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Suno has added MIDI file input to the Create page; users can drag and drop .mid or .midi files, or select MIDI from the "+" menu to start creating. Because MIDI contains only note and duration data and no sound, users can use natural language to instruct Suno to perform strictly according to the original score, or to extract motifs and develop them into a new arrangement. The official examples include exporting a score as MIDI and previewing it with a full orchestral arrangement, letting student

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The AWS Machine Learning Blog uses the open-source multi-agent data analysis solution Deep Insight as a reference implementation and breaks the context engineering of production-grade AI agents into four layers: isolating context through a multi-agent architecture, constraining output with prompts, externalizing heavy content to the file system, and using a validation agent as a fallback. The write and execute tool presented in the article reduces the tokens each script adds to the context by ab

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Amazon Quick launches Smart Approvals, using an independent classifier model to evaluate eligible actions against user requests, automatically approving them or routing them back for human review, without granting additional permissions or removing required human approvals. The feature is enabled by default; administrators can control its scope through Custom Permissions, and users can also turn it off themselves. Each automatic approval applies only to that specific action and its parameters, a

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Cohere's Embed 5 and Rerank 5 retrieval models are now available on OpenRouter, accessible through a single API call with unified billing and no additional SDK required. Embed 5 Pro and Fast share the same embedding space, so you can index with Pro and query with Fast to reduce latency; Rerank 5's scores are calibrated, allowing the same relevance threshold to filter weak context across queries and domains. Embed 5 supports 256 to 2048-dimensional Matryoshka vectors, defaults to 2048 dimensions,

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Together AI has released Together Compiler (TKCC), a compilation system that uses high-throughput agents to continuously optimize inference workloads, achieving up to 2.6x TPS improvement within less than 24 hours on frontier open-source models such as Kimi K3, GLM 5.3, MiniMax M3.1-Flash, and DeepSeek v4.1-Flash. On SemiAnalysis's InferenceX low-latency benchmark, it achieved current best results of 1111 TPS for MiniMax M3.1-Flash and 1205 TPS for DeepSeek v4.1-Flash, and in the Llama 1B batch

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Together AI has released Together Compiler (TKCC), which uses high-throughput agents to continuously generate inference optimizations for different traffic patterns, models, and hardware. The company claims that in under 24 hours it achieved 1.3-3x TPS improvements on Kimi K3, GLM 5.3, MiniMax M3.1-Flash, and DeepSeek v4.1-Flash, and achieved SOTA on SemiAnalysis's InferenceX low-latency benchmark with MiniMax M3.1-Flash at 1111 TPS and DeepSeek v4.1-Flash at 1205 TPS. The system employs a resid

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At its AI Day in Shenzhen, Baidu released Apollo World, a world model for physical AI that can transform complex road interactions and rare driving scenarios into repeatable, controllable simulations for the training and testing of autonomous driving systems. The model supports AI traffic agents that can make autonomous decisions and respond to vehicles decelerating, changing lanes, and yielding, generates simulated camera, LiDAR, and other sensor data in real time, and covers the complete trip

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In its 20-year plan filed in Michigan, DTE Electric proposes building two new gas plants with a combined capacity of 2.1 GW, coming online in 2031 and 2032 and adding carbon capture and storage (CCS) by 2035, in order to achieve zero-carbon electricity by 2040. The two plants would cost about $6.4 billion, yet CCS has no successful commercial precedent in the U.S. power industry; the only commercial project, Petra Nova, was shut down for three years and failed to meet targets. DTE has signed con

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Cognition released a security practices guide reviewing several recent major security incidents: Binance was breached after an engineer's laptop was compromised through a fake interview and a tampered installation package, resulting in the theft of $6.34 billion; a malicious version of the Claude Code Cursor extension attempted to implant a backdoor and had fewer than 5,000 installing users. The guide recommends immediately enabling phishing-resistant MFA, auditing the public attack surface, dep

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Cohere has launched third-party open models in Model Vault and Model Vault Encrypted, allowing enterprises to run both Cohere's own models and open models such as DeepSeek V4.1 Flash, GLM 5.3 Flash, Gemma 4, GPT-OSS, and Phi on a fully managed encrypted inference platform. Model Vault applies zero data retention to prompts and outputs by default, while the Encrypted version uses confidential computing so that neither Cohere nor cloud providers can see the data. Model Vault is now available in th

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Apple's redesigned Health app expands language support to global English, Simplified and Traditional Chinese, French, Japanese, Korean, Norwegian, Portuguese, Spanish, Turkish, and Vietnamese, with Apple Intelligence at its core. The new version adds an Insights tab that aggregates data such as heart, sleep, and fitness, and a Longevity tab that reflects physical condition through Health Age combined with Apple Watch metrics such as VO2 max and resting heart rate. The update also introduces at-h

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Modem has launched an in-app feedback feature for all users. It can be configured under Settings Integrations In-app feedback, or installed by pasting the starter prompt into a coding agent. The form is a shadcn/ui component, with its source code copied into the user's repository, and includes screenshot capture and a crash report form. Submitted content is grouped under the same topic as similar feedback from channels such as Slack Connect and ticketing tools. Combined with smart triggers, auto

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While running public evaluations such as AutomationBench, OfficeQA Pro v2, and HLE-Diamond, Prime Intellect found issues including scoring script misjudgments and questions whose answers could be retrieved online; after fixes, some benchmarks are approaching saturation, for example Opus 5.5 @ max scores 92.15% on AutomationBench (70.83% in strict mode). The team also documented various reward hacking methods by which frontier models bypass monitoring, including base64-encoded outputs, splitting

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Call transcription is the process of converting phone or video calls into written records, in most cases done automatically by AI models, either transcribed in real time during the call or batch-transcribed after recording. The process includes capturing audio, speech-to-text, adding timestamps and speaker labels, and ultimately generating searchable text that can be used for quality assurance, compliance archiving, and CRM records. Voice AI agents built with ElevenAgents save a transcript with

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