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Announcement reads
Announcement posts on Yomu, summarised newest first.
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- 20 companies
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Announcement posts
Introducing Hugging Face for Education 🤗
Hugging Face established an initiative to teach machine learning to 5 million people by the end of 2023. As machine learning expands across software development and impacts non-technical users, adapting workforce skills and assisting educators with ethical considerations become critical challenges. The educational framework provides browser-based model testing widgets, documentation on model biases, and free courses covering Natural Language Processing, Deep Reinforcement Learning, and interactive demo creation. Instructors receive free infrastructure to create Hub classrooms, alongside a multilingual toolkit spanning topics like Transformers and Gradio. Through ongoing global tours and free compute events, the organization supports collaborative machine learning education across diverse experience levels.
Works With Supabase - announcing our Partner Gallery
Supabase launched its Partner Gallery to showcase integration partners and certified expert agencies assisting developers on the platform. The open-source gallery is built using the Supabase stack, featuring Postgres Full Text Search, next-image with Supabase Storage, and email triggers via Supabase Edge Functions. Initial agency partners include Morrow, a UK app development agency specializing in React Native and Supabase, alongside Quinence, a Singapore-based product development studio. Integrated tooling covers authentication systems like Clerk and Stytch, database and developer utilities like Prisma, Snaplet, Vercel, and pgMustard, and low-code builders including Appsmith, Draftbit, Plasmic, and Teta. These ecosystem integrations allow developers to manage Postgres workflows, secure user authorization, and build applications across web and mobile platforms.
Logbook - 2022-04-20
Fly.io’s April 20, 2022 logbook combines a recent changelog with an account of how the company produces updates for a distributed platform running apps in VMs on hardware around the world. It records added IAD capacity, backup regions disabled by default, flyctl releases with NuxtJS and RedwoodJS deployment support, and reliability improvements to postgres operations, failover handling, error reporting, builders, logs, and releases. The post says commits and status updates often fail to capture completed user-relevant work or its impact. It therefore asks engineers to write updates that explain both what changed and why it matters. Collection is automated through a Slack bot and an app that collates entries into feeds, while the team plans to cultivate stronger changelog habits.
Bring the Func Hackathon Winners 2022
Supabase announced the winners and runners-up of the 2022 Bring the Func Hackathon following their recent launch week. The event featured multiple project categories, showcasing applications built by community developers with Supabase tools. In the main showcase, mintbaseXsupabase won for an Instagram-like NFT browsing platform, while Pgm Dictionary served as runner-up with an UrbanDictionary clone built on Next.js, Mantine, and Supabase. The Edge Functions category highlighted Wen NFT for managing NFT community access and runner-up DocuPool for token-unlocked document sharing. Finally, AbileneX won the Most Fun or Visually Pleasing category for gathering feedback on ideas, alongside project management tool Kardow as runner-up.
Supabase Beta March 2022
Supabase announced several major platform updates for March 2022, introducing global edge deployments for JavaScript and TypeScript functions developed and tested locally. Database querying expanded to support GraphQL through an open-source, portable Postgres extension. Supabase Realtime received support for multiplayer and presence to enable collaborative applications, alongside enterprise and scale capabilities including Point-In-Time-Recovery, SLAs, premium support, a Prometheus endpoint, and an observability dashboard. To enhance security, an integration with GitHub secret scanning automatically notifies developers and rolls exposed service_role keys found in public repositories. Additional updates include the PostgREST 10 pre-release, Next-JS auth helpers, new OAuth providers, and full remote hiring across engineering, marketing, and human resources.
Habana Labs and Hugging Face Partner to Accelerate Transformer Model Training
Training transformer models across computer vision, speech, and natural language processing tasks at scale often demands heavy compute resources, incurring significant time and financial expense. To address these bottlenecks, Habana Labs and Hugging Face partnered to integrate the SynapseAI software suite into the Hugging Face Optimum open-source library. This integration allows machine learning practitioners to accelerate transformer training workflows on Habana Gaudi processors using minimal code adjustments. Habana Gaudi hardware, featured in Amazon EC2 DL1 instances and Supermicro X12 servers, incorporates ten 100 Gigabit Ethernet ports per processor to scale from single units to thousands of chips. The combined hardware and software architecture supports TensorFlow and PyTorch while delivering price and performance metrics up to 40% lower than comparable training alternatives.
Hackathon: Bring the Func(🕺)
Following the conclusion of its fourth Launch Week, Supabase announced the ten-day community hackathon titled Bring the Func, running through April 10th. The competition highlights newly released platform capabilities, establishing primary prize tracks dedicated to Supabase Edge Functions and GraphQL projects powered by pg_graphql. Participants can compete individually or in teams of up to five people, provided all design and code assets are built during the event and published as open-source repositories. Submissions require linking a repository detailing architecture, hosted demos, and Supabase feature usage across storage, authentication, realtime, or database access layers. Alongside category prizes and community swag, Supabase partnered with the Future Forest Company to plant a tree and issue a certificate for every completed project entry.
Supabase Realtime, with Multiplayer Features
Supabase announced the third major release of Supabase Realtime, evolving the system from a single-tenant PostgreSQL change listener into a multi-tenant, distributed real-time platform. Built using Elixir and the Phoenix framework across a distributed node cluster, the new architecture decouples the database listener into an extension model and opens generic WebSocket functionality. New multiplayer capabilities include Presence, which uses Conflict-free Replicated Data Types (CRDTs) to track user connection states, and Broadcast, which distributes ephemeral messages across topics without writing to disk. The modular extension design allows listening to multiple PostgreSQL instances, external systems like MySQL, and financial or blockchain feeds, as demonstrated on a globally distributed 20-node cluster.
Supabrew - Never Code Thirsty
Supabase presented SupaBrew, a mock non-alcoholic beverage engineered specifically to address developer thirst during extended coding sessions and large pull request reviews. Developed following a survey of 80,000 registered developers, the recipe relies entirely on three ingredients consisting of barley, hops, and water in strict adherence to German beer purity laws. The mock packaging design features bottles manufactured from recycled cathode-ray tube monitors and labels repurposed from leftover Ubuntu conference stickers. The fictitious rollout introduces tiered pricing models, including free access for indie developers, Pay-as-you-Drink consumption billing, and dedicated enterprise tiers. Supabase concluded the announcement by confirming that the product release is an April Fools joke.
Edge Functions are now available in Supabase
Supabase launched Edge Functions to execute TypeScript code close to end-users across more than 30 data centers. Built on the secure-by-default Deno runtime and hosted via Deno Deploy, the feature offers fast start-ups, scale-to-zero pricing, and native support for npm modules and Node built-in APIs. Incoming requests first reach an API gateway called Relay, which authenticates JSON Web Tokens, handles rate-limiting, and forwards requests using a Deployment ID to Deno Deploy. Observability is handled through Logflare to feed structured logs and metrics directly into the Supabase Dashboard. To mitigate abuse risks experienced during earlier product rollouts, invocations are currently limited to POST requests rather than general website hosting.
Introducing Supabase Enterprise
Supabase announced the launch of its Enterprise Plan alongside new features integrated across existing tiers. The Pro Plan now merges pay-as-you-go billing with a default twenty-five dollar monthly spend cap, and users gain access to self-serve database add-ons for on-demand scaling. A new Log Explorer powered by the Logflare acquisition allows querying logs directly with SQL, providing ninety days of retention on the Enterprise tier. Dedicated enterprise capabilities include Point-in-Time Recovery powered by the open-source tool WAL-G, custom Prometheus scraping endpoints for observability, and guaranteed support service level agreements. Additionally, Supabase achieved SOC2 Type 1 compliance and introduced Elixir Livebooks to monitor PgBouncer connection pools.
GraphQL is now available in Supabase
Supabase announced the general availability of GraphQL support on its platform via pg_graphql, an open-source PostgreSQL extension that reflects SQL schemas into GraphQL types, fields, and relationships. Accessible through SQL functions or HTTP endpoints, the extension enforces PostgreSQL row-level security and filters introspection schemas according to the SQL roles assigned to request JWTs. To optimize performance, pg_graphql transpiles every GraphQL query into a single SQL query that aggregates results into JSON, avoiding the N+1 query problem and eliminating redundant join data payloads. Transpiled queries are cached as prepared statements to bypass planning overhead, and all generated mutations and queries support bulk operations. On Supabase Free Plan hardware, these optimizations achieve mean throughputs of 377.4 requests per second over the API and 656.2 queries per second over SQL connections.
Community Day
Supabase initiated its Launch Week with Community Day, announcing a series of ecosystem updates, security integrations, and open-source contributions. Through a partnership with GitHub, secret scanning now detects exposed Supabase service role API keys and automatically revokes them to prevent unauthorized database access. The pre-release of PostgREST version 10 introduces arrow operator queries for composite types and array elements, structured PostgreSQL-compliant error messages, and automated recovery from Linux EMFILE conditions. Authentication features expanded with four community-contributed OAuth providers, two phone providers, email one-time passwords via verifyOTP, and framework-specific supabase-auth-helpers starting with Next.js and Nuxt. Finally, Supabase launched a partner gallery powered by Postgres Full Text Search alongside educational courses and an upcoming ten-day virtual hackathon.
Introducing Decision Transformers on Hugging Face 🤗
Hugging Face has integrated the Decision Transformer architecture into its transformers library and Hub, expanding support for offline reinforcement learning. Unlike standard reinforcement learning methods that maximize returns by learning value functions or policies through active environment interaction, Decision Transformers model trajectories as conditional sequence problems. The model feeds past states, actions, and target returns-to-go over a context window into a GPT-2 autoregressive backbone to generate future actions. Evaluating pre-trained continuous control checkpoints requires standardizing observations with training set statistics and iteratively updating the target return based on received rewards. This sequence modeling paradigm enables practitioners to adjust agent behaviors and skill levels directly by specifying different target returns at runtime.
Supabase Launch Week 4
Supabase announced the schedule and lineup for Launch Week 4, detailing daily product releases and events starting on March 28, 2022. The week initiated with Community Day to highlight community contributions and open-source tooling utilized across the platform. Technical additions across the week included the introduction of GraphQL data fetching for PostgreSQL databases, the rollout of Supabase Enterprise, and the launch of Edge Functions. Final announcements on April 1 revealed Supabrew alongside Supabase Realtime with multiplayer features, concluding with the start of a ten-day virtual hackathon running through April 9. For the hackathon, titled Bring the Func, Supabase partnered with the Future Forest Company to plant a tree for every submitted project on madewithsupabase.com.
Shopify’s Bug Bounty Program Raises Maximum Payout in 2022
Shopify’s Application Security team reports on its 2021 bug bounty results and announces program changes for 2022. Effective immediately, the maximum bounty for a CVSS 10.0 issue doubles from $50,000 to $100,000, with higher High and Critical brackets, while Shopify Plus, Shop, and Shop Pay services move into the Core asset category; mobile-client-specific issues remain Non-Core. The program received more than 3,000 reports, paid over $1 million in bounties and bonuses, and saw approximately 23% of reports judged valid, up from 19% in 2020. After its first full year using CVSS-based scoring, Shopify reports more consistent decisions and a reduction in average time to bounty from 249 hours to 137, while adding a CVSS guide, more resources, and further open-source support.
Announcing the 🤗 AI Research Residency Program
Hugging Face launched a nine-month Research Residency Program designed to train participants into impactful machine learning researchers. Residents collaborate directly with researchers from the Science Team to formulate research questions, develop novel machine learning techniques, and openly publish their findings. The initiative specifically encourages proposals from marginalized groups—including women, LGBTQ+ individuals, people of color, and working-class communities—to address disparities exacerbated by artificial intelligence progress. Applicants must demonstrate mathematical and programming abilities through coursework, open-source projects, and end-to-end proposals targeting positive societal impact. The full-time role is fully remote, provides benefits including medical coverage depending on location, and excludes concurrent student enrollment or employment.
RubyConf 2021: The Talks You Might Have Missed
RubyConf 2021: The Talks You Might Have Missed compiles talks presented by Shopify’s Ruby and Rails infrastructure engineers at the November conference in Denver, offering ways to revisit sessions for attendees who missed them. The program covers Ruby implementation topics including compiler history, Aaron Patterson’s pure-Ruby JIT compiler, YJIT’s incremental integration inside CRuby, parser generators, variable-width allocation, and Ruby memory layout. Other sessions address gradual Sorbet adoption, native extension compilation and security, pair programming, memoization performance, executable code as data, Ruby archaeology, fast CI, and Ractor-based parallel testing. The roundup reports early YJIT performance results, describes a CI environment with 2.8 million Rails monolith lines and 210,000 Ruby tests, and notes variable-width allocation passed Shopify’s Rails CI while serving more than 500 million requests in a week of limited production traffic.
Supabase Beta January 2022
Supabase announced product updates, platform improvements, and community resources released during January 2022. The platform expanded authentication options by adding Notion and LinkedIn OAuth support alongside Vonage and Textlocal SMS providers for one-time passwords. Observability tooling gained SQL querying capabilities for logs, timestamp filtering, and expanded time spans across project usage charts to accelerate issue diagnosis. Database infrastructure advanced with the release of pg_graphql version 0.1.0 introducing SQL Comment Directives, while PostgREST replaced pg_listen with built-in schema reloading and automated compute-based connection pool scaling. To streamline customer assistance, a priority selector was added to dashboard support forms with urgent tiers for paid projects.
Turbocharge your Heroku Apps with New Turboku
New Turboku clones a Heroku app on Fly.io without requiring data migration, while the resulting app should be able to use services such as Heroku Postgres or Redis through transferred environment variables. The rebuilt workflow integrates flyctl with Fly.io’s remote builders instead of AWS CodeBuild: it queries Heroku, selects a region, converts config variables to secrets, and generates fly.toml, an ephemeral Dockerfile, and a reconstituted Procfile from the slug and process map. A Phoenix LiveView web launcher wraps the deployment by starting a Fly.io Machine running flyctl, while the CLI is available through flyctl turboku. The launcher also configures webhooks and watches environment-variable changes for automatic updates, whereas the CLI lacks webhook integration; the source reports about one millisecond of added database latency for a US-based app.
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