Don't Fear the Model Router
Mastra AI argues that model routers require rigorous testing beyond simple model selection, introducing scorers, datasets, and experiments to validate routing decisions across quality, cost, speed, and safety axes. The c…
Large language model (LLM) news — GPT-4, Claude, Gemini, Llama, Mistral and the latest research on training, fine-tuning, RLHF, and deployment of LLMs.
Mastra AI argues that model routers require rigorous testing beyond simple model selection, introducing scorers, datasets, and experiments to validate routing decisions across quality, cost, speed, and safety axes. The c…
Sam Altman spent a year pitching the White House on a 5% stake in OpenAI, and the offer now includes rival AI developers, signaling a shift where the US government moves from monitoring frontier AI to holding an ownershi…
Moonshot AI released Kimi K2.7 Code on June 12, 2026, scoring 75.92% standard and 72.58% strict on code benchmarks. The model is now available via official access, with no benchmark scores or vibe ratings published yet.
Google DeepMind silently released Gemini 3.5 Flash via API on May 19, 2026. The model ranks #11 on LM Arena with a score of 1479.46 and #4 on agentic benchmarks with a score of 94, highlighting the need for task-specific…
XAI's Grok 4.5 has not been released as of July 4, 2026, with no announced release date or firm estimate. OutYet.ai monitors xAI's official channels continuously and will update when access goes live.
A study by researchers including Aneesh Pappu and James Zou found that self-organizing multi-agent LLM teams fail to match the performance of their best individual expert, with losses up to 41.1% on ML benchmarks, due to…
Anthropic's Fable 5 returned from export control and Sonnet 5 shipped the same week a Claude Code agent recursively deleted a developer's project, marking a moment when AI capability and control curves crossed. The incid…
SaaS products are adopting analytics MCP servers to expose customer data to AI agents via the Model Context Protocol, enabling use cases like in-product copilots, customer-owned agents, automated workflows, and partner i…
SaaS products are shifting from embedding dashboards for human users to exposing customer-facing MCP servers that AI agents can query directly, driven by customer demand for agent-native data access. This transition intr…
Cursor published CursorBench 3.1, a benchmark for AI coding agents, revealing Anthropic's Fable 5 models as top performers and Cursor's Composer 2.5 achieving near-top performance at 3% of the cost. GitHub made Kimi K2.7…
Amp rewrote its read_thread tool to handle long threads, which can now exceed 21 million tokens due to compaction. The new version uses a subagent with GLM 5.2 to extract information more accurately, prioritizing correct…
Anthropic's Claude Fable 5 model is available again after the U.S. lifted export controls, with eligible subscribers able to use up to 50% of their weekly usage limit through July 7. The model was suspended after Amazon …
Anthropic released Claude Sonnet 5, a faster and cheaper model priced at $3/$15 per million tokens, but it does not advance the capabilities frontier and is weaker than Opus 4.8 and Fable 5. The model offers speed advant…
OpenAI is hiring engineers to develop new image, video, native, and conversational ad formats for ChatGPT, expanding beyond the standard sponsored unit tested since February. The roles, part of a new monetization team, a…
Anthropic redeployed Claude Fable 5 on July 1 after US export controls were lifted, restoring global access to the model. The company also introduced a new safety classifier to block a safeguard bypass technique reported…
Companies are scrambling to reduce AI spending as providers shift to per-token pricing, with some using tools to make LLMs communicate like cavemen. Meanwhile, entirely fake AI-generated flowers are flooding eBay, Etsy, …
Anthropic redeployed its Fable 5 AI model on July 1 after a brief export restriction, but with tighter safeguards and usage limits imposed by the US government. The model's safeguards were strengthened following a jailbr…
Anthropic's Claude Fable 5 AI model is again available on Amazon Bedrock, offering advanced coding and knowledge work capabilities with vision and self-verification features. Customers can access the model via Amazon Bed…
Anthropic launched Claude Sonnet 5, its most agentic mid-tier model, now available in Kilo Code via OpenRouter and direct API. The model achieves 63.2% on SWE-bench Pro and edges past Opus 4.8 on knowledge-work benchmark…
Llama.cpp users can significantly improve inference speed and output quality by tuning sampling parameters such as temperature, TopP, MinP, TopK, repeat penalty, DRY, XTC, Dynatemp, Adaptive-P, and Mirostat, which mitiga…