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mizer update, giving an effective batch of batch size x gradient accumulation steps. Details in the docs . At Together, we believe that intelligence should be abundant, and we leverage all available systems and algorithmic optimizations to provide the most value to our customers. We continue optimizing our training stack and want to transfer any cost reductions to users. Hence, we are dropping the prices of training for most of the models we support, with savings starting from 30% and reaching 7

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ock appears in the examples because it is the provider most Lambda deployments reach for first. What does checkpointing cost? Steps consume a durable execution's operations and storage quotas. A turn consumes one model step plus one step per tool call. Large tool results consume the storage budget, so store references, not payloads, or use the FileSystem serdes to keep large values on Amazon S3 Files and checkpoint only a file pointer. You benefit because you do not pay for repeated model reques

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ro in glacier is paired with the Clear Case previous; next iPhone 18 Pro and the Environment iPhone 18 Pro and iPhone 18 Pro Max will be available in 256GB, 512GB, 1TB, and 2TB storage capacities. Available in burgundy, glacier, silver, and black, iPhone 18 Pro starts at $1,199 (U.S.) or $49.95 (U.S.) per month, and iPhone 18 Pro Max starts at $1,299 (U.S.) or $54.12 (U.S.) per month for 24 months.13 Apple offers great ways to save and upgrade to the latest iPhone models. With Apple Trade In, cu

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users. Customers can choose AppleCare+ to cover their new AirPods 5 or, in available markets, AppleCare One to protect multiple products in one simple plan. Both plans include coverage for accidents like drops and spills, theft and loss protection on eligible products, battery replacement service, and priority support from Apple Experts. In the U.S., customers can also choose AppleCare One Family, which extends that same coverage to every eligible device across an Apple Family Sharing group for

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Apple users. Customers can choose AppleCare+ to cover their new Apple Watch or, in the U.S., AppleCare One to protect multiple products in one simple plan. Both plans include coverage for accidents like drops and spills, theft and loss protection on eligible products, battery replacement service, and 24/7 support from Apple Experts. For more information, visit apple.com/applecare Apple Upgrade, a leasing program provided by Klarna and available in the U.S., gives eligible customers monthly paym

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uo and the Environment iPhone Duo is available in star white and night sky, and starts at $1,999 (U.S.), or $83.29 (U.S.) per month for 24 months, in 256GB, 512GB, 1TB, and 2TB storage capacities.13 Apple Upgrade, a leasing program provided by Klarna and available in the U.S., gives eligible customers monthly payment options for iPhone Duo, with 12- and 24-month leasing terms starting as low as $57.99 (U.S.) per month for 24 months. For more information, visit apple.com/shop/apple-upgrade.14 Cus

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est of someone’s life shifts. When it comes time to pay, Muse can checkout with Link built by Stripe, and it is the first AI agent covered by Link’s purchase protections: free coverage for damaged or lost items, price drops, no-fee returns, and a return guarantee on eligible purchases. Link’s wallet for agents generates a one-time-use card so your real card details stay hidden, allowing you to purchase safely across the internet. Shop Pay is coming soon as another way to pay, along with 1Passwor

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s what we believe is the first fully fledged serving system built around a decode megakernel. It supports everything a real server needs: continuous batching, paged attention, and ragged sequence lengths, all behind an OpenAI-compatible endpoint with tool calling. Point OpenCode at it and you can code with it. On batch size 1, our megakernel reaches 292 tok/s, or 62% of SoL — 1.58× faster than vLLM. That margin holds across batch sizes and out to 256K of context, with no measurable loss of accur

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esponses API and the Anthropic Messages API, as well as openrouter:bash, the Anthropic-compatible Bash tool, on the Messages API. Both work with any model; Files API: workspace storage under /api/v1/files. Upload files, attach them to a container by id, and keep the files a run produces; Containers: these are the sandbox where shell commands run. Files written there persist between requests that share a container id. You can access the container’s contents through the /api/v1/containers API When

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esponses API and the Anthropic Messages API, as well as openrouter:bash, the Anthropic-compatible Bash tool, on the Messages API. Both work with any model; Files API: workspace storage under /api/v1/files. Upload files, attach them to a container by id, and keep the files a run produces; Containers: these are the sandbox where shell commands run. Files written there persist between requests that share a container id. You can access the container’s contents through the /api/v1/containers API When

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fixed it in a way you wouldn't expect. With Factory, the cost of fixing these bugs has dropped so low, this no longer makes sense as a contribution model. We're shifting from encouraging community PRs to encouraging highly detailed issue repros, and we're crediting issue authors on merged PRs. If you want a walkthrough, join Abhi and Alex for the Build and Own Your Software Factory workshop.Share on X or LinkedInSam BhagwatCEO Sam Bhagwat is the founder and CEO of Mastra. He co-founded Gatsby, w

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uary 2026, Vimeo customers have dubbed 1.4 million minutes of footage across more than 25,000 videos, and more than 27% of enterprise accounts have tried AI dubbing to date. On average, each video is dubbed into 3+ target languages, with thousands that have been dubbed into 10+ languages. Customers dub across 35 source languages and 40 target languages. English is the most common source language, and the most requested targets are Spanish, French, German, Latin American Spanish, and Italian. Ent

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ch the "strong finding" example above. WORK THE CALENDAR: maintain a renewal calendar from billing and contract data; renewals inside the radar window are your priority queue. Leverage lives at renewal. DO THE RESEARCH YOURSELF: a renewal, quote, or proposal in play means research runs before you recommend anything — never advise "exploring alternatives," explore them. Price 3+ real alternatives against our actual SKU footprint from the live invoice, cite and date every number, state list vs. st

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worth paying the cost of evaluating the embeddings (this extra cost you see at indexing and recall time). funes shines when the information is actually difficult to find. johandoc 21 days ago • This comment has been hidden (marked as Spam) Edit Preview Upload images, audio, and videos by dragging in the text input, pasting, or clicking here . Tap or paste here to upload images Comment · Sign up or log in to comment +138 Datasets mentioned in this article 1 dacorvo/funes-handoff-recall-benchmark

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control it? We explored four arrangements: Floating window: kept the computer easy to reach but covered the conversation. Side by side: made the work continuously visible and encouraged users to watch it. Modal: made checking in easy but treated the Bot’s workspace as a temporary interruption. Full screen: gave the computer plenty of room but displaced the conversation entirely. The more prominent we made the computer, the more the product encouraged users to supervise it. We decided it should r

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Because of these concerns, we architected EFS so that customers have the ability to store data on their existing cloud infrastructure. In EFS, customers can control their data storage and management. Customers want the ability to have their data live in infrastructure they control, under their own encryption keys, access policies, and audit logging. Activity data used for monitoring can be stored in the customer’s own cloud account (such as Amazon S3, Azure Blob Storage, or Google Cloud Storage

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, each run privately contributes evidence that helps us spot device-specific failures, compare variants, and improve selection rules. The goal is simple: use broad, real-world coverage to make the kernels faster and more reliable for everyone. Building a shared foundation for WebAI The initial 207 kernels are a starting point, not the end state. Publishing kernels independently on the Hub gives us a common place to inspect contracts, compare implementations, reproduce correctness checks, and imp

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ill roll out to all users in the Gemini app across Flash and Flash-Lite models soon. And in the coming months, agentic video understanding will also power YouTube's ‘ Ask YouTube’ feature on the video watch page, leveraging Gemini to deliver higher-quality answers grounded in the visuals. Acknowledgement for their contribution to this work: Sergi Caelles, Filip Pavetić, Ahmet Iscen, Suhas Yogin, and the Agentic Vision team. Done. Just one step more. Check your inbox to confirm your subscription.

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rstand where existing training workflows fall short: constrained model and method choice, limited control over parameters and training loops, rigid and underutilized compute, and fragmented training and rollout infrastructure that bloats costs, creates synchronization overhead, and introduces numerical drift. Those partnerships shaped our Training API. The Fireworks Training API connects your custom training loop to Fireworks-managed distributed training and rollout infrastructure. You orchestra

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g the data streams was similarly time-consuming, because each application needed its own bespoke viewer, written in whatever language the recording program used. MHS unified that fragmented process and removes the per-program rewrite. With MHS, each data stream is stored in shared memory in the MHS state dictionary, in a documented format that is readable by any process that attaches to it. Because each data stream is presented in the same way, analysis or visualization code can now be reused ac

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