# volume Published articles for volume. This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles. ## Kubernetes v1.37: Hardening Container Storage with Bind Mount Options and EmptyDir Permissions DevFeed: [Kubernetes v1.37: Hardening Container Storage with Bind Mount Options and EmptyDir Permissions]() Original publisher: [Read original article]() Author: Nispriha Jagan; Neeraj Krishna Gopalakrishna Published: 2026-09-16T18:30:00Z Content type: article Language: en Sources: [Kubernetes Blog]() Topics: [Kubernetes](), [Security](), [mount](), [Filesystems](), [chmod](), [Unix]() Tags: [chmod](), [container](), [containers](), [filesystem](), [hardening](), [kubernetes](), [linux](), [mount](), [permissions](), [storage](), [volume](), [volumes]() ### AI overview Kubernetes v1.37 adds bind mount options and emptyDir permission modes to strengthen storage security. The article explains how noexec, nosuid, nodev, Unix permissions, and the sticky bit can help enforce security policies on writable volumes. ### Source excerpt Kubernetes v1.37 brings important storage security features: emptyDir permission modes and bind mount options. They help application programmers and security professionals implement rigorous security policies, for example, prohibiting deletion of files across containers or execution of arbitrary binaries from writable volumes, directly in Kubernetes without any complicated circumvention. Linux storage and permission fundamentals Before diving into the new Kubernetes features, let us briefly review the low-level Linux security mechanisms that make them possible. Bind mount flags When Linux mounts or remounts a directory, Virtual File System (VFS) flags control what actions are permitted on that filesystem: noexec: Do not permit direct execution of any binaries on the mounted filesystem. nosuid: Do not allow set-user-identifier or set-group-identifier bits to take effect. nodev: Do not interpret character or block special devices on the file system. Directory permissions and the sticky bit Standard Unix permissions regulate access across three scopes: Owner, Group, and Others (e.g., 0755 or 0777). Beyond standard read, write, and execute bits, Linux supports the sticky bit (as in mode 01777). When applied to a directory, the sticky bit ensures that a file inside that directory can only be deleted or renamed by the file's owner or root. This is essential for shared writable directories like /tmp. Motivation for the improvements Why does Kubernetes need bind mount options and emptyDir permissions? The primary goal of these features is to increase the security of Kubernetes workloads by allowing security-related bind mount options on volume mounts. By default, volumes are bind-mounted into containers by the container runtime and kubelet without noexec, nosuid, or nodev flags. This default can undermine security. For example, with noexec missing, a compromised process can use any writable volume (emptyDir, PersistentVolume, etc.) to download, chmod +x, and execute arbitra ## Mem0 joins the Vercel Marketplace DevFeed: [Mem0 joins the Vercel Marketplace]() Original publisher: [Read original article]() Author: Tony Pan Published: 2026-09-16T17:00:00Z Content type: release Language: en Sources: [Vercel News]() Topics: [Vercel](), [Artificial Intelligence](), [App](), [context](), [API keys](), [Command-line interface](), [Environment Variables]() Tags: [ai](), [ai-agents](), [app](), [billing](), [cli](), [context](), [environment-variables](), [free](), [giving](), [install](), [integration](), [vercel](), [volume]() ### AI overview Mem0 is now a native integration on the Vercel Marketplace, providing long-term memory for AI agents and apps across sessions. The integration includes billing through Vercel, automatic provisioning of a scoped Mem0 project and API key, and environment-variable configuration. Mem0 offers a free plan with usage limits and a $20-per-month plan for higher volume. ### Source excerpt Mem0 is now available as a native integration on the Vercel Marketplace, giving your AI agents and apps long-term memory. Mem0 remembers user preferences, facts, and context across sessions, so your app stops starting from scratch. Install from the Marketplace with integrated billing on your Vercel invoice, no separate account or key management. A scoped Mem0 project and API key are provisioned automatically and added to your project as environment variables, including MEM0_API_KEY. Mem0 offers a free plan with usage limits and a $20 per month plan for higher volume. To see it end to end, deploy the eve Memory Agent template, an eve agent with long-term memory powered by Mem0. Get started with Mem0 on the Vercel Marketplace or through the Vercel CLI, available to customers on all plans. Read more ## Micron Shows off 512GB DDR5 RDIMM: 12TB per Dual-Socket Server at 9,200 MT/s, Volume Production in 2H 2027 DevFeed: [Micron Shows off 512GB DDR5 RDIMM: 12TB per Dual-Socket Server at 9,200 MT/s, Volume Production in 2H 2027]() Original publisher: [Read original article]() Author: Brian Beeler Published: 2026-09-15T20:18:17Z Content type: news Language: en Sources: [StorageReview.com]() Topics: [ddr5](), [servers](), [intel](), [cpu]() Tags: [capacity](), [ddr5](), [enterprise](), [generation](), [intel](), [memory](), [modules](), [performance](), [production](), [release](), [server](), [speed](), [volume]() ### AI overview Micron demonstrated a 512GB DDR5 RDIMM rated for up to 9,200 MT/s. The module can provide 12TB of memory in a 24-slot dual-socket server, with volume production scheduled for the second half of 2027. AMD and Intel are validating it for next-generation server platforms. ### Source excerpt Micron has demonstrated a 512GB DDR5 RDIMM running on multiple server platforms, which it calls the world's first module at that capacity, and says AMD and Intel are both validating it for their next-generation server platforms. The module is rated for speeds up to 9,200 MT/s, and in a 24-slot dual-socket server it puts 12TB The post Micron Shows off 512GB DDR5 RDIMM: 12TB per Dual-Socket Server at 9,200 MT/s, Volume Production in 2H 2027 appeared first on StorageReview.com. ## iGaming Fraud Prevention: Key Strategies to Implement DevFeed: [iGaming Fraud Prevention: Key Strategies to Implement]() Original publisher: [Read original article]() Author: Ben Price Published: 2026-09-14T21:00:00Z Content type: article Language: en Sources: [Sift Science]() Topics: [Security, Privacy and Abuse Prevention](), [Exploit](), [math]() Tags: [2025](), [2026](), [acquisition](), [bonus-abuse](), [customer](), [fraud-prevention](), [gaming-fraud](), [igaming](), [igaming-fraud](), [igaming-fraud-prevention](), [industrial](), [marketing](), [multi-account-abuse](), [multi-accounting-detection](), [multi-accounting-fraud](), [network](), [prevent-fraud](), [revenue](), [synthetic](), [time](), [trust-and-safety](), [verification](), [volume]() ### AI overview This article explains how bonus abuse and multi-accounting have become major sources of iGaming fraud. It describes fraudsters exploiting promotional offers through repeated registrations, synthetic identities, stolen credentials, device farms, residential proxies, and synthetic documents, and argues that operators should justify prevention spending by measuring protected revenue. ### Source excerpt While every operator budgets for promotions as a customer acquisition cost, very few budget for the version of that cost that never converts into a real player. Bonus abuse and multi-accounting now account for the single largest fraud category in iGaming, making up 64% of fraud according to a recent study. But unlike chargebacks or [...] The post iGaming Fraud Prevention: Key Strategies to Implement appeared first on Sift. ## datasette-publish-fly 1.4 DevFeed: [datasette-publish-fly 1.4]() Original publisher: [Read original article]() Author: Simon Willison Published: 2026-09-11T02:58:52Z Content type: release Language: en Sources: [Simon Willison's Weblog]() Topics: [fly](), [App](), [bug]() Tags: [bug](), [datasette](), [datasette-1-542](), [deploy](), [fly](), [fly-40](), [https](), [release](), [volume]() ### AI overview Release notes for datasette-publish-fly 1.4. The release sets force_https=true in fly.toml, fixes a volume lookup bug, and adds compatibility with app-scoped deploy tokens. ### Source excerpt Release: datasette-publish-fly 1.4 Sets force_https=true in fly.toml. #31 Fix for Volume could not be found bug. #32 Compatible with app-scoped deploy tokens. #34 Tags: datasette, fly ## GHarchive data has become unreliable for measuring GitHub activity DevFeed: [GHarchive data has become unreliable for measuring GitHub activity]() Original publisher: [Read original article]() Author: KD (noreply@blogger.com) Published: 2026-09-03T16:00:00Z Content type: opinion Language: en Sources: [Google Open Source Blog]() Topics: [data](), [datasets](), [GitHub](), [Crawler](), [GitHub API](), [Open Source](), [GraphQL]() Tags: [collect](), [data](), [dataset](), [datasets](), [github](), [google](), [google-open-source](), [graphql](), [open-data-sets](), [open-source](), [oss](), [pipeline](), [pull-requests](), [retention](), [stream](), [volume]() ### AI overview This article examines the reliability of open source data, focusing on GHarchive's coverage of GitHub events. It argues that GHarchive should not be used for real-time or volume-based metrics because event retention has declined and some activity is omitted by the GitHub Event stream and API limitations. ### Source excerpt by Sophia Vargas, Google Open Source & Andrew Nesbitt, Ecosyste.ms Every second, open source contribution quietly shapes the software we rely on, and yet our view of this open ecosystem is surprisingly opaque. Open source development is performed in public spaces -- we can see the commits, issues and comments, the APIs and endpoints are free to use -- the logs are just sitting there, so why can't we just collect all of the data? ...Said every researcher, everywhere. However in most cases of open source related data, we are only looking at part of the whole. Why am I writing this post? Because many of us (including many business decision-makers) are too comfortable with unsubstantiated data. We've gotten used to it. Our models assume that it's smelly and we adjust the logic and weights to compromise. When it comes to open source, our confidence is even lower, even though our resulting decisions can directly impact individuals whom we collectively depend on. Let's consider one of my favorite datasets: GHarchive. Started as a hobby project in 2011, this crawler has amassed more than 15 years of event data from GitHub. While this source provides a historical record of open source development on GitHub, as a real-time or comprehensive source of metrics, it's unreliable and should not be a source for volume-based metrics. In 2025, GHarchive captured 14% fewer events than in 2024, despite steady growth in platform adoption. Since 2025, we estimate that data retention in GHarchive has fallen to ~50% and in 2026 it may be as low as 20% for some event types (see figure below). Prior to 2025, you could make the general assumption that the majority of events would be represented in this pipeline. Since 2025, we must now assume we may be missing at least half of events and possibly more -- not to mention all of the additional activity that's left out of the event API (see GitHub's GraphQL API.) The crawler logic behind this dataset is simple: give me all the events from the GitHub Ev ## Makera Z1 Desktop CNC Review - Smart milling, 4-th axis module, and 5W laser engraving DevFeed: [Makera Z1 Desktop CNC Review - Smart milling, 4-th axis module, and 5W laser engraving]() Original publisher: [Read original article]() Author: Jean-Luc Aufranc (CNXSoft) Published: 2026-09-01T10:51:29Z Content type: article Language: en Sources: [CNX Software - Embedded Systems News]() Topics: [Tool]() Tags: [camera](), [cnc-router](), [diy](), [dust](), [hardware](), [optional](), [precision](), [review](), [reviews](), [testing](), [video](), [volume]() ### AI overview A review of the Makera Z1 desktop CNC machine, covering its enclosed aluminum construction, 200 x 200 x 100 mm work volume, milling and engraving capabilities, assistive features, specifications, and optional 4th-axis and 5W laser accessories. ### Source excerpt The Makera Z1 Desktop CNC is a desktop CNC machine designed for milling and engraving work that requires precision. The fully enclosed machine features an aluminum structure, offers a 200 x 200 x 100 mm work volume, and is suitable for wood, plastic, acrylic, PCB boards, carbon fiber, as well as non-ferrous metals such as aluminum, brass, and copper. The standout feature of this model is its fairly complete set of assistive functions, including a quick tool change system for swapping milling bits, auto probing & leveling for detecting position and leveling the workpiece, the AeroDust system for blowing and managing chips/dust, and a built-in camera for monitoring operation. In addition, optional accessories such as a 4th-axis rotary module, a 5W laser head, a workholding kit, and a 3D probe can also be installed. This model relies on a linear rail system featuring Acme lead screws and NEMA 17 stepper [...] The post Makera Z1 Desktop CNC Review - Smart milling, 4-th axis module, and 5W laser engraving appeared first on CNX Software - Embedded Systems News. ## Podman 6.1.0: Volume Renaming, Machine Restarts, and a Long List of Bug Fixes DevFeed: [Podman 6.1.0: Volume Renaming, Machine Restarts, and a Long List of Bug Fixes]() Original publisher: [Read original article]() Author: Mohan Boddu Published: 2026-08-17T19:51:34Z Content type: release Language: en Sources: [blog.podman.io]() Topics: [podman](), [podman machine](), [API](), [Containers](), [macOS](), [Windows](), [Windows Subsystem for Linux](), [Docker]() Tags: [announcement](), [api](), [articles](), [blog](), [bug-fixes](), [buildah](), [containers](), [docker](), [macos](), [new-feature](), [podman](), [podman-desktop](), [podman-machine](), [release](), [releases](), [update](), [volume](), [windows](), [wsl]() ### AI overview Podman 6.1.0 adds volume renaming, a dedicated podman machine restart command, idempotent network removal, retry options for manifest pushes, improved Kubernetes healthcheck mapping, WSL port-forwarding support, IPv6 forwarding fixes, and free-memory reporting. It also improves Docker-compatible API behavior and includes numerous bug fixes and dependency updates. ### Source excerpt Podman 6.1.0 is here, and while it's not a flashy release, it's the kind of update that quietly makes day-to-day container work smoother. This release focuses on rounding out long-requested quality-of-life commands, tightening up podman machine reliability across Windows, macOS, and WSL, and squashing a healthy batch of bugs in Quadlet, healthchecks, and the API [...] ## Why Asia Is Ahead on Stablecoins, According to Reap's Daren Guo DevFeed: [Why Asia Is Ahead on Stablecoins, According to Reap's Daren Guo]() Original publisher: [Read original article]() Author: Amira Valliani Published: 2026-08-12T12:57:00Z Content type: article Language: en Sources: [Solana News Feed]() Topics: [Solana](), [systems]() Tags: [2025](), [b2b](), [blockchain](), [blockchain-technology](), [consumer](), [cross-border](), [cross-border-payments](), [crypto-news](), [cryptocurrency](), [defi](), [finance](), [global](), [infrastructure](), [nfts](), [payments](), [podcasts](), [remittances](), [report](), [solana](), [solana-ecosystem](), [southeast-asia](), [speed](), [stablecoins](), [volume](), [web3]() ### AI overview Reap co-founder Daren Guo explains why Asia's cross-border payment infrastructure is well suited to stablecoins and describes Reap's stablecoin card business, including its primary treasury-management move to Solana in 2025. ### Source excerpt Reap moves roughly $6B a year in stablecoin card volume after building cross-border payments infrastructure from Asia. ## Real-time Change Data Capture with Redpanda Connect and MySQL DevFeed: [Real-time Change Data Capture with Redpanda Connect and MySQL]() Original publisher: [Read original article]() Author: Chandler Mayo Published: 2026-07-02T00:00:00Z Content type: tutorial Language: en Sources: [Redpanda]() Topics: [MySQL](), [Kafka](), [Databases](), [Docker Compose](), [real-time](), [Docker](), [SQL]() Tags: [apache-kafka](), [connectors](), [container](), [docker](), [event](), [how-to](), [kafka](), [mysql](), [network](), [pipeline](), [real-time](), [sql](), [tutorial](), [volume]() ### AI overview A step-by-step tutorial for building a real-time change data capture pipeline with MySQL and Redpanda Connect. It explains how row-level inserts, updates, and deletes become downstream events without polling, using compatibility with the Kafka Connect ecosystem. ### Source excerpt A step-by-step tutorial on how to stream every insert, update, and delete from your database using MySQL and a faster, simpler alternative to Kafka Connect. ## Pricing AI Chat Apps for Sustainable Margins DevFeed: [Pricing AI Chat Apps for Sustainable Margins]() Original publisher: [Read original article]() Author: Ayush Agarwal Published: 2026-05-14T00:00:00Z Content type: tutorial Language: en Sources: [Dodo Payments Blog]() Topics: [AI Chat](), [App](), [Large Language Model](), [Software as a service](), [Retrieval-Augmented Generation]() Tags: [ai](), [app](), [chat](), [cost](), [how-to](), [llm](), [pricing](), [rag](), [retrieval](), [saas](), [subscription](), [token](), [unit-economics](), [usage-based-billing](), [variable](), [volume]() ### AI overview This practical guide explains how to price AI chat applications when model costs vary with token usage. It covers unit economics, hidden infrastructure and retrieval costs, and usage-based billing approaches intended to align customer charges with consumption. ### Source excerpt A practical guide to pricing AI chat apps for positive margins. Cover token costs, hidden infrastructure spend, and a step by step framework for usage based billing. ## How to Implement Dynamic Pricing Based on Usage DevFeed: [How to Implement Dynamic Pricing Based on Usage]() Original publisher: [Read original article]() Author: Ayush Agarwal Published: 2026-03-29T00:00:00Z Content type: tutorial Language: en Sources: [Dodo Payments Blog]() Topics: [Software as a service](), [Scalability](), [Architecture & Design]() Tags: [churn](), [how-to](), [implement](), [payments](), [pricing](), [pricing-strategy](), [real-time](), [revenue](), [saas](), [scalability](), [subscription](), [usage-based-billing](), [volume]() ### AI overview A guide for SaaS founders on implementing usage-based pricing, covering metering, rating, billing, volume discounts, committed-use contracts, scalability, and customer trust. ### Source excerpt A strategic guide for SaaS founders on building a flexible pricing engine that scales with customer usage, including volume discounts and committed-use models. ## Tiered Pricing vs Volume Pricing: Which Model Maximizes SaaS Revenue? DevFeed: [Tiered Pricing vs Volume Pricing: Which Model Maximizes SaaS Revenue?]() Original publisher: [Read original article]() Author: Ayush Agarwal Published: 2026-03-29T00:00:00Z Content type: comparison Language: en Sources: [Dodo Payments Blog]() Topics: [Software as a service](), [API]() Tags: [billing](), [compare](), [comparison](), [guide](), [models](), [pricing](), [revenue](), [saas](), [volume]() ### AI overview This guide compares tiered and volume pricing for SaaS products. It explains how tiered pricing applies different per-unit rates to separate usage brackets, while volume pricing applies one rate to the entire usage amount after a threshold. It also includes revenue calculations and guidance on choosing between the models. ### Source excerpt Compare tiered and volume pricing models for SaaS. Includes revenue calculations, use cases, and which billing model works best at different scales. ## 2025 CVE Data Review DevFeed: [2025 CVE Data Review]() Original publisher: [Read original article]() Author: jgamblin Published: 2026-01-01T18:38:43Z Content type: article Language: en Sources: [Jerry Gamblin]() Topics: [Vulnerabilities](), [data](), [Statistics](), [Security](), [Content Management System](), [Linux Kernel](), [web applications]() Tags: [2025](), [analysis](), [cms](), [cve](), [data](), [linux-kernel](), [patch-tuesday](), [report](), [statistics](), [supply-chain](), [trends](), [uncategorized](), [volume](), [vulnerabilities]() ### AI overview This review analyzes 2025 CVE publication data, reporting 48,185 published CVEs, a 20.6% increase from 2024. It highlights stable median CVSS scores, growth in web application and CMS-related flaws, publication clustering around vendor release cycles, and the Linux Kernel as the product with the most listed vulnerabilities. The article recommends prioritizing vulnerabilities by exploitability and automating remediation where possible. ### Source excerpt 2025 set a new baseline with 48,185 published CVEs. While the sheer volume is climbing, the median CVSS score remained surprisingly stable. We are seeing a distinct shift toward web application flaws (specifically in the CMS ecosystem) and a wider distribution of vendors, proving that vulnerabilities are spreading deeper into the supply chain. This massive growth ... Read more ## Testing IP Multicast with netlab DevFeed: [Testing IP Multicast with netlab]() Original publisher: [Read original article]() Published: 2025-11-26T06:56:00Z Content type: article Language: en Sources: [ipSpace.net blog]() Topics: [networking](), [Routing (disambiguation)](), [Testing](), [GitHub]() Tags: [github](), [ip](), [multicast](), [netlab](), [permission](), [routing](), [tcp-ip](), [testing](), [volume](), [worth-reading]() ### AI overview The article highlights Aleksandr Albin's nearly 20-router lab topology for practicing inter-AS IP multicast. The topology and additional configuration templates are published on GitHub, with the experience also documented in a LinkedIn post. ### Source excerpt Aleksandr Albin built a large (almost 20-router) lab topology (based on an example from Jeff Doyle's Routing TCP/IP Volume 2) that he uses to practice inter-AS IP multicast. He also published the topology file (and additional configuration templates) on GitHub and documented his experience in a LinkedIn post. Lab topology, copied with permission by Aleksandr Albin It's so nice to see engineers using your tool in real-life scenarios. Thanks a million, Aleksandr, for sharing it. ## Volume Grids in Geometry Nodes DevFeed: [Volume Grids in Geometry Nodes]() Original publisher: [Read original article]() Author: Hans Goudey Published: 2025-10-07T20:29:49Z Content type: release Language: en Sources: [Blender]() Topics: [data](), [Data structures](), [Library](), [signed distance functions]() Tags: [3d](), [blender](), [data-structure](), [general-development](), [geometry-nodes](), [library](), [sdf](), [volume]() ### AI overview Blender 5.0 expands Geometry Nodes support for volumetric data with a new volume grid data type. Grids can store float, vector, and other primitive values, be modified with math nodes, and be viewed or attached to geometry. ### Source excerpt In Blender 5.0, Geometry Nodes support for volumetric data will be significantly better. ## mac-volume: A CLI to control device volume DevFeed: [mac-volume: A CLI to control device volume]() Original publisher: [Read original article]() Author: Rob Published: 2025-10-07T10:00:00Z Content type: article Language: en Sources: [Rob Allen]() Topics: [Command-line interface](), [Swift](), [C](), [floating-point](), [function](), [GitHub]() Tags: [audio](), [c](), [cli](), [floating-point](), [github](), [mac](), [swift](), [volume]() ### AI overview The article explains why Mac volume controls can be inconvenient when calls use a separate audio device. It describes a Swift command-line utility called mac-volume that uses Core Audio to control volume by device name, including listing devices and incrementing or decrementing volume, with integration through StreamDeck and Keyboard Maestro. ### Source excerpt I've set my Mac up such that video calls such as Zoom use the microphone and earphones attached to my Behringer UMC204HD, which all other audio plays through the my normal speakers which are the default. One issue I have with this is that it's quite hard to change the volume when a call as the volume buttons on the Mac are connected to the default output. This finally annoyed me enough that I looked... continue reading. ## New Socket Shapes DevFeed: [New Socket Shapes]() Original publisher: [Read original article]() Author: Jacques Lucke Published: 2025-08-08T07:41:15Z Content type: article Language: en Sources: [Blender]() Topics: [Development](), [data]() Tags: [blender](), [design](), [diamond](), [general-development](), [geometry-nodes](), [node](), [structure](), [types](), [volume]() ### AI overview The article explains Blender 5.0's redesign of Geometry Nodes socket shapes. It describes the limitations of the previous shapes, the need to support newer socket types such as lists and volume grids, and how socket shape, color, and tooltips communicate data structure and analysis information. ### Source excerpt Changing the meaning of socket shapes for Blender 5.0. ## Easy Automated Docker Volume Backups That Are Database Friendly DevFeed: [Easy Automated Docker Volume Backups That Are Database Friendly]() Original publisher: [Read original article]() Author: Nic Raboy Published: 2025-05-10T12:00:00Z Content type: tutorial Language: en Sources: [Nic Raboy]() Topics: [Docker](), [Docker Compose](), [Filesystems](), [SQLite](), [btrfs](), [Ubuntu]() Tags: [backrest](), [btrfs](), [compose](), [docker](), [filesystem](), [nas](), [offen](), [restic](), [sqlite](), [synology](), [ubuntu-server](), [volume]() ### AI overview A tutorial on automated, database-friendly backups for Docker volumes on Ubuntu Server with ext4. It explains the risk of corruption when files, especially SQLite databases using WAL, are active during backup, and introduces Offen and Backrest as automated solutions. ### Source excerpt I recently picked up a Beelink EQR6 Mini PC to reduce some of the Docker stress on my aging Synology NAS. Since my Synology used the Btrfs filesystem, I never had to worry about file locks and corrupt... The post Easy Automated Docker Volume Backups That Are Database Friendly appeared first on The Polyglot Developer. ## Mistral Batch API DevFeed: [Mistral Batch API]() Original publisher: [Read original article]() Published: 2024-11-07T11:00:00Z Content type: release Language: en Sources: [Mistral AI Blog]() Topics: [API](), [Frontier AI](), [AI Development](), [data](), [Documentation]() Tags: [ai](), [api](), [applications](), [cost](), [data](), [embedding](), [mistral](), [models](), [search](), [volume]() ### AI overview Mistral introduces a batch API on La Plateforme for processing high-volume requests to its models at 50% lower cost than synchronous API calls. Users upload batch files and later download the processed output, supporting applications such as sentiment analysis, bulk summarization and translation, vector embeddings, and data labeling. ### Source excerpt Lower cost API for AI builders. ## Temporal Cloud pricing update DevFeed: [Temporal Cloud pricing update]() Original publisher: [Read original article]() Author: Irina Belova Published: 2024-11-06T09:00:00Z Content type: release Language: en Sources: [Temporal Blog]() Topics: [Cloud](), [cloud-infrastructure]() Tags: [announcements](), [changes](), [cloud](), [pricing](), [support](), [upgrade](), [volume]() ### AI overview Temporal is introducing a new Temporal Cloud pricing structure covering support tiers, volume pricing, usage aggregation, Actions, and Retained Storage. The changes will become the default for new customers in January, with migrations for existing customers beginning in February 2025 or after current credits are used. ### Source excerpt We're introducing new pricing that includes changes to our support tiers, volume pricing, usage aggregation, and pricing for Actions & Retained Storage. ## Zed AI: Introducing Usage-Based Billing for High-Volume Users DevFeed: [Zed AI: Introducing Usage-Based Billing for High-Volume Users]() Original publisher: [Read original article]() Author: Nathan Sobo Published: 2024-10-17T00:00:00Z Content type: release Language: en Sources: [Zed Industries - Blog]() Topics: [Artificial Intelligence](), [Code](), [issue tracker]() Tags: [account](), [ai](), [cost](), [free](), [issue-tracker](), [optional](), [subscription](), [tokens](), [usage-based-billing](), [volume]() ### AI overview Zed is introducing usage-based billing for high-volume Zed AI users while keeping a free tier for everyone else. Users will be billed at cost for tokens beyond the free tier, with optional subscription billing and monthly spending limits. ### Source excerpt Some billing-related changes for Zed's AI offering ## Docker Best Practices - Use VOLUME for temporary and mutable files DevFeed: [Docker Best Practices - Use VOLUME for temporary and mutable files]() Original publisher: [Read original article]() Author: Tom Published: 2022-09-12T00:00:00Z Content type: article Language: en Sources: [Tomasz Gągor]() Topics: [Docker](), [Dockerfile]() Tags: [best-practices](), [docker](), [docker-container-performance](), [docker-image-maintenance](), [docker-image-optimization](), [docker-volume-usage](), [dockerfile-best-practices](), [dockerfiles](), [performance](), [temporary-file-locations-docker](), [volume](), [volumes]() ### AI overview The article recommends using Dockerfile VOLUME declarations for temporary and mutable file locations. It explains that volumes are separate from layered image filesystems, can improve performance, and help keep images clean, while noting that unused anonymous volumes require periodic cleanup. ### Source excerpt Learn best practices for writing Dockerfiles by using VOLUME for all mutable, temporary file locations to enhance performance and maintain cleaner images. ## Building a JavaScript Keyboard Accordion (the Musical Kind) DevFeed: [Building a JavaScript Keyboard Accordion (the Musical Kind)]() Original publisher: [Read original article]() Author: hello@taniarascia.com Published: 2022-05-01T00:00:00Z Content type: tutorial Language: en Sources: [Tania Rascia]() Topics: [JavaScript](), [Svelte](), [Web Development](), [browser](), [Web app]() Tags: [api](), [app](), [browser](), [building](), [coding](), [dependency](), [javascript](), [keyboard](), [open-source](), [projects](), [sound](), [svelte](), [volume](), [web-app]() ### AI overview A developer builds KeyboardAccordion.com, an open-source web app that maps a computer keyboard to a diatonic button accordion. The article describes using Svelte, plain JavaScript, and the browser Web Audio API to generate notes, control volume, and work around a browser limit on audio nodes. ### Source excerpt It's been a while since I've written anything due to some personal concerns that I might write about later, but don't worry, I'm still... [Next page]()