, Shell, and tool search.
Managed Deep Agents 0.8 adds user-owned credentials and memory, HTTP channels for internal tools, native slackhq file transfers, and built-in web search via p0.
elvis says the world model Agora-2 now puts as many as 20 humans and agents in one simulated world at the same time. elvis describes it as a place to train robots, self-driving cars, and cyber defense agents together, and to study agent collusion before real-world use.
