# tokenization

Published articles for tokenization.

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## High-Throughput Structure Prediction with BioNeMo Inference Runtime

DevFeed: [High-Throughput Structure Prediction with BioNeMo Inference Runtime](<https://devfeed.tech/articles/high-throughput-structure-prediction-with-bionemo-inference-runtime-6836.md>)

Original publisher: [Read original article](<https://developer.nvidia.com/blog/high-throughput-structure-prediction-with-bionemo-inference-runtime/>)

Author: Elizabeth Goodman

Published: 2026-09-10T15:00:00Z

Content type: tutorial

Language: en

Sources: [NVIDIA Developer](<https://devfeed.tech/sources/nvidia-developer.md>), [NVIDIA Technical Blog](<https://devfeed.tech/sources/nvidia-technical-blog.md>)

Topics: [AI, ML & Data Engineering](<https://devfeed.tech/topics/ai-ml-data-engineering.md>)

Tags: [bionemo](<https://devfeed.tech/tags/bionemo.md>), [cuda](<https://devfeed.tech/tags/cuda.md>), [cuda-graphs](<https://devfeed.tech/tags/cuda-graphs.md>), [data-center-cloud](<https://devfeed.tech/tags/data-center-cloud.md>), [data-science](<https://devfeed.tech/tags/data-science.md>), [drug-discovery](<https://devfeed.tech/tags/drug-discovery.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [healthcare-life-sciences](<https://devfeed.tech/tags/healthcare-life-sciences.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [hpc-scientific-computing](<https://devfeed.tech/tags/hpc-scientific-computing.md>), [inference](<https://devfeed.tech/tags/inference.md>), [integration](<https://devfeed.tech/tags/integration.md>), [kernels](<https://devfeed.tech/tags/kernels.md>), [model](<https://devfeed.tech/tags/model.md>), [models](<https://devfeed.tech/tags/models.md>), [node](<https://devfeed.tech/tags/node.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [python](<https://devfeed.tech/tags/python.md>), [pytorch](<https://devfeed.tech/tags/pytorch.md>), [resource](<https://devfeed.tech/tags/resource.md>), [scale](<https://devfeed.tech/tags/scale.md>), [simulation-modeling-design](<https://devfeed.tech/tags/simulation-modeling-design.md>), [tokenization](<https://devfeed.tech/tags/tokenization.md>), [torch](<https://devfeed.tech/tags/torch.md>), [tutorial](<https://devfeed.tech/tags/tutorial.md>), [workflow](<https://devfeed.tech/tags/workflow.md>)

### AI overview

A tutorial on using NVIDIA BioNeMo Inference Runtime to accelerate biomolecular structure-prediction models on GPUs. It covers the end-to-end Boltz2 workflow, PyTorch integration, input requirements, and Ray-based single-node throughput scaling.

### Source excerpt

Biomolecular structure prediction is now often run at proteome scale, where the goal is to move an entire worklist through the pipeline efficiently. NVIDIA...

## Tokenization and the Migration of Money, Assets, and Ownership to Internet Infrastructure

DevFeed: [Tokenization and the Migration of Money, Assets, and Ownership to Internet Infrastructure](<https://devfeed.tech/articles/the-token-supercycle-everything-of-value-is-becoming-programmable-17254.md>)

Original publisher: [Read original article](<https://solana.com/news/the-token-supercycle-oped>)

Author: Solana Foundation

Published: 2026-09-02T09:00:00Z

Content type: opinion

Language: en

Sources: [Solana News Feed](<https://devfeed.tech/sources/solana-news-feed.md>)

Topics: [tokenization](<https://devfeed.tech/topics/tokenization.md>), [Blockchain](<https://devfeed.tech/topics/blockchain.md>), [Internet](<https://devfeed.tech/topics/internet.md>), [Finance](<https://devfeed.tech/topics/finance.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [blockchain](<https://devfeed.tech/tags/blockchain.md>), [blockchain-technology](<https://devfeed.tech/tags/blockchain-technology.md>), [crypto-news](<https://devfeed.tech/tags/crypto-news.md>), [cryptocurrency](<https://devfeed.tech/tags/cryptocurrency.md>), [defi](<https://devfeed.tech/tags/defi.md>), [finance](<https://devfeed.tech/tags/finance.md>), [financial](<https://devfeed.tech/tags/financial.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [internet](<https://devfeed.tech/tags/internet.md>), [nfts](<https://devfeed.tech/tags/nfts.md>), [payments](<https://devfeed.tech/tags/payments.md>), [podcasts](<https://devfeed.tech/tags/podcasts.md>), [solana](<https://devfeed.tech/tags/solana.md>), [solana-ecosystem](<https://devfeed.tech/tags/solana-ecosystem.md>), [stablecoins](<https://devfeed.tech/tags/stablecoins.md>), [token](<https://devfeed.tech/tags/token.md>), [tokenization](<https://devfeed.tech/tags/tokenization.md>), [web3](<https://devfeed.tech/tags/web3.md>)

### AI overview

This opinion article argues that tokenization is driving a long-term migration of money, assets, and ownership onto always-on internet infrastructure. It identifies stablecoins, institutional asset tokenization, blockchain infrastructure, and AI-enabled economic actors as converging forces that could broaden global distribution and access to markets.

### Source excerpt

More than $4.7 trillion in stablecoins moved across Solana in the past year as tokenized markets expand access to ownership and finance.

## Migrate multilingual full-text search from SQL Server to PostgreSQL

DevFeed: [Migrate multilingual full-text search from SQL Server to PostgreSQL](<https://devfeed.tech/articles/migrate-multilingual-full-text-search-from-sql-server-to-postgresql-4704.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/database/migrate-multilingual-full-text-search-from-sql-server-to-postgresql/>)

Author: Ken Zhang

Published: 2026-08-20T20:34:44Z

Content type: tutorial

Language: en

Sources: [AWS Database Blog](<https://devfeed.tech/sources/aws-database-blog.md>)

Topics: [PostgreSQL](<https://devfeed.tech/topics/postgresql.md>), [sql-server](<https://devfeed.tech/topics/sql-server.md>), [SQL](<https://devfeed.tech/topics/sql.md>), [Amazon Aurora](<https://devfeed.tech/topics/amazon-aurora.md>), [Amazon RDS](<https://devfeed.tech/topics/amazon-rds.md>), [tokenization](<https://devfeed.tech/topics/tokenization.md>)

Tags: [advanced-300](<https://devfeed.tech/tags/advanced-300.md>), [amazon](<https://devfeed.tech/tags/amazon.md>), [amazon-aurora](<https://devfeed.tech/tags/amazon-aurora.md>), [amazon-rds](<https://devfeed.tech/tags/amazon-rds.md>), [aws](<https://devfeed.tech/tags/aws.md>), [blog](<https://devfeed.tech/tags/blog.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [postgresql](<https://devfeed.tech/tags/postgresql.md>), [postgresql-compatible](<https://devfeed.tech/tags/postgresql-compatible.md>), [rds-for-postgresql](<https://devfeed.tech/tags/rds-for-postgresql.md>), [sql](<https://devfeed.tech/tags/sql.md>), [technical-how-to](<https://devfeed.tech/tags/technical-how-to.md>), [tokenization](<https://devfeed.tech/tags/tokenization.md>)

### AI overview

This tutorial explains how to migrate multilingual full-text search from SQL Server to PostgreSQL while preserving comparable behavior. It covers collations, text search configurations, language-specific tokenization, accent-insensitive search, synonym expansion, and validation testing on Amazon Aurora PostgreSQL and Amazon RDS for PostgreSQL.

### Source excerpt

Migrating full-text search from SQL Server to PostgreSQL can silently change results because the engines handle text, linguistics, and accents differently. This post shows how to reproduce SQL Server full-text search on Amazon Aurora PostgreSQL and Amazon RDS for PostgreSQL, covering collation, tokenization, accent-insensitive search, and synonyms.

## From User Sequences to Scaling Laws: A Multi-Stage Architecture for Meta's Ads Ranking

DevFeed: [From User Sequences to Scaling Laws: A Multi-Stage Architecture for Meta's Ads Ranking](<https://devfeed.tech/articles/from-user-sequences-to-scaling-laws-a-multi-stage-architecture-for-meta-s-ads-ranking-128.md>)

Original publisher: [Read original article](<https://engineering.fb.com/2026/08/05/ml-applications/from-user-sequences-to-scaling-laws-a-multi-stage-architecture-for-metas-ads-ranking/>)

Author: Steven De Gryze; Parshva Doshi; Sean O'Byrne; Arnold Overwijk; Dinesh Ramasamy; Lee Xiong

Published: 2026-08-05T19:20:20Z

Content type: article

Language: en

Sources: [Engineering at Meta](<https://devfeed.tech/sources/engineering-at-meta.md>), [Meta ML Applications](<https://devfeed.tech/sources/meta-ml-applications.md>)

Topics: [recommendation systems](<https://devfeed.tech/topics/recommendation-systems.md>), [Temporal data](<https://devfeed.tech/topics/temporal-data.md>)

Tags: [ads](<https://devfeed.tech/tags/ads.md>), [architecture](<https://devfeed.tech/tags/architecture.md>), [data-infrastructure](<https://devfeed.tech/tags/data-infrastructure.md>), [meta](<https://devfeed.tech/tags/meta.md>), [ml-applications](<https://devfeed.tech/tags/ml-applications.md>), [production-engineering](<https://devfeed.tech/tags/production-engineering.md>), [recommendation-systems](<https://devfeed.tech/tags/recommendation-systems.md>), [scaling-laws](<https://devfeed.tech/tags/scaling-laws.md>), [tokenization](<https://devfeed.tech/tags/tokenization.md>)

### AI overview

Meta describes a multi-stage sequence-model architecture for ads ranking that separates offline user modeling from lightweight online ranking. It also uses dense tokenization and target-aware attention to learn feature interactions, with reported conversion and ad-click lifts across Instagram and Facebook.

### Source excerpt

Every day, Meta's recommendation platforms handle billions of user interactions, generating rich temporal signals that capture individual preferences and intent across products, ads, and content. In our 2024 post on sequence learning for ads recommendations, we showed how modeling the order and timing of user actions (rather than relying on static, manually engineered sparse features) [...] Read More... The post From User Sequences to Scaling Laws: A Multi-Stage Architecture for Meta's Ads Ranking appeared first on Engineering at Meta.

## The forbidden index: Building privacy-preserving search with OpenSearch

DevFeed: [The forbidden index: Building privacy-preserving search with OpenSearch](<https://devfeed.tech/articles/the-forbidden-index-building-privacy-preserving-search-with-opensearch-12790.md>)

Original publisher: [Read original article](<https://opensearch.org/blog/the-forbidden-index-building-privacy-preserving-search-with-opensearch/>)

Author: Kylie Wagar-Dirks

Published: 2026-07-24T15:00:22Z

Content type: article

Language: en

Sources: [OpenSearch](<https://devfeed.tech/sources/opensearch.md>)

Topics: [Open Source](<https://devfeed.tech/topics/open-source.md>), [Access Control](<https://devfeed.tech/topics/access-control.md>), [pii](<https://devfeed.tech/topics/pii.md>), [dashboards](<https://devfeed.tech/topics/dashboards.md>), [tokenization](<https://devfeed.tech/topics/tokenization.md>), [data](<https://devfeed.tech/topics/data.md>), [elasticsearch](<https://devfeed.tech/topics/elasticsearch.md>), [Framework](<https://devfeed.tech/topics/framework.md>)

Tags: [analytics](<https://devfeed.tech/tags/analytics.md>), [analytics-stack](<https://devfeed.tech/tags/analytics-stack.md>), [blog](<https://devfeed.tech/tags/blog.md>), [compliance](<https://devfeed.tech/tags/compliance.md>), [dashboards](<https://devfeed.tech/tags/dashboards.md>), [data](<https://devfeed.tech/tags/data.md>), [dynamic-data](<https://devfeed.tech/tags/dynamic-data.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [opensearch](<https://devfeed.tech/tags/opensearch.md>), [pii](<https://devfeed.tech/tags/pii.md>), [plugin](<https://devfeed.tech/tags/plugin.md>), [privacy](<https://devfeed.tech/tags/privacy.md>), [search](<https://devfeed.tech/tags/search.md>), [tokenization](<https://devfeed.tech/tags/tokenization.md>)

### AI overview

The article describes a talk by Unnati Mishra and Akshat Khanna on building privacy-preserving search and analytics with OpenSearch. Their approach moves privacy controls into the ingest layer, using a custom plugin to redact PII at index time through tokenization and dynamic data masking. It also applies differential privacy to OpenSearch Dashboards by adding calibrated noise to aggregate query results.

### Source excerpt

At OpenSearchCon Europe 2026, Unnati Mishra and Akshat Khanna (Angel One) argued that privacy in search must be handled during the ingest phase rather than retroactively through access controls. The post The forbidden index: Building privacy-preserving search with OpenSearch appeared first on OpenSearch.

## What Is Tokenization in Payments? A 2026 Guide for SaaS

DevFeed: [What Is Tokenization in Payments? A 2026 Guide for SaaS](<https://devfeed.tech/articles/what-is-tokenization-in-payments-a-2026-guide-for-saas-10265.md>)

Original publisher: [Read original article](<https://dodopayments.com/blogs/payment-tokenization/>)

Author: Ayush Agarwal

Published: 2026-07-14T00:00:00Z

Content type: article

Language: en

Sources: [Dodo Payments Blog](<https://devfeed.tech/sources/dodo-payments-blog.md>)

Topics: [tokenization](<https://devfeed.tech/topics/tokenization.md>), [Software as a service](<https://devfeed.tech/topics/saas.md>), [Security](<https://devfeed.tech/topics/security.md>), [data](<https://devfeed.tech/topics/data.md>), [Database](<https://devfeed.tech/topics/database.md>)

Tags: [checkout](<https://devfeed.tech/tags/checkout.md>), [data](<https://devfeed.tech/tags/data.md>), [database](<https://devfeed.tech/tags/database.md>), [guide](<https://devfeed.tech/tags/guide.md>), [payment](<https://devfeed.tech/tags/payment.md>), [payments](<https://devfeed.tech/tags/payments.md>), [saas](<https://devfeed.tech/tags/saas.md>), [security](<https://devfeed.tech/tags/security.md>), [tokenization](<https://devfeed.tech/tags/tokenization.md>)

### AI overview

This guide explains payment tokenization for SaaS products: replacing card numbers with provider- or network-controlled tokens so sensitive card details stay out of application servers, logs, and databases. It covers token types, token properties, PCI DSS scope reduction, stored cards, and provider-based implementation.

### Source excerpt

Payment tokenization explained for founders: how it works, why it shrinks PCI scope, network vs vault tokens, and how to enable it without building card vaults.

## Beyond Redaction: Anatomy of a Privacy-Safe Data Platform

DevFeed: [Beyond Redaction: Anatomy of a Privacy-Safe Data Platform](<https://devfeed.tech/articles/beyond-redaction-anatomy-of-a-privacy-safe-data-platform-18252.md>)

Original publisher: [Read original article](<https://www.dataengineeringweekly.com/p/beyond-redaction-anatomy-of-a-privacy>)

Author: Ananth Packkildurai

Published: 2026-07-10T10:20:21Z

Content type: tutorial

Language: en

Sources: [Data Engineering Weekly](<https://devfeed.tech/sources/data-engineering-weekly.md>)

Topics: [data](<https://devfeed.tech/topics/data.md>), [pii](<https://devfeed.tech/topics/pii.md>), [synthetic-data](<https://devfeed.tech/topics/synthetic-data.md>), [Query (disambiguation)](<https://devfeed.tech/topics/query.md>)

Tags: [data](<https://devfeed.tech/tags/data.md>), [encryption](<https://devfeed.tech/tags/encryption.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [pii](<https://devfeed.tech/tags/pii.md>), [privacy](<https://devfeed.tech/tags/privacy.md>), [synthetic-data](<https://devfeed.tech/tags/synthetic-data.md>), [tokenization](<https://devfeed.tech/tags/tokenization.md>)

### AI overview

This article explains why privacy-safe data platforms must preserve only the utility required for an approved purpose while controlling linkability and generating evidence that safeguards operated. It compares redaction, encryption, tokenization, governed views, aggregation, synthetic data, and clean-room access, emphasizing that deterministic tokens are generally pseudonymous rather than automatically anonymous.

### Source excerpt

Why privacy engineering is about governing data in use--not simply hiding it.

## Digital Wallet Solutions for Business: A 2026 Guide

DevFeed: [Digital Wallet Solutions for Business: A 2026 Guide](<https://devfeed.tech/articles/digital-wallet-solutions-for-business-a-2026-guide-9809.md>)

Original publisher: [Read original article](<https://dodopayments.com/blogs/digital-wallet-solution/>)

Author: Aarthi Poonia

Published: 2026-07-04T00:00:00Z

Content type: article

Language: en

Sources: [Dodo Payments Blog](<https://devfeed.tech/sources/dodo-payments-blog.md>)

Topics: [tokenization](<https://devfeed.tech/topics/tokenization.md>), [Authentication](<https://devfeed.tech/topics/authentication.md>), [Back end](<https://devfeed.tech/topics/backend.md>), [App](<https://devfeed.tech/topics/app.md>)

Tags: [apple](<https://devfeed.tech/tags/apple.md>), [authentication](<https://devfeed.tech/tags/authentication.md>), [google](<https://devfeed.tech/tags/google.md>), [guide](<https://devfeed.tech/tags/guide.md>), [payments](<https://devfeed.tech/tags/payments.md>), [saas](<https://devfeed.tech/tags/saas.md>), [technology](<https://devfeed.tech/tags/technology.md>), [tokenization](<https://devfeed.tech/tags/tokenization.md>)

### AI overview

This guide explains what digital wallet solutions are, how wallet payments use tokenized card credentials and device-level authentication, and why businesses support wallets such as Apple Pay, Google Pay, UPI, and other local options at checkout.

### Source excerpt

What a digital wallet solution is, how it works, and how businesses accept Apple Pay, Google Pay, and local wallets at checkout to lift conversion and reach global buyers in 2026.

## How Does a Payment Gateway Work? A 2026 Guide

DevFeed: [How Does a Payment Gateway Work? A 2026 Guide](<https://devfeed.tech/articles/how-does-a-payment-gateway-work-a-2026-guide-9904.md>)

Original publisher: [Read original article](<https://dodopayments.com/blogs/how-payment-gateway-works/>)

Author: Aarthi Poonia

Published: 2026-07-01T00:00:00Z

Content type: tutorial

Language: en

Sources: [Dodo Payments Blog](<https://devfeed.tech/sources/dodo-payments-blog.md>)

Topics: [Authorization](<https://devfeed.tech/topics/authorization.md>), [Security](<https://devfeed.tech/topics/security.md>), [tokenization](<https://devfeed.tech/topics/tokenization.md>), [Routing (disambiguation)](<https://devfeed.tech/topics/routing.md>)

Tags: [checkout](<https://devfeed.tech/tags/checkout.md>), [conversion](<https://devfeed.tech/tags/conversion.md>), [guide](<https://devfeed.tech/tags/guide.md>), [payment](<https://devfeed.tech/tags/payment.md>), [payments](<https://devfeed.tech/tags/payments.md>), [routing](<https://devfeed.tech/tags/routing.md>), [saas](<https://devfeed.tech/tags/saas.md>), [security](<https://devfeed.tech/tags/security.md>), [tokenization](<https://devfeed.tech/tags/tokenization.md>)

### AI overview

A 2026 guide explaining how payment gateways capture, encrypt, tokenize, and transmit payment details, route authorization requests, and support settlement. It also distinguishes gateways from payment processors and highlights how security, delays, fees, and checkout friction affect conversion.

### Source excerpt

A clear 2026 explainer on how a payment gateway works: the authorization flow, the players involved, security layers, and how gateways differ from processors and merchants of record.

## LLMs: The Essential Guide

DevFeed: [LLMs: The Essential Guide](<https://devfeed.tech/articles/llms-the-essential-guide-18030.md>)

Original publisher: [Read original article](<https://blog.levelupcoding.com/p/llms-the-essential-guide>)

Author: Nikki Siapno

Published: 2026-06-26T14:44:38Z

Content type: tutorial

Language: en

Sources: [Level Up Coding System Design Newsletter](<https://devfeed.tech/sources/level-up-coding-system-design-newsletter.md>)

Topics: [Large Language Model](<https://devfeed.tech/topics/llm.md>), [systems](<https://devfeed.tech/topics/systems.md>), [tokenization](<https://devfeed.tech/topics/tokenization.md>), [Transformer](<https://devfeed.tech/topics/transformer.md>), [distributed-systems](<https://devfeed.tech/topics/distributed-systems.md>), [Inference](<https://devfeed.tech/topics/inference.md>), [Embeddings](<https://devfeed.tech/topics/embeddings.md>)

Tags: [embeddings](<https://devfeed.tech/tags/embeddings.md>), [guide](<https://devfeed.tech/tags/guide.md>), [inference](<https://devfeed.tech/tags/inference.md>), [latency](<https://devfeed.tech/tags/latency.md>), [llm](<https://devfeed.tech/tags/llm.md>), [llms](<https://devfeed.tech/tags/llms.md>), [tokenization](<https://devfeed.tech/tags/tokenization.md>), [transformers](<https://devfeed.tech/tags/transformers.md>)

### AI overview

This guide explains LLMs as distributed systems with layers including models, training pipelines, retrieval, inference infrastructure, safety layers, and product experience. It introduces how tokenization and Transformer architectures work, and connects system layers to debugging, scaling, latency, hallucinations, context loss, and cost.

### Source excerpt

Most engineers only see the API layer. Here's what's happening underneath.

## Payment Gateway vs Payment Processor: What's the Actual Difference?

DevFeed: [Payment Gateway vs Payment Processor: What's the Actual Difference?](<https://devfeed.tech/articles/payment-gateway-vs-payment-processor-what-s-the-actual-difference-10243.md>)

Original publisher: [Read original article](<https://dodopayments.com/blogs/payment-gateway-vs-payment-processor/>)

Author: Aarthi Poonia

Published: 2026-06-06T00:00:00Z

Content type: article

Language: en

Sources: [Dodo Payments Blog](<https://devfeed.tech/sources/dodo-payments-blog.md>)

Topics: [Software as a service](<https://devfeed.tech/topics/saas.md>), [stripe](<https://devfeed.tech/topics/stripe.md>), [API](<https://devfeed.tech/topics/api.md>), [tokenization](<https://devfeed.tech/topics/tokenization.md>), [dashboards](<https://devfeed.tech/topics/dashboards.md>)

Tags: [api](<https://devfeed.tech/tags/api.md>), [authorization](<https://devfeed.tech/tags/authorization.md>), [chargebacks](<https://devfeed.tech/tags/chargebacks.md>), [checkout](<https://devfeed.tech/tags/checkout.md>), [gateway](<https://devfeed.tech/tags/gateway.md>), [glossary](<https://devfeed.tech/tags/glossary.md>), [payments](<https://devfeed.tech/tags/payments.md>), [processor](<https://devfeed.tech/tags/processor.md>), [saas](<https://devfeed.tech/tags/saas.md>), [stripe](<https://devfeed.tech/tags/stripe.md>), [tokenization](<https://devfeed.tech/tags/tokenization.md>)

### AI overview

This guide explains the historical distinction between payment gateways and payment processors. Gateways handle checkout, encryption, tokenization, and routing, while processors handle authorization, settlement, funding, chargebacks, and refunds. Modern providers such as Stripe, PayPal, Square, and Adyen commonly combine both roles into one platform.

### Source excerpt

Payment gateway vs payment processor explained. Where the line is drawn, why most modern providers do both, and what SaaS founders should actually care about.

## How to Accept ACH Payments From Customers: Complete 2026 Guide

DevFeed: [How to Accept ACH Payments From Customers: Complete 2026 Guide](<https://devfeed.tech/articles/how-to-accept-ach-payments-from-customers-complete-2026-guide-9512.md>)

Original publisher: [Read original article](<https://dodopayments.com/blogs/accept-ach-payments-from-customers/>)

Author: Ayush Agarwal

Published: 2026-06-03T00:00:00Z

Content type: tutorial

Language: en

Sources: [Dodo Payments Blog](<https://devfeed.tech/sources/dodo-payments-blog.md>)

Topics: [Transactions](<https://devfeed.tech/topics/transactions.md>), [tokenization](<https://devfeed.tech/topics/tokenization.md>), [Security](<https://devfeed.tech/topics/security.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [ach](<https://devfeed.tech/tags/ach.md>), [b2b](<https://devfeed.tech/tags/b2b.md>), [bank-transfers](<https://devfeed.tech/tags/bank-transfers.md>), [cost](<https://devfeed.tech/tags/cost.md>), [fees](<https://devfeed.tech/tags/fees.md>), [guide](<https://devfeed.tech/tags/guide.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [payment](<https://devfeed.tech/tags/payment.md>), [payment-processing](<https://devfeed.tech/tags/payment-processing.md>), [security](<https://devfeed.tech/tags/security.md>), [time](<https://devfeed.tech/tags/time.md>), [tokenization](<https://devfeed.tech/tags/tokenization.md>), [us](<https://devfeed.tech/tags/us.md>), [verification](<https://devfeed.tech/tags/verification.md>)

### AI overview

This guide explains how businesses can accept ACH payments, covering setup, fees, processing times, verification, tokenization, and when ACH is preferable to cards. It describes ACH as a US bank-to-bank payment network and outlines benefits such as lower fees, along with tradeoffs including slower settlement, US-only coverage, verification friction, and possible returns.

### Source excerpt

How to accept ACH payments from customers - setup process, fees, processing time, security, and when ACH is the right choice vs cards for B2B and high-ticket sales.

## Payment Compliance: GDPR and PSD2 Obligations for SaaS

DevFeed: [Payment Compliance: GDPR and PSD2 Obligations for SaaS](<https://devfeed.tech/articles/payment-compliance-gdpr-and-psd2-obligations-for-saas-10234.md>)

Original publisher: [Read original article](<https://dodopayments.com/blogs/payment-compliance-gdpr-psd2/>)

Author: Ayush Agarwal

Published: 2026-04-15T00:00:00Z

Content type: tutorial

Language: en

Sources: [Dodo Payments Blog](<https://devfeed.tech/sources/dodo-payments-blog.md>)

Topics: [Software as a service](<https://devfeed.tech/topics/saas.md>), [data-processing](<https://devfeed.tech/topics/data-processing.md>), [Security, Privacy and Abuse Prevention](<https://devfeed.tech/topics/security-privacy-and-abuse-prevention.md>), [Authentication](<https://devfeed.tech/topics/authentication.md>), [tokenization](<https://devfeed.tech/topics/tokenization.md>)

Tags: [authentication](<https://devfeed.tech/tags/authentication.md>), [compliance](<https://devfeed.tech/tags/compliance.md>), [data-processing](<https://devfeed.tech/tags/data-processing.md>), [gdpr](<https://devfeed.tech/tags/gdpr.md>), [merchant-of-record](<https://devfeed.tech/tags/merchant-of-record.md>), [payment](<https://devfeed.tech/tags/payment.md>), [saas](<https://devfeed.tech/tags/saas.md>), [tokenization](<https://devfeed.tech/tags/tokenization.md>)

### AI overview

A guide to GDPR and PSD2 obligations for SaaS companies handling payments for European customers. It covers personal-data handling, Strong Customer Authentication, data minimization, retention, breach notification, tokenization, and merchant-of-record arrangements.

### Source excerpt

Understand how GDPR and PSD2 affect your SaaS payment flows. Covers data handling obligations, Strong Customer Authentication, and how a merchant of record simplifies compliance.

## Payment Security Best Practices for SaaS Founders

DevFeed: [Payment Security Best Practices for SaaS Founders](<https://devfeed.tech/articles/payment-security-best-practices-for-saas-founders-10262.md>)

Original publisher: [Read original article](<https://dodopayments.com/blogs/payment-security-best-practices/>)

Author: Ayush Agarwal

Published: 2026-04-15T00:00:00Z

Content type: tutorial

Language: en

Sources: [Dodo Payments Blog](<https://devfeed.tech/sources/dodo-payments-blog.md>)

Topics: [Security](<https://devfeed.tech/topics/security.md>), [Software as a service](<https://devfeed.tech/topics/saas.md>), [Encryption](<https://devfeed.tech/topics/encryption.md>), [tokenization](<https://devfeed.tech/topics/tokenization.md>)

Tags: [best-practices](<https://devfeed.tech/tags/best-practices.md>), [checkout](<https://devfeed.tech/tags/checkout.md>), [collection](<https://devfeed.tech/tags/collection.md>), [compliance](<https://devfeed.tech/tags/compliance.md>), [data-transmission](<https://devfeed.tech/tags/data-transmission.md>), [encryption](<https://devfeed.tech/tags/encryption.md>), [fraud-detection](<https://devfeed.tech/tags/fraud-detection.md>), [fraud-prevention](<https://devfeed.tech/tags/fraud-prevention.md>), [guide](<https://devfeed.tech/tags/guide.md>), [payment](<https://devfeed.tech/tags/payment.md>), [payments](<https://devfeed.tech/tags/payments.md>), [saas](<https://devfeed.tech/tags/saas.md>), [security](<https://devfeed.tech/tags/security.md>), [tokenization](<https://devfeed.tech/tags/tokenization.md>)

### AI overview

This guide explains layered payment security practices for SaaS companies, including secure checkout design, HTTPS and TLS, encryption, tokenization, fraud prevention, and incident response. It emphasizes minimizing exposure to card data and using payment-provider infrastructure.

### Source excerpt

Essential payment security practices for SaaS companies - from tokenization and 3D Secure to fraud detection and secure checkout design. Protect your customers and revenue.

## PCI DSS Compliance: What Digital Businesses Need to Know

DevFeed: [PCI DSS Compliance: What Digital Businesses Need to Know](<https://devfeed.tech/articles/pci-dss-compliance-what-digital-businesses-need-to-know-10274.md>)

Original publisher: [Read original article](<https://dodopayments.com/blogs/pci-dss-compliance-digital-business/>)

Author: Ayush Agarwal

Published: 2026-04-15T00:00:00Z

Content type: tutorial

Language: en

Sources: [Dodo Payments Blog](<https://devfeed.tech/sources/dodo-payments-blog.md>)

Topics: [Security](<https://devfeed.tech/topics/security.md>), [Social engineering](<https://devfeed.tech/topics/social-engineering.md>), [Network Segmentation](<https://devfeed.tech/topics/network-segmentation.md>), [TLS (Transport Layer Security)](<https://devfeed.tech/topics/tls.md>), [vulnerability management](<https://devfeed.tech/topics/vulnerability-management.md>), [SIEM, Security](<https://devfeed.tech/topics/siem-security.md>), [Software as a service](<https://devfeed.tech/topics/saas.md>), [tokenization](<https://devfeed.tech/topics/tokenization.md>)

Tags: [compliance](<https://devfeed.tech/tags/compliance.md>), [digital-products](<https://devfeed.tech/tags/digital-products.md>), [firewalls](<https://devfeed.tech/tags/firewalls.md>), [mfa](<https://devfeed.tech/tags/mfa.md>), [network-segmentation](<https://devfeed.tech/tags/network-segmentation.md>), [pci-dss](<https://devfeed.tech/tags/pci-dss.md>), [saas](<https://devfeed.tech/tags/saas.md>), [scope](<https://devfeed.tech/tags/scope.md>), [security](<https://devfeed.tech/tags/security.md>), [siem](<https://devfeed.tech/tags/siem.md>), [tls](<https://devfeed.tech/tags/tls.md>), [tokenization](<https://devfeed.tech/tags/tokenization.md>), [vulnerability-management](<https://devfeed.tech/tags/vulnerability-management.md>)

### AI overview

This guide explains how PCI DSS applies to digital businesses that accept card payments, including SaaS companies and sellers of digital products. It outlines the standard's 12 requirements and discusses controls for networks, account data, vulnerabilities, access, monitoring, and information security. It also covers card-not-present transactions, recurring billing, and tokenization.

### Source excerpt

PCI DSS compliance explained for digital businesses. Understand the 12 requirements, compliance levels, and how to reduce your scope when selling digital products online.

## How to Add Apple Pay and Google Pay to Your SaaS

DevFeed: [How to Add Apple Pay and Google Pay to Your SaaS](<https://devfeed.tech/articles/how-to-add-apple-pay-and-google-pay-to-your-saas-9560.md>)

Original publisher: [Read original article](<https://dodopayments.com/blogs/add-apple-pay-google-pay-saas/>)

Author: Aarthi Poonia

Published: 2026-03-30T00:00:00Z

Content type: tutorial

Language: en

Sources: [Dodo Payments Blog](<https://devfeed.tech/sources/dodo-payments-blog.md>)

Topics: [Software as a service](<https://devfeed.tech/topics/saas.md>), [App](<https://devfeed.tech/topics/app.md>), [tokenization](<https://devfeed.tech/topics/tokenization.md>), [Mobile](<https://devfeed.tech/topics/mobile.md>), [Authentication](<https://devfeed.tech/topics/authentication.md>)

Tags: [apple](<https://devfeed.tech/tags/apple.md>), [biometric-authentication](<https://devfeed.tech/tags/biometric-authentication.md>), [compliance](<https://devfeed.tech/tags/compliance.md>), [conversion](<https://devfeed.tech/tags/conversion.md>), [google](<https://devfeed.tech/tags/google.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [integration](<https://devfeed.tech/tags/integration.md>), [mobile](<https://devfeed.tech/tags/mobile.md>), [payments](<https://devfeed.tech/tags/payments.md>), [saas](<https://devfeed.tech/tags/saas.md>), [security](<https://devfeed.tech/tags/security.md>), [tokenization](<https://devfeed.tech/tags/tokenization.md>)

### AI overview

This tutorial explains how SaaS applications can add Apple Pay and Google Pay, covering the benefits of digital wallets, integration requirements, and Dodo Payments' claimed zero-configuration enablement. It also describes reduced checkout friction, biometric authentication, tokenization, and potential compliance benefits.

### Source excerpt

Boost your SaaS conversion rates by enabling Apple Pay and Google Pay. Learn how to integrate digital wallets seamlessly using Dodo Payments.

## How to Embed a Checkout Widget in Any Website

DevFeed: [How to Embed a Checkout Widget in Any Website](<https://devfeed.tech/articles/how-to-embed-a-checkout-widget-in-any-website-9837.md>)

Original publisher: [Read original article](<https://dodopayments.com/blogs/embed-checkout-widget-website/>)

Author: Aarthi Poonia

Published: 2026-03-30T00:00:00Z

Content type: tutorial

Language: en

Sources: [Dodo Payments Blog](<https://devfeed.tech/sources/dodo-payments-blog.md>)

Topics: [Website](<https://devfeed.tech/topics/website.md>), [HTML](<https://devfeed.tech/topics/html.md>), [WordPress](<https://devfeed.tech/topics/wordpress.md>), [tokenization](<https://devfeed.tech/topics/tokenization.md>), [Nextra](<https://devfeed.tech/topics/nextra.md>), [webflow](<https://devfeed.tech/topics/webflow.md>)

Tags: [checkout](<https://devfeed.tech/tags/checkout.md>), [developer-tools](<https://devfeed.tech/tags/developer-tools.md>), [guide](<https://devfeed.tech/tags/guide.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [html](<https://devfeed.tech/tags/html.md>), [payment](<https://devfeed.tech/tags/payment.md>), [payments](<https://devfeed.tech/tags/payments.md>), [react](<https://devfeed.tech/tags/react.md>), [tokenization](<https://devfeed.tech/tags/tokenization.md>), [website-builders](<https://devfeed.tech/tags/website-builders.md>), [widget](<https://devfeed.tech/tags/widget.md>), [wordpress](<https://devfeed.tech/tags/wordpress.md>)

### AI overview

A guide to embedding Dodo Payments checkout widgets in websites built with HTML, React, WordPress, or no-code builders such as Webflow. It covers overlay and inline checkout options and explains how payment tokenization keeps card data off a site's servers.

### Source excerpt

Guide to embedding a payment checkout widget into any website - HTML, WordPress, React, or website builders. No backend required with Dodo Payments overlay and inline checkout.

## Announcing General Availability of ClickHouse Full-text Search

DevFeed: [Announcing General Availability of ClickHouse Full-text Search](<https://devfeed.tech/articles/announcing-general-availability-of-clickhouse-full-text-search-5256.md>)

Original publisher: [Read original article](<https://clickhouse.com/blog/full-text-search-ga-release>)

Author: Melvyn Peignon

Published: 2026-03-10T11:00:34Z

Content type: article

Language: en

Sources: [ClickHouse Blog](<https://devfeed.tech/sources/clickhouse-blog.md>)

Topics: [clickhouse](<https://devfeed.tech/topics/clickhouse.md>), [Benchmark](<https://devfeed.tech/topics/benchmark.md>), [tokenization](<https://devfeed.tech/topics/tokenization.md>), [observability](<https://devfeed.tech/topics/observability.md>), [Scalability](<https://devfeed.tech/topics/scalability.md>), [benchmarking](<https://devfeed.tech/topics/benchmarking.md>)

Tags: [analytics](<https://devfeed.tech/tags/analytics.md>), [announcement](<https://devfeed.tech/tags/announcement.md>), [availability](<https://devfeed.tech/tags/availability.md>), [benchmark](<https://devfeed.tech/tags/benchmark.md>), [clickhouse](<https://devfeed.tech/tags/clickhouse.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [observability](<https://devfeed.tech/tags/observability.md>), [performance](<https://devfeed.tech/tags/performance.md>), [scalability](<https://devfeed.tech/tags/scalability.md>), [search](<https://devfeed.tech/tags/search.md>), [storage](<https://devfeed.tech/tags/storage.md>), [tokenization](<https://devfeed.tech/tags/tokenization.md>)

### AI overview

ClickHouse Full-text Search is now generally available, adding native inverted indexes for fast token-based search across large text datasets. The article highlights substantial query-speed improvements, reduced granule scanning, scalability for analytics and observability workloads, and support for ClickHouse Cloud and open source deployments.

### Source excerpt

Full-text Search is now GA in ClickHouse

## Best Payment Methods for SaaS in 2026

DevFeed: [Best Payment Methods for SaaS in 2026](<https://devfeed.tech/articles/best-payment-methods-for-saas-in-2026-9663.md>)

Original publisher: [Read original article](<https://dodopayments.com/blogs/best-payment-methods-for-saas/>)

Author: Joshua D'Costa

Published: 2026-01-13T00:00:00Z

Content type: article

Language: en

Sources: [Dodo Payments Blog](<https://devfeed.tech/sources/dodo-payments-blog.md>)

Topics: [Software as a service](<https://devfeed.tech/topics/saas.md>), [Mobile](<https://devfeed.tech/topics/mobile.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [apple](<https://devfeed.tech/tags/apple.md>), [bank](<https://devfeed.tech/tags/bank.md>), [card](<https://devfeed.tech/tags/card.md>), [checkout](<https://devfeed.tech/tags/checkout.md>), [compliance](<https://devfeed.tech/tags/compliance.md>), [conversion](<https://devfeed.tech/tags/conversion.md>), [ecommerce](<https://devfeed.tech/tags/ecommerce.md>), [google](<https://devfeed.tech/tags/google.md>), [mobile](<https://devfeed.tech/tags/mobile.md>), [payment](<https://devfeed.tech/tags/payment.md>), [payments](<https://devfeed.tech/tags/payments.md>), [saas](<https://devfeed.tech/tags/saas.md>), [subscriptions](<https://devfeed.tech/tags/subscriptions.md>), [tokenization](<https://devfeed.tech/tags/tokenization.md>)

### AI overview

This article reviews major payment methods for SaaS businesses in 2026, including cards, digital wallets, buy now, pay later, cryptocurrency, and cash on delivery. It explains how the methods work and outlines their advantages and drawbacks, including fees, settlement delays, PCI compliance, and chargeback risk.

### Source excerpt

See the top payment methods SaaS customers prefer in 2026 with pros, cons, regional coverage, and selection tips to improve checkout conversion rates.

## Tokenization in Transformers v5: Simpler, Clearer, and More Modular

DevFeed: [Tokenization in Transformers v5: Simpler, Clearer, and More Modular](<https://devfeed.tech/articles/tokenization-in-transformers-v5-simpler-clearer-and-more-modular-7520.md>)

Original publisher: [Read original article](<https://huggingface.co/blog/tokenizers>)

Author: Ita Zaporozhets; Aritra Roy Gosthipaty; Arthur Zucker; Sergio Paniego; merve; Pedro Cuenca

Published: 2025-12-18T00:00:00Z

Content type: tutorial

Language: en

Sources: [Hugging Face - Blog](<https://devfeed.tech/sources/hugging-face-blog.md>)

Topics: [Language models](<https://devfeed.tech/topics/language-models.md>), [LLM Techniques](<https://devfeed.tech/topics/llm-techniques.md>), [AI, ML & Data Engineering](<https://devfeed.tech/topics/ai-ml-data-engineering.md>)

Tags: [algorithms](<https://devfeed.tech/tags/algorithms.md>), [architecture](<https://devfeed.tech/tags/architecture.md>), [backend](<https://devfeed.tech/tags/backend.md>), [language-models](<https://devfeed.tech/tags/language-models.md>), [large-language-models-llms](<https://devfeed.tech/tags/large-language-models-llms.md>), [natural-language-processing](<https://devfeed.tech/tags/natural-language-processing.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [rust](<https://devfeed.tech/tags/rust.md>), [tokenization](<https://devfeed.tech/tags/tokenization.md>), [tokenizers](<https://devfeed.tech/tags/tokenizers.md>), [training](<https://devfeed.tech/tags/training.md>), [transformers](<https://devfeed.tech/tags/transformers.md>), [v5](<https://devfeed.tech/tags/v5.md>)

### AI overview

A practical guide to the Transformers v5 tokenizer redesign. It explains tokenization for LLMs, separates tokenizer architecture from trained vocabulary, and covers modular processing stages and algorithms such as BPE.

### Source excerpt

We're on a journey to advance and democratize artificial intelligence through open source and open science.

## Parsing: How Ruby Understands Your Code

DevFeed: [Parsing: How Ruby Understands Your Code](<https://devfeed.tech/articles/parsing-how-ruby-understands-your-code-31806.md>)

Original publisher: [Read original article](<https://patshaughnessy.net/2025/10/27/parsing-how-ruby-understands-your-code>)

Author: Pat Shaughnessy

Published: 2025-10-27T00:00:00Z

Content type: article

Language: en

Sources: [Pat Shaughnessy](<https://devfeed.tech/sources/pat-shaughnessy.md>)

Topics: [Parsing](<https://devfeed.tech/topics/parsing.md>), [Ruby](<https://devfeed.tech/topics/ruby.md>), [Parser](<https://devfeed.tech/topics/parser.md>), [syntax](<https://devfeed.tech/topics/syntax.md>), [tokenization](<https://devfeed.tech/topics/tokenization.md>), [Code](<https://devfeed.tech/topics/code.md>), [Algorithm](<https://devfeed.tech/topics/algorithm.md>)

Tags: [algorithm](<https://devfeed.tech/tags/algorithm.md>), [code](<https://devfeed.tech/tags/code.md>), [parsing](<https://devfeed.tech/tags/parsing.md>), [ruby](<https://devfeed.tech/tags/ruby.md>), [syntax](<https://devfeed.tech/tags/syntax.md>), [tokenization](<https://devfeed.tech/tags/tokenization.md>), [updating-ruby-under-a-microscope](<https://devfeed.tech/tags/updating-ruby-under-a-microscope.md>)

### AI overview

This excerpt explains how Ruby parses source code after tokenization. It describes syntax matching, recursive parsing of subexpressions, and syntax errors when no pattern matches.

### Source excerpt

I've started working on a new edition of Ruby Under a Microscope that covers Ruby 3.x. I'm working on this in my spare time, so it will take a while. Leave a comment or drop me a line and I'll email you when it's finished. Update

## 10 Years of Ethereum

DevFeed: [10 Years of Ethereum](<https://devfeed.tech/articles/10-years-of-ethereum-17151.md>)

Original publisher: [Read original article](<https://blog.ethereum.org/en/2025/04/24/ten-years>)

Author: Ethereum Foundation

Published: 2025-04-24T00:00:00Z

Content type: release

Language: en

Sources: [Ethereum Foundation Blog](<https://devfeed.tech/sources/ethereum-foundation-blog.md>)

Topics: [Ethereum](<https://devfeed.tech/topics/ethereum.md>), [DeFi](<https://devfeed.tech/topics/defi.md>), [tokenization](<https://devfeed.tech/topics/tokenization.md>)

Tags: [anniversary](<https://devfeed.tech/tags/anniversary.md>), [community](<https://devfeed.tech/tags/community.md>), [defi](<https://devfeed.tech/tags/defi.md>), [digital](<https://devfeed.tech/tags/digital.md>), [ecosystem-support-program](<https://devfeed.tech/tags/ecosystem-support-program.md>), [ethereum](<https://devfeed.tech/tags/ethereum.md>), [events](<https://devfeed.tech/tags/events.md>), [funding](<https://devfeed.tech/tags/funding.md>), [fundraising](<https://devfeed.tech/tags/fundraising.md>), [genesis-block](<https://devfeed.tech/tags/genesis-block.md>), [global](<https://devfeed.tech/tags/global.md>), [meetup](<https://devfeed.tech/tags/meetup.md>), [organizational](<https://devfeed.tech/tags/organizational.md>), [tokenization](<https://devfeed.tech/tags/tokenization.md>)

### AI overview

Ethereum will mark the 10th anniversary of its genesis block on July 30, 2025. The Ethereum Foundation will support global meetups, onchain artifacts, and a livestream, while its Ecosystem Support Program will offer up to $500 in funding for eligible community meetups.

### Source excerpt

On July 30th at 3:26:13 PM +UTC, Ethereum will celebrate 10 years since the genesis block. _Ethereum has come a long way. It came to life, survived and thrived against all odds, and led to breakthroughs in tokenization, fundraising, DeFi and digital ownership. It's bootstrapped entire industries, and is...

## SmolVLM Grows Smaller - Introducing the 256M & 500M Models!

DevFeed: [SmolVLM Grows Smaller - Introducing the 256M & 500M Models!](<https://devfeed.tech/articles/smolvlm-grows-smaller-introducing-the-256m-500m-models-7480.md>)

Original publisher: [Read original article](<https://huggingface.co/blog/smolervlm>)

Author: Andres Marafioti; Miquel Farré; merve

Published: 2025-01-23T00:00:00Z

Content type: release

Language: en

Sources: [Hugging Face - Blog](<https://devfeed.tech/sources/hugging-face-blog.md>)

Topics: [vlm](<https://devfeed.tech/topics/vlm.md>), [releases](<https://devfeed.tech/topics/releases.md>)

Tags: [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [benchmarks](<https://devfeed.tech/tags/benchmarks.md>), [browser](<https://devfeed.tech/tags/browser.md>), [community](<https://devfeed.tech/tags/community.md>), [cost](<https://devfeed.tech/tags/cost.md>), [demo](<https://devfeed.tech/tags/demo.md>), [devices](<https://devfeed.tech/tags/devices.md>), [images](<https://devfeed.tech/tags/images.md>), [inference](<https://devfeed.tech/tags/inference.md>), [llm](<https://devfeed.tech/tags/llm.md>), [mlx](<https://devfeed.tech/tags/mlx.md>), [models](<https://devfeed.tech/tags/models.md>), [multimodal](<https://devfeed.tech/tags/multimodal.md>), [on-device](<https://devfeed.tech/tags/on-device.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [optimization](<https://devfeed.tech/tags/optimization.md>), [performance](<https://devfeed.tech/tags/performance.md>), [release](<https://devfeed.tech/tags/release.md>), [research](<https://devfeed.tech/tags/research.md>), [smolvlm](<https://devfeed.tech/tags/smolvlm.md>), [tokenization](<https://devfeed.tech/tags/tokenization.md>), [training](<https://devfeed.tech/tags/training.md>), [vision](<https://devfeed.tech/tags/vision.md>), [vlm](<https://devfeed.tech/tags/vlm.md>)

### AI overview

Hugging Face announces 256M and 500M SmolVLM vision-language models, including base and instruction-tuned checkpoints. The release emphasizes small-footprint multimodal performance, a smaller vision encoder, larger image resolution, and support for Transformers, MLX, ONNX, and WebGPU demos.

### Source excerpt

We're on a journey to advance and democratize artificial intelligence through open source and open science.

## Introducing the Open Leaderboard for Japanese LLMs!

DevFeed: [Introducing the Open Leaderboard for Japanese LLMs!](<https://devfeed.tech/articles/introducing-the-open-leaderboard-for-japanese-llms-7319.md>)

Original publisher: [Read original article](<https://huggingface.co/blog/leaderboard-japanese>)

Author: Akim Mousterou; Yusuke Miyao; Namgi Han; Takumi Okamoto; Shigeki Ishida; hysts; Clémentine Fourrier

Published: 2024-11-20T00:00:00Z

Content type: article

Language: en

Sources: [Hugging Face - Blog](<https://devfeed.tech/sources/hugging-face-blog.md>)

Topics: [LLM evaluation / benchmarking](<https://devfeed.tech/topics/llm-evaluation-benchmarking.md>), [Large language models (LLMs)](<https://devfeed.tech/topics/large-language-models-llms.md>), [hugging face](<https://devfeed.tech/topics/hugging-face.md>), [Natural language processing](<https://devfeed.tech/topics/nlp.md>), [tokenization](<https://devfeed.tech/topics/tokenization.md>), [datasets](<https://devfeed.tech/topics/datasets.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>)

Tags: [collaboration](<https://devfeed.tech/tags/collaboration.md>), [community](<https://devfeed.tech/tags/community.md>), [datasets](<https://devfeed.tech/tags/datasets.md>), [evaluation](<https://devfeed.tech/tags/evaluation.md>), [hugging-face](<https://devfeed.tech/tags/hugging-face.md>), [leaderboard](<https://devfeed.tech/tags/leaderboard.md>), [llms](<https://devfeed.tech/tags/llms.md>), [nlp](<https://devfeed.tech/tags/nlp.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [research](<https://devfeed.tech/tags/research.md>), [tokenization](<https://devfeed.tech/tags/tokenization.md>)

### AI overview

The article introduces the Open Japanese LLM Leaderboard, an open evaluation platform built by LLM-jp and Hugging Face. It uses more than 20 datasets and a specialized evaluation suite covering 16 tasks to compare Japanese large language models, address the challenges of Japanese NLP, and support transparent, collaborative, open-source research.

### Source excerpt

We're on a journey to advance and democratize artificial intelligence through open source and open science.

[Next page](<https://devfeed.tech/tags/tokenization.md?cursor=WyIyMDI0LTExLTIwVDAwOjAwOjAwKzAwOjAwIiwgIjAxM2IzMTQ1LTM4MGQtNDQxYi1iYzAxLTY5ZGZhYTkwYjE3YyJd>)