# pdf

Published articles for pdf.

This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles.

## PDFx - Extract references and metadata from PDF documents, and download all referenced PDFs

DevFeed: [PDFx - Extract references and metadata from PDF documents, and download all referenced PDFs](<https://devfeed.tech/articles/pdfx-extract-references-and-metadata-from-pdf-documents-and-download-all-referenced-pdfs-31874.md>)

Original publisher: [Read original article](<https://www.metachris.dev/pdfx/>)

Author: Chris Hager

Published: 2026-09-17T02:48:44.791916Z

Content type: tutorial

Language: en

Sources: [Chris Hager](<https://devfeed.tech/sources/chris-hager.md>)

Topics: [pdf](<https://devfeed.tech/topics/pdf.md>), [Python](<https://devfeed.tech/topics/python.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>), [JSON](<https://devfeed.tech/topics/json.md>), [pip](<https://devfeed.tech/topics/pip.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [GitHub](<https://devfeed.tech/topics/github.md>)

Tags: [apache](<https://devfeed.tech/tags/apache.md>), [broken-links](<https://devfeed.tech/tags/broken-links.md>), [command-line](<https://devfeed.tech/tags/command-line.md>), [download](<https://devfeed.tech/tags/download.md>), [github](<https://devfeed.tech/tags/github.md>), [install](<https://devfeed.tech/tags/install.md>), [json](<https://devfeed.tech/tags/json.md>), [library](<https://devfeed.tech/tags/library.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [pdf](<https://devfeed.tech/tags/pdf.md>), [python](<https://devfeed.tech/tags/python.md>)

### AI overview

PDFx is an Apache-licensed open-source tool that extracts references and metadata from PDF documents. It detects PDF, URL, arXiv, and DOI references, can download referenced PDFs in parallel, identify broken hyperlinks, extract PDF text, and output results as text or JSON. It is available as a command-line tool and Python package, with support for local and online PDFs.

### Source excerpt

Reading over this paper and its references recently, I thought it would be great to be able to download all the references at once... This inspired me to write a little tool to do just that, and now it's done and released under the Apache open source license: https://github.com/metachris/pdfx Features Extract references and metadata from a given PDF Detects pdf, url, arxiv and doi references Fast, parallel download of all referenced PDFs Find broken hyperlinks (using the -c flag) (more) Output as text or JSON (using the -j flag) Extract the PDF text (using the --text flag) Use as command-line tool or Python package Compatible with Python 2 and 3 Works with local and online pdfs Getting Started Grab a copy of pdfx with easy_install or pip and run it:

## Muse review: The personal AI agent that gets consumer UX right

DevFeed: [Muse review: The personal AI agent that gets consumer UX right](<https://devfeed.tech/articles/muse-review-the-personal-ai-agent-that-gets-consumer-ux-right-40027.md>)

Original publisher: [Read original article](<https://www.lennysnewsletter.com/p/muse-review-the-personal-ai-agent>)

Author: Claire Vo

Published: 2026-09-16T12:02:14Z

Content type: opinion

Language: en

Sources: [Lenny's Newsletter](<https://devfeed.tech/sources/lenny-s-newsletter.md>)

Topics: [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [User experience (UX)](<https://devfeed.tech/topics/ux.md>), [Meta](<https://devfeed.tech/topics/meta.md>), [browser](<https://devfeed.tech/topics/browser.md>), [pdf](<https://devfeed.tech/topics/pdf.md>), [codex](<https://devfeed.tech/topics/codex.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [browser](<https://devfeed.tech/tags/browser.md>), [codex](<https://devfeed.tech/tags/codex.md>), [comparison](<https://devfeed.tech/tags/comparison.md>), [meta](<https://devfeed.tech/tags/meta.md>), [muse](<https://devfeed.tech/tags/muse.md>), [pdf](<https://devfeed.tech/tags/pdf.md>), [product-design](<https://devfeed.tech/tags/product-design.md>), [ux](<https://devfeed.tech/tags/ux.md>)

### AI overview

This review tests Meta's Muse personal AI agent through onboarding, calendar management, goal setting, document generation, and browser-based shopping. It finds strong consumer UX, permission handling, activity-feed design, and avatar design, while browser shopping performance is mixed.

### Source excerpt

Watch now (38 mins) | 🎙 I gave Meta's Muse my calendar, my email, and my kids' chaotic schedule, and it produced a one-shot family PDF more beautiful than anything I've ever made with Claude or Codex

## Firefox 156 Available With Its Built-In PDF Viewer Starting Up To 45% Faster

DevFeed: [Firefox 156 Available With Its Built-In PDF Viewer Starting Up To 45% Faster](<https://devfeed.tech/articles/firefox-156-available-with-its-built-in-pdf-viewer-starting-up-to-45-faster-17443.md>)

Original publisher: [Read original article](<https://www.phoronix.com/news/Firefox-156>)

Author: Michael Larabel

Published: 2026-09-14T15:09:09Z

Content type: news

Language: en

Sources: [Phoronix](<https://devfeed.tech/sources/phoronix.md>)

Topics: [Firefox](<https://devfeed.tech/topics/firefox.md>), [pdf](<https://devfeed.tech/topics/pdf.md>), [Mozilla](<https://devfeed.tech/topics/mozilla.md>), [Linux](<https://devfeed.tech/topics/linux.md>), [Nvidia](<https://devfeed.tech/topics/nvidia.md>)

Tags: [cpu](<https://devfeed.tech/tags/cpu.md>), [desktop-linux](<https://devfeed.tech/tags/desktop-linux.md>), [firefox](<https://devfeed.tech/tags/firefox.md>), [history](<https://devfeed.tech/tags/history.md>), [linux](<https://devfeed.tech/tags/linux.md>), [linux-benchmarking](<https://devfeed.tech/tags/linux-benchmarking.md>), [linux-hardware-benchmarks](<https://devfeed.tech/tags/linux-hardware-benchmarks.md>), [linux-hardware-reviews](<https://devfeed.tech/tags/linux-hardware-reviews.md>), [linux-how-to](<https://devfeed.tech/tags/linux-how-to.md>), [linux-performance](<https://devfeed.tech/tags/linux-performance.md>), [linux-server-benchmarks](<https://devfeed.tech/tags/linux-server-benchmarks.md>), [memory](<https://devfeed.tech/tags/memory.md>), [mozilla](<https://devfeed.tech/tags/mozilla.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [open-source-graphics](<https://devfeed.tech/tags/open-source-graphics.md>), [pdf](<https://devfeed.tech/tags/pdf.md>), [performance](<https://devfeed.tech/tags/performance.md>), [phoronix](<https://devfeed.tech/tags/phoronix.md>), [phoronix-test-suite](<https://devfeed.tech/tags/phoronix-test-suite.md>), [release](<https://devfeed.tech/tags/release.md>), [ubuntu-benchmarks](<https://devfeed.tech/tags/ubuntu-benchmarks.md>), [ubuntu-hardware](<https://devfeed.tech/tags/ubuntu-hardware.md>), [update](<https://devfeed.tech/tags/update.md>), [vulkan](<https://devfeed.tech/tags/vulkan.md>)

### AI overview

Firefox 156 is available with a built-in PDF viewer that starts up up to 45% faster. The release also improves memory and CPU usage when displaying large scaled-down JPEG images and includes several fixes. Vulkan Video decoding for newer NVIDIA GPUs remains limited to nightly builds.

### Source excerpt

Mozilla today published their Firefox 156.0 release binaries ahead of the official Tuesday announcement...

## The thoroughness of Tom Johnson's free Documenting API's course on OpenAPI 3.0 and Swagger UI

DevFeed: [The thoroughness of Tom Johnson's free Documenting API's course on OpenAPI 3.0 and Swagger UI](<https://devfeed.tech/articles/the-thoroughness-of-tom-johnson-s-free-documenting-api-s-course-on-openapi-3-0-and-swagger-ui-22428.md>)

Original publisher: [Read original article](<https://www.tjmaher.com/2026/09/the-thoroughness-of-tom-johnsons-free.html>)

Author: T.J. Maher (noreply@blogger.com)

Published: 2026-09-09T21:17:32Z

Content type: article

Language: en

Sources: [T.J. Maher](<https://devfeed.tech/sources/t-j-maher.md>)

Topics: [OpenAPI Specification](<https://devfeed.tech/topics/openapi.md>), [Documentation](<https://devfeed.tech/topics/documentation.md>), [REST API](<https://devfeed.tech/topics/rest-api.md>), [Swagger](<https://devfeed.tech/topics/swagger.md>), [Testing](<https://devfeed.tech/topics/testing.md>), [Postman](<https://devfeed.tech/topics/postman.md>), [JavaScript](<https://devfeed.tech/topics/javascript.md>), [JSON](<https://devfeed.tech/topics/json.md>), [Authentication](<https://devfeed.tech/topics/authentication.md>), [cURL](<https://devfeed.tech/topics/curl.md>), [Chrome](<https://devfeed.tech/topics/chrome.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>)

Tags: [api](<https://devfeed.tech/tags/api.md>), [api-documentation](<https://devfeed.tech/tags/api-documentation.md>), [authentication](<https://devfeed.tech/tags/authentication.md>), [chrome](<https://devfeed.tech/tags/chrome.md>), [chrome-extension](<https://devfeed.tech/tags/chrome-extension.md>), [curl](<https://devfeed.tech/tags/curl.md>), [documentation](<https://devfeed.tech/tags/documentation.md>), [github](<https://devfeed.tech/tags/github.md>), [javascript](<https://devfeed.tech/tags/javascript.md>), [json](<https://devfeed.tech/tags/json.md>), [openapi](<https://devfeed.tech/tags/openapi.md>), [pdf](<https://devfeed.tech/tags/pdf.md>), [postman](<https://devfeed.tech/tags/postman.md>), [rest-api](<https://devfeed.tech/tags/rest-api.md>), [swagger](<https://devfeed.tech/tags/swagger.md>), [testing](<https://devfeed.tech/tags/testing.md>)

### AI overview

The article reviews Tom Johnson's free "Documenting APIs: A guide for technical writers and engineers" course. It describes the course's 17 chapters, practical API-learning exercises, coverage of REST APIs, OpenAPI, Swagger UI, testing and publishing API documentation, and a PDF edition exceeding 900 pages.

### Source excerpt

While researching information for my job about the Swagger UI and how it can be used for testing, I came across this free course, called Documenting APIs: A guide for technical writers and engineers at https://idratherbewriting.com/learnapidoc/docapis_overview.html written by Tom Johnson, a technical writer based in Seattle who works for Google. The course looks intense, containing 17 chapters talking about Introduction to REST APIs, using APIs like a developer, Documenting API endpoints, the Open API spec, Testing API docs, Publishing API docs, and more. From the Course Introduction: "You'll first learn about API documentation by using a simple weather API to put a weather forecast on your site. [...] As you use the API, you'll learn about endpoints, parameters, data types, authentication, curl, JSON, the command line, Chrome's Developer Console, JavaScript, and more. The idea is that rather than learning about these concepts independent of any context, you learn them by immersing yourself in a real scenario while using an API. Immersion in real scenarios makes these tools and technologies more meaningful. "We'll then transition into standards, tools, and specifications for REST APIs. You'll learn about the required sections in API documentation, analyze examples of REST API documentation from various companies, learn how to join an open-source project to get experience, and more. "[...] We'll also dive into specifications such as the OpenAPI specification and Swagger UI (which provides tooling for the OpenAPI specification). Additionally, you'll learn how to document native library APIs and generate Javadoc". Tom Johnson offers a PDF version of this free course... over 900 pages, with more always being added. It also offers many workshop-like activities you could put in an actual itinerary. You would need for the course: Chrome, since it provides "a Javascript Console that works well for inspecting JSON", the JSON Formatter Chrome extension, Postman, a GitHub acco

## Typst 0.15 adds variable fonts, MathML, and multiple bibliographies

DevFeed: [Typst 0.15 adds variable fonts, MathML, and multiple bibliographies](<https://devfeed.tech/articles/typst-makes-big-strides-8494.md>)

Original publisher: [Read original article](<https://lwn.net/Articles/1092993/>)

Author: jake

Published: 2026-09-09T15:37:55Z

Content type: news

Language: en

Sources: [LWN.net](<https://devfeed.tech/sources/lwn-net.md>)

Topics: [Typst](<https://devfeed.tech/topics/typst.md>), [pdf](<https://devfeed.tech/topics/pdf.md>), [SVG](<https://devfeed.tech/topics/svg.md>), [Variable Fonts](<https://devfeed.tech/topics/variable-fonts.md>), [LaTeX](<https://devfeed.tech/topics/latex.md>), [Rust](<https://devfeed.tech/topics/rust.md>)

Tags: [apache](<https://devfeed.tech/tags/apache.md>), [features](<https://devfeed.tech/tags/features.md>), [fonts](<https://devfeed.tech/tags/fonts.md>), [latex](<https://devfeed.tech/tags/latex.md>), [new-features](<https://devfeed.tech/tags/new-features.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [pdf](<https://devfeed.tech/tags/pdf.md>), [rust](<https://devfeed.tech/tags/rust.md>), [variable-fonts](<https://devfeed.tech/tags/variable-fonts.md>)

### AI overview

Typst 0.15 adds support for variable fonts, MathML, multiple bibliographies, and other features. The article examines variable-font support and demonstrates it with Roboto Flex and Zycon.

### Source excerpt

Typst is a system for typesetting documents into various formats: PDF, SVG, PNG, and, in progress, HTML. It is adept at handling technical material, and is often considered to be an eventual LaTeX replacement. We last looked in on Typst a year ago, when it had reached version 0.13. A new version, 0.15, was released in June with lots of new features, including support for variable fonts, MathML, multiple bibliographies, and more. Typst is free, Apache-2.0-licensed software, programmed in Rust.

## Muse Spark 1.3 now available on AI Gateway

DevFeed: [Muse Spark 1.3 now available on AI Gateway](<https://devfeed.tech/articles/muse-spark-1-3-now-available-on-ai-gateway-1022.md>)

Original publisher: [Read original article](<https://vercel.com/changelog/muse-spark-1-3-now-available-on-ai-gateway>)

Author: Jerilyn Zheng

Published: 2026-09-02T00:00:00Z

Content type: release

Language: en

Sources: [Vercel News](<https://devfeed.tech/sources/vercel-news.md>)

Topics: [AI Chat](<https://devfeed.tech/topics/ai-chat.md>)

Tags: [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-gateway](<https://devfeed.tech/tags/ai-gateway.md>), [claude](<https://devfeed.tech/tags/claude.md>), [claude-code](<https://devfeed.tech/tags/claude-code.md>), [codex](<https://devfeed.tech/tags/codex.md>), [coding](<https://devfeed.tech/tags/coding.md>), [cursor](<https://devfeed.tech/tags/cursor.md>), [meta](<https://devfeed.tech/tags/meta.md>), [models](<https://devfeed.tech/tags/models.md>), [pdf](<https://devfeed.tech/tags/pdf.md>), [playground](<https://devfeed.tech/tags/playground.md>), [release](<https://devfeed.tech/tags/release.md>), [spark](<https://devfeed.tech/tags/spark.md>), [vercel](<https://devfeed.tech/tags/vercel.md>)

### AI overview

Muse Spark 1.3 from Meta is now available on AI Gateway in standard and contributor pricing tiers. The model adds a 1M-token context window and accepts text, image, and PDF input; the contributor tier uses the same model but allows Meta to use submitted inputs and outputs for model improvement in exchange for lower pricing.

### Source excerpt

Muse Spark 1.3 from Meta is now available on AI Gateway, in both the standard and contributor pricing tiers. This model improves on prior Muse Spark models at agent work and coding, with a 1M token context window and text, image, and PDF input. On coding it takes fewer turns and writes less filler than the previous release. To use Muse Spark 1.3, set model to meta/muse-spark-1.3: Contributor tier Muse Spark 1.3 Contributor is a pricing tier on the same model rather than a separate one, with the same weights, capabilities, and context window. The difference is that Meta uses the inputs and outputs sent to this tier to train and improve its models, and pricing is lower in exchange. Model Input Output Cached input meta/muse-spark-1.3 $1.25 $4.25 $0.15 meta/muse-spark-1.3-contributor $0.10 $0.20 $0.002 Rates are per million tokens and unchanged from Muse Spark 1.2 on both tiers. To use it in a coding agent, see the coding agents guide, then run vercel ai-gateway coding-agents setup to connect Claude Code, Codex, Cursor, and more, then select meta/muse-spark-1.3 in the agent. Try Muse Spark 1.3 in the model playground. You can view all language models available on AI Gateway. Read more

## Why KV Cache Stores K and V Vectors But Never Q?

DevFeed: [Why KV Cache Stores K and V Vectors But Never Q?](<https://devfeed.tech/articles/why-kv-cache-stores-k-and-v-vectors-but-never-q-18247.md>)

Original publisher: [Read original article](<https://blog.dailydoseofds.com/p/why-kv-cache-stores-k-and-v-vectors>)

Author: Avi Chawla

Published: 2026-08-30T20:15:33Z

Content type: article

Language: en

Sources: [Daily Dose of Data Science](<https://devfeed.tech/sources/daily-dose-of-data-science.md>)

Topics: [LLMs](<https://devfeed.tech/topics/llms.md>), [Parsing](<https://devfeed.tech/topics/parsing.md>), [Inference](<https://devfeed.tech/topics/inference.md>)

Tags: [gpu](<https://devfeed.tech/tags/gpu.md>), [interview](<https://devfeed.tech/tags/interview.md>), [llms](<https://devfeed.tech/tags/llms.md>), [parsing](<https://devfeed.tech/tags/parsing.md>), [pdf](<https://devfeed.tech/tags/pdf.md>), [technical](<https://devfeed.tech/tags/technical.md>)

### AI overview

The document discusses Marker v2, an open-source PDF parsing pipeline that uses shared inference serving and batching to improve GPU utilization. It also begins explaining autoregressive LLMs and why their forward pass is relevant to KV-cache behavior, but the supplied text ends before the explanation is complete.

### Source excerpt

A popular technical LLM interview question.

## GPT-5.6 Sol is 50% off on AI Gateway for the next month

DevFeed: [GPT-5.6 Sol is 50% off on AI Gateway for the next month](<https://devfeed.tech/articles/gpt-5-6-sol-is-50-off-on-ai-gateway-for-the-next-month-964.md>)

Original publisher: [Read original article](<https://vercel.com/changelog/gpt-5-6-sol-is-50-off-on-ai-gateway-for-the-next-month>)

Author: Jerilyn Zheng

Published: 2026-08-17T00:00:00Z

Content type: release

Language: en

Sources: [Vercel News](<https://devfeed.tech/sources/vercel-news.md>)

Topics: [OpenAI](<https://devfeed.tech/topics/openai.md>), [API](<https://devfeed.tech/topics/api.md>), [API keys](<https://devfeed.tech/topics/api-keys.md>), [Claude Code](<https://devfeed.tech/topics/claude-code.md>), [codex](<https://devfeed.tech/topics/codex.md>), [long-context](<https://devfeed.tech/topics/long-context.md>), [AI-assisted coding](<https://devfeed.tech/topics/ai-assisted-coding.md>), [browser](<https://devfeed.tech/topics/browser.md>), [pdf](<https://devfeed.tech/topics/pdf.md>)

Tags: [ai-gateway](<https://devfeed.tech/tags/ai-gateway.md>), [api](<https://devfeed.tech/tags/api.md>), [browser](<https://devfeed.tech/tags/browser.md>), [cache](<https://devfeed.tech/tags/cache.md>), [claude-code](<https://devfeed.tech/tags/claude-code.md>), [codex](<https://devfeed.tech/tags/codex.md>), [coding-agents](<https://devfeed.tech/tags/coding-agents.md>), [gpt](<https://devfeed.tech/tags/gpt.md>), [long-context](<https://devfeed.tech/tags/long-context.md>), [openai](<https://devfeed.tech/tags/openai.md>), [pdf](<https://devfeed.tech/tags/pdf.md>), [pricing](<https://devfeed.tech/tags/pricing.md>), [tokens](<https://devfeed.tech/tags/tokens.md>)

### AI overview

OpenAI's GPT-5.6 Sol is available at a 50% discount through September 18 for requests billed directly through AI Gateway. The discount covers all listed service tiers, token types, regions, modes, cached tokens, cache writes, and long-context requests, while BYOK requests remain subject to the user's provider pricing. Existing requests use the discounted rate without a model ID change.

### Source excerpt

GPT-5.6 Sol, the flagship of OpenAI's GPT-5.6 series, is 50% off on AI Gateway through September 18. The discount applies on the OpenAI provider to all token types, tiers, regions, and modes, and it is available only on requests running directly through AI Gateway (not BYOK). Pricing: 50% off Service tier New price per M tokens (input / output) Original price per M tokens (input / output) Default $2.50 / $15.00 $5.00 / $30.00 Flex $1.25 / $7.50 $2.50 / $15.00 Priority (fast mode) $5.00 / $30.00 $10.00 / $60.00 The discount applies on the same terms everywhere else the model is priced: across every service tier, including fast mode, and to cached tokens, cache writes, long-context requests, and different regions. It covers requests billed through AI Gateway on the OpenAI provider. BYOK requests run on your own provider accounts and bill at whatever rate you have with them. The model ID is unchanged, so requests you already send pick up the discounted rate with no code change: Sol takes a reasoning effort up to max for the hardest problems, accepts text, image, and PDF input, and carries a long context window. To use it in a coding agent, run vercel ai-gateway coding-agents setup to connect Claude Code, Codex, OpenCode, or Pi, then select openai/gpt-5.6-sol inside the agent. The 50% discount will apply there. Get started Create an API key in the AI Gateway section of your dashboard, or try the model in the browser first from its playground page. Read more

## Elastic community newsletter -- August 2026

DevFeed: [Elastic community newsletter -- August 2026](<https://devfeed.tech/articles/elastic-community-newsletter-august-2026-4798.md>)

Original publisher: [Read original article](<https://www.elastic.co/blog/devrel-newsletter-august-2026>)

Author: Elastic DevRel team

Published: 2026-08-13T00:00:00Z

Content type: news

Language: en

Sources: [Elastic Blog - Elasticsearch, Kibana, and ELK Stack](<https://devfeed.tech/sources/elastic-blog-elasticsearch-kibana-and-elk-stack.md>)

Topics: [elasticsearch](<https://devfeed.tech/topics/elasticsearch.md>), [devrel](<https://devfeed.tech/topics/devrel.md>), [dashboards](<https://devfeed.tech/topics/dashboards.md>), [Embeddings](<https://devfeed.tech/topics/embeddings.md>), [multimodal](<https://devfeed.tech/topics/multimodal.md>), [quantization](<https://devfeed.tech/topics/quantization.md>), [AI search](<https://devfeed.tech/topics/ai-search.md>), [tracing](<https://devfeed.tech/topics/tracing.md>)

Tags: [audio](<https://devfeed.tech/tags/audio.md>), [dashboards](<https://devfeed.tech/tags/dashboards.md>), [devrel](<https://devfeed.tech/tags/devrel.md>), [elasticsearch](<https://devfeed.tech/tags/elasticsearch.md>), [embeddings](<https://devfeed.tech/tags/embeddings.md>), [images](<https://devfeed.tech/tags/images.md>), [multimodal](<https://devfeed.tech/tags/multimodal.md>), [pdf](<https://devfeed.tech/tags/pdf.md>), [quantization](<https://devfeed.tech/tags/quantization.md>), [tracing](<https://devfeed.tech/tags/tracing.md>), [video](<https://devfeed.tech/tags/video.md>)

### AI overview

The Elastic community newsletter covers Elasticsearch 9.5, including native PromQL, the Dashboards API, Columnar Mode, vector search improvements, multimodal semantic search, and Elastic Agent Builder tracing in technical preview.

### Source excerpt

In this newsletter, we cover version 9.5 of Elasticsearch, the latest blogs and videos, and upcoming events.

## How do you generate PDFs in Webflow Cloud without Puppeteer or external services?

DevFeed: [How do you generate PDFs in Webflow Cloud without Puppeteer or external services?](<https://devfeed.tech/articles/how-do-you-generate-pdfs-in-webflow-cloud-without-puppeteer-or-external-services-9252.md>)

Original publisher: [Read original article](<https://webflowmarketingmain.com/blog/webflow-cloud-document-builder>)

Author: Ismail Ajagbe

Published: 2026-08-08T00:00:00Z

Content type: tutorial

Language: en

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

Topics: [webflow](<https://devfeed.tech/topics/webflow.md>), [Next.js](<https://devfeed.tech/topics/next-js.md>), [pdf](<https://devfeed.tech/topics/pdf.md>), [Workers](<https://devfeed.tech/topics/workers.md>), [JavaScript](<https://devfeed.tech/topics/javascript.md>), [Puppeteer](<https://devfeed.tech/topics/puppeteer.md>), [App](<https://devfeed.tech/topics/app.md>), [Node.js](<https://devfeed.tech/topics/node-js.md>), [data](<https://devfeed.tech/topics/data.md>)

Tags: [browser](<https://devfeed.tech/tags/browser.md>), [chrome](<https://devfeed.tech/tags/chrome.md>), [chromium](<https://devfeed.tech/tags/chromium.md>), [guides](<https://devfeed.tech/tags/guides.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [javascript](<https://devfeed.tech/tags/javascript.md>), [learn](<https://devfeed.tech/tags/learn.md>), [next-js](<https://devfeed.tech/tags/next-js.md>), [node-js](<https://devfeed.tech/tags/node-js.md>), [pdf](<https://devfeed.tech/tags/pdf.md>), [webflow](<https://devfeed.tech/tags/webflow.md>), [workers](<https://devfeed.tech/tags/workers.md>)

### AI overview

Learn how to build a document builder in Webflow Cloud with a Next.js Route Handler and a pure-JavaScript PDF generation library. The tutorial explains the architecture, local requirements, form submission flow, PDF delivery, and optional storage of generated documents.

### Source excerpt

Learn how to build a document builder app in Webflow Cloud using pdf-lib and a Next.js route handler.

## An Update on the FreeBSD Journal: New Editor, New Format

DevFeed: [An Update on the FreeBSD Journal: New Editor, New Format](<https://devfeed.tech/articles/an-update-on-the-freebsd-journal-new-editor-new-format-38856.md>)

Original publisher: [Read original article](<https://freebsdfoundation.org/blog/an-update-on-the-freebsd-journal-new-editor-new-format/>)

Author: Florine Kamdem

Published: 2026-07-29T20:16:39Z

Content type: news

Language: en

Sources: [FreeBSD Foundation](<https://devfeed.tech/sources/freebsd-foundation.md>)

Topics: [Computing](<https://devfeed.tech/topics/computing.md>), [browser](<https://devfeed.tech/topics/browser.md>), [Website](<https://devfeed.tech/topics/website.md>), [pdf](<https://devfeed.tech/topics/pdf.md>)

Tags: [blog](<https://devfeed.tech/tags/blog.md>), [browser](<https://devfeed.tech/tags/browser.md>), [editor](<https://devfeed.tech/tags/editor.md>), [format](<https://devfeed.tech/tags/format.md>), [freebsd](<https://devfeed.tech/tags/freebsd.md>), [pdf](<https://devfeed.tech/tags/pdf.md>), [software](<https://devfeed.tech/tags/software.md>), [update](<https://devfeed.tech/tags/update.md>), [website](<https://devfeed.tech/tags/website.md>)

### AI overview

The FreeBSD Journal has appointed Matt Slaybaugh as its new editor and is moving to a browser-based-only format without downloadable PDFs. The journal will remain quarterly, free, and guided by its editorial and advisory boards.

### Source excerpt

We have a couple of updates to share about the FreeBSD Journal. A New Editor Please join us in welcoming Matt Slaybaugh as the Journal's new editor. Matt brings years of editorial and content management experience, including his ongoing work with the Association for Computing Machinery (ACM), and he's already hard at work on upcoming [...] The post An Update on the FreeBSD Journal: New Editor, New Format first appeared on FreeBSD Foundation.

## Extract Text from Your PDF and Image Files with Apache Tika

DevFeed: [Extract Text from Your PDF and Image Files with Apache Tika](<https://devfeed.tech/articles/extract-text-from-your-pdf-and-image-files-with-apache-tika-21847.md>)

Original publisher: [Read original article](<https://www.thepolyglotdeveloper.com/blog/2026/06/extract-text-from-your-pdf-and-image-files-with-apache-tika/>)

Author: Nic Raboy

Published: 2026-06-13T00:45:07Z

Content type: tutorial

Language: en

Sources: [Nic Raboy](<https://devfeed.tech/sources/nic-raboy.md>)

Topics: [Docker Compose](<https://devfeed.tech/topics/docker-compose.md>), [Docker](<https://devfeed.tech/topics/docker.md>), [container](<https://devfeed.tech/topics/container.md>), [AI search](<https://devfeed.tech/topics/ai-search.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [browser](<https://devfeed.tech/tags/browser.md>), [command-line](<https://devfeed.tech/tags/command-line.md>), [container](<https://devfeed.tech/tags/container.md>), [docker](<https://devfeed.tech/tags/docker.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [image](<https://devfeed.tech/tags/image.md>), [pdf](<https://devfeed.tech/tags/pdf.md>), [rag](<https://devfeed.tech/tags/rag.md>), [services](<https://devfeed.tech/tags/services.md>), [xml](<https://devfeed.tech/tags/xml.md>)

### AI overview

This tutorial explains how to deploy Apache Tika with Docker or Docker Compose and use it to extract text from PDF, image, and other document formats. The extracted text can provide plaintext context for local AI tools and RAG workflows.

### Source excerpt

With AI becoming increasingly popular in everything, and retrieval-augmented generation (RAG) becoming a requirement in everyone's organization, how you're providing context to the AI tools becomes im... The post Extract Text from Your PDF and Image Files with Apache Tika appeared first on The Polyglot Developer.

## Building a Production AI Deep Research Agent with Temporal, Neo4j, Auth0, and Redpanda

DevFeed: [Building a Production AI Deep Research Agent with Temporal, Neo4j, Auth0, and Redpanda](<https://devfeed.tech/articles/diving-into-the-ai-iceberg-what-lies-beneath-your-ai-agents-35775.md>)

Original publisher: [Read original article](<https://temporal.io/blog/diving-into-ai-iceberg-what-lies-beneath-ai-agents>)

Author: Chandler Mayo

Published: 2026-06-10T00:00:00Z

Content type: article

Language: en

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

Topics: [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [Orchestration](<https://devfeed.tech/topics/orchestration.md>), [Persistence](<https://devfeed.tech/topics/persistence.md>), [observability](<https://devfeed.tech/topics/observability.md>), [Security](<https://devfeed.tech/topics/security.md>), [Auth0](<https://devfeed.tech/topics/auth0.md>), [Neo4j](<https://devfeed.tech/topics/neo4j.md>)

Tags: [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [auth0](<https://devfeed.tech/tags/auth0.md>), [community](<https://devfeed.tech/tags/community.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [observability](<https://devfeed.tech/tags/observability.md>), [orchestration](<https://devfeed.tech/tags/orchestration.md>), [parallel](<https://devfeed.tech/tags/parallel.md>), [pdf](<https://devfeed.tech/tags/pdf.md>), [persistence](<https://devfeed.tech/tags/persistence.md>), [production](<https://devfeed.tech/tags/production.md>), [security](<https://devfeed.tech/tags/security.md>), [streaming](<https://devfeed.tech/tags/streaming.md>), [teams](<https://devfeed.tech/tags/teams.md>)

### AI overview

The article describes a production-oriented deep research agent built by four teams using Temporal, Neo4j, Auth0, and Redpanda. It explains how orchestration, persistence, security, and event streaming support a long-running, multi-agent workflow.

### Source excerpt

Four teams built a production AI deep research agent using Temporal, Neo4j, Auth0, and Redpanda, revealing the infrastructure beneath every great AI agent.

## Coding Challenge #122 - AI-Powered Contract Review Agent

DevFeed: [Coding Challenge #122 - AI-Powered Contract Review Agent](<https://devfeed.tech/articles/coding-challenge-122-ai-powered-contract-review-agent-29198.md>)

Original publisher: [Read original article](<https://codingchallenges.substack.com/p/coding-challenge-122-ai-powered-contract>)

Author: John Crickett

Published: 2026-05-30T08:01:36Z

Content type: tutorial

Language: en

Sources: [Coding Challenges](<https://devfeed.tech/sources/coding-challenges.md>)

Topics: [Code Challenge](<https://devfeed.tech/topics/code-challenge.md>), [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [Orchestration](<https://devfeed.tech/topics/orchestration.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [pdf](<https://devfeed.tech/topics/pdf.md>), [human feedback](<https://devfeed.tech/topics/human-feedback.md>), [Concurrency](<https://devfeed.tech/topics/concurrency.md>), [Streaming](<https://devfeed.tech/topics/streaming.md>), [observability](<https://devfeed.tech/topics/observability.md>), [web applications](<https://devfeed.tech/topics/web-applications.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [coding](<https://devfeed.tech/tags/coding.md>), [concurrency](<https://devfeed.tech/tags/concurrency.md>), [orchestration](<https://devfeed.tech/tags/orchestration.md>), [pdf](<https://devfeed.tech/tags/pdf.md>), [review](<https://devfeed.tech/tags/review.md>), [streaming](<https://devfeed.tech/tags/streaming.md>), [visibility](<https://devfeed.tech/tags/visibility.md>), [web](<https://devfeed.tech/tags/web.md>)

### AI overview

This coding challenge guides readers through building an AI-powered contract review agent with Trigger.dev. The application uploads PDF contracts, extracts and analyzes clauses in parallel with LLMs, pauses for human approval, and streams a final summary to the frontend.

### Source excerpt

This challenge is to build your own AI powered agent to review documents.

## Working with files in ChatGPT

DevFeed: [Working with files in ChatGPT](<https://devfeed.tech/articles/working-with-files-in-chatgpt-6232.md>)

Original publisher: [Read original article](<https://openai.com/academy/working-with-files>)

Published: 2026-04-10T00:00:00Z

Content type: tutorial

Language: en

Sources: [OpenAI News](<https://devfeed.tech/sources/openai-news.md>)

Topics: [AI Chat](<https://devfeed.tech/topics/ai-chat.md>)

Tags: [apps](<https://devfeed.tech/tags/apps.md>), [authentication](<https://devfeed.tech/tags/authentication.md>), [chatgpt](<https://devfeed.tech/tags/chatgpt.md>), [content](<https://devfeed.tech/tags/content.md>), [data](<https://devfeed.tech/tags/data.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [images](<https://devfeed.tech/tags/images.md>), [openai-academy](<https://devfeed.tech/tags/openai-academy.md>), [pdf](<https://devfeed.tech/tags/pdf.md>), [tools](<https://devfeed.tech/tags/tools.md>)

### AI overview

A tutorial on uploading files to ChatGPT to analyze, edit, summarize, visualize, and generate content. It also explains how to connect apps and notes Enterprise controls and data-use defaults.

### Source excerpt

Learn practical ways to work with files in ChatGPT, from finding information to organizing, transforming, and using documents in workflows.

## Linux File Viewing Series

DevFeed: [Linux File Viewing Series](<https://devfeed.tech/articles/linux-file-viewing-series-4523.md>)

Original publisher: [Read original article](<https://feeds.feedblitz.com/~/952800815/0/baeldung/linux~Linux-File-Viewing-Series>)

Author: baeldung

Published: 2026-04-01T15:45:15Z

Content type: article

Language: en

Sources: [Baeldung - Linux](<https://devfeed.tech/sources/baeldung-linux.md>)

Topics: [Linux](<https://devfeed.tech/topics/linux.md>), [Shell](<https://devfeed.tech/topics/shell.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>), [Vim](<https://devfeed.tech/topics/vim.md>), [pdf](<https://devfeed.tech/topics/pdf.md>)

Tags: [command-line](<https://devfeed.tech/tags/command-line.md>), [comparison](<https://devfeed.tech/tags/comparison.md>), [file-viewing](<https://devfeed.tech/tags/file-viewing.md>), [file-viewing-series](<https://devfeed.tech/tags/file-viewing-series.md>), [guide](<https://devfeed.tech/tags/guide.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [linux](<https://devfeed.tech/tags/linux.md>), [pdf](<https://devfeed.tech/tags/pdf.md>), [series](<https://devfeed.tech/tags/series.md>), [techniques](<https://devfeed.tech/tags/techniques.md>), [tools](<https://devfeed.tech/tags/tools.md>)

### AI overview

A Linux command-line guide to viewing and inspecting file content, covering pagers, text searching, Vim navigation, file comparison, and tools for opening specialized formats such as PDF.

### Source excerpt

This guide covers the essential techniques for viewing files in Linux. The post Linux File Viewing Series first appeared on Baeldung on Linux. Related Stories How To Open Visio Files in Linux Linux File Editing Series How to View Font Files in Linux

## A Single Subscriber Doesn't Turn Pub/Sub Into a Queue

DevFeed: [A Single Subscriber Doesn't Turn Pub/Sub Into a Queue](<https://devfeed.tech/articles/a-single-subscriber-doesn-t-turn-pub-sub-into-a-queue-17947.md>)

Original publisher: [Read original article](<https://newsletter.systemdesignclassroom.com/p/a-single-subscriber-doesnt-turn-pubsub-into-a-queue>)

Author: Raul Junco

Published: 2026-02-28T12:52:05Z

Content type: tutorial

Language: en

Sources: [System Design Classroom](<https://devfeed.tech/sources/system-design-classroom.md>)

Topics: [systems](<https://devfeed.tech/topics/systems.md>), [API](<https://devfeed.tech/topics/api.md>)

Tags: [api](<https://devfeed.tech/tags/api.md>), [async](<https://devfeed.tech/tags/async.md>), [patterns](<https://devfeed.tech/tags/patterns.md>), [pdf](<https://devfeed.tech/tags/pdf.md>), [queue](<https://devfeed.tech/tags/queue.md>), [retry](<https://devfeed.tech/tags/retry.md>), [systems](<https://devfeed.tech/tags/systems.md>)

### AI overview

The article explains that asynchronous system patterns should be classified by execution semantics rather than by the messaging technology used. A report-generation flow with one worker processing each job, retries after failure, and additional workers sharing increased demand is a work queue, not pub/sub.

### Source excerpt

Why execution semantics -not tooling- define async patterns.

## netlab 25.11: SRv6 on IOS/XE, Streamlined Graphs and Reports

DevFeed: [netlab 25.11: SRv6 on IOS/XE, Streamlined Graphs and Reports](<https://devfeed.tech/articles/netlab-25-11-srv6-on-ios-xe-streamlined-graphs-and-reports-11282.md>)

Original publisher: [Read original article](<https://blog.ipspace.net/2025/11/netlab-25-11/>)

Published: 2025-11-13T09:02:00Z

Content type: release

Language: en

Sources: [ipSpace.net blog](<https://devfeed.tech/sources/ipspace-net-blog.md>)

Topics: [SRv6](<https://devfeed.tech/topics/srv6.md>), [releases](<https://devfeed.tech/topics/releases.md>), [iOS](<https://devfeed.tech/topics/ios.md>), [Graphs](<https://devfeed.tech/topics/graphs.md>), [Release notes](<https://devfeed.tech/topics/release-notes.md>), [SVG](<https://devfeed.tech/topics/svg.md>)

Tags: [bugs](<https://devfeed.tech/tags/bugs.md>), [graph](<https://devfeed.tech/tags/graph.md>), [improvements](<https://devfeed.tech/tags/improvements.md>), [ios](<https://devfeed.tech/tags/ios.md>), [jpeg](<https://devfeed.tech/tags/jpeg.md>), [netlab](<https://devfeed.tech/tags/netlab.md>), [pdf](<https://devfeed.tech/tags/pdf.md>), [release](<https://devfeed.tech/tags/release.md>), [release-notes](<https://devfeed.tech/tags/release-notes.md>), [reports](<https://devfeed.tech/tags/reports.md>), [srv6](<https://devfeed.tech/tags/srv6.md>), [svg](<https://devfeed.tech/tags/svg.md>)

### AI overview

The netlab 25.11 release adds SRv6 support on IOS/XE for selected Catalyst 8000v and IOL images, RIPv2/RIPng on OpenBSD, streamlined report and graph creation, and direct SVG, PNG, JPEG, or PDF graph output when D2 or Graphviz is installed. It also includes potentially breaking changes, bug fixes, and other improvements.

### Source excerpt

I managed to push out netlab release 25.11 yesterday. Here are the highlights: SRv6 on IOS/XE. It works with Catalyst 8000v, IOL, and IOL layer-2 image, and can be used to build L3VPNs (the IOS/XE image I have supports no other service on top of SRv6) RIPv2/RIPng on OpenBSD A more streamlined way to create reports and graphs The netlab graph command creates the SVG/PNG/JPEG/PDF graph instead of a graph description file if you've installed D2/Graphviz on your system. We also had to make a few potentially-breaking changes, fixed a bunch of bugs, and added over a dozen small improvements. You'll find all the details in the release notes. Read more ...

## Word and PowerPoint Alt Text Roundup

DevFeed: [Word and PowerPoint Alt Text Roundup](<https://devfeed.tech/articles/word-and-powerpoint-alt-text-roundup-9446.md>)

Original publisher: [Read original article](<https://webaim.org/blog/word-and-powerpoint-alt-text-roundup/>)

Author: Jon Whiting

Published: 2025-10-31T19:14:54Z

Content type: article

Language: en

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

Topics: [Accessibility](<https://devfeed.tech/topics/accessibility.md>), [microsoft 365](<https://devfeed.tech/topics/microsoft-365.md>), [pdf](<https://devfeed.tech/topics/pdf.md>), [Microsoft](<https://devfeed.tech/topics/microsoft.md>)

Tags: [accessibility](<https://devfeed.tech/tags/accessibility.md>), [alt-text](<https://devfeed.tech/tags/alt-text.md>), [microsoft](<https://devfeed.tech/tags/microsoft.md>), [microsoft-365](<https://devfeed.tech/tags/microsoft-365.md>), [office](<https://devfeed.tech/tags/office.md>), [pdf](<https://devfeed.tech/tags/pdf.md>), [uncategorized](<https://devfeed.tech/tags/uncategorized.md>)

### AI overview

This article reports tests of alternative-text support for non-text content in Microsoft Word and PowerPoint, including conversion to PDF through Microsoft and Adobe tools. It finds that alt text works well in Word and PowerPoint and in Microsoft's PDF export, while Adobe's PDF tools have problems with most tested image types.

### Source excerpt

Introduction In Microsoft Word and PowerPoint, there are many types of non-text content that can be given alternative text. We tested the alternative text of everything that we could think of in Word and PowerPoint and then converted these files to PDFs using Adobe's Acrobat PDFMaker (the Acrobat Tab on Windows), Adobe's Create PDF cloud [...]

## Now in Android #121

DevFeed: [Now in Android #121](<https://devfeed.tech/articles/now-in-android-121-22675.md>)

Original publisher: [Read original article](<https://medium.com/androiddevelopers/now-in-android-121-ddfe076c9884?source=rss----95b274b437c2---4>)

Author: Daniel Galpin

Published: 2025-10-20T22:09:39Z

Content type: article

Language: en

Sources: [Android Developers - Medium](<https://devfeed.tech/sources/android-developers-medium.md>)

Topics: [Android](<https://devfeed.tech/topics/android.md>), [now-in-android](<https://devfeed.tech/topics/now-in-android.md>), [android-development](<https://devfeed.tech/topics/android-development.md>), [Android Studio](<https://devfeed.tech/topics/android-studio.md>), [Jetpack Compose](<https://devfeed.tech/topics/jetpack-compose.md>), [media3](<https://devfeed.tech/topics/media3.md>), [migration](<https://devfeed.tech/topics/migration.md>), [Accessibility](<https://devfeed.tech/topics/accessibility.md>), [Bluetooth LE](<https://devfeed.tech/topics/bluetooth-le.md>), [Dark Mode](<https://devfeed.tech/topics/dark-mode.md>), [iOS](<https://devfeed.tech/topics/ios.md>), [pdf](<https://devfeed.tech/topics/pdf.md>)

Tags: [accessibility](<https://devfeed.tech/tags/accessibility.md>), [android](<https://devfeed.tech/tags/android.md>), [android-16](<https://devfeed.tech/tags/android-16.md>), [android-studio](<https://devfeed.tech/tags/android-studio.md>), [bluetooth-le](<https://devfeed.tech/tags/bluetooth-le.md>), [featured](<https://devfeed.tech/tags/featured.md>), [ios](<https://devfeed.tech/tags/ios.md>), [jetpack-compose](<https://devfeed.tech/tags/jetpack-compose.md>), [media](<https://devfeed.tech/tags/media.md>), [migration](<https://devfeed.tech/tags/migration.md>), [now-in-android](<https://devfeed.tech/tags/now-in-android.md>), [pdf](<https://devfeed.tech/tags/pdf.md>)

### AI overview

This edition of Now in Android covers Android 16 QPR2 Beta 1, Android Studio Narwhal's feature drop, Jetpack Compose 1.9, Media3 1.8, and related Android development updates. It highlights new platform APIs and changes involving accessibility, data migration between Android and iOS, PDF editing, media, Bluetooth LE Audio, and connectivity.

### Source excerpt

Compose 1.9, Media 3 1.8, QPR2 Beta 1, Narwhal Feature Drop, and more! Welcome to Now in Android, your ongoing guide to what's new and notable in the world of Android development. Read on for coverage of Android 16 QPR2 beta 1, the Android Studio Narwhal feature drop, Jetpack Compose 1.9, Media 3 1.8, Shape Morphing and Autofill in Compose, and much more. You can watch a video summary: https://medium.com/media/87a24ed0bca13b2d58bd3e59517b4273/href And we also have a podcast: https://medium.com/media/ef0552e532d340d1dd8ced3c6b6d85c5/href But this post has the most in-depth information, so read on! Android 16 QPR2 Beta 1 is here ✨ The first beta of Android 16 QPR2 is now available, the inaugural Android release with an Android minor SDK version. Minor SDK versions can include new APIs that extend platform features but cannot introduce targetSdkVersion gated behavior changes, minimizing the amount you need to test your apps against it. You can call new APIs by checking SDK_INT_FULL against the VERSION_CODES_FULL enumeration: if (Build.VERSION.SDK_INT_FULL >= Build.VERSION_CODES_FULL.BAKLAVA_1) { // Call new APIs from the Android 16 QPR2 release } VERSION_CODES_FULL cannot be used in uses-sdk manifest attributes. Here are some key updates from QPR2 Beta 1. UI, System Experience, and Accessibility: An expanded dark theme option intelligently inverts light apps for users preferring a dark appearance. Auto-themed app icons can be generated by the system if your app doesn't provide a monochrome layer. Interactive chooser sessions keep your app UI active while the sharesheet is open, using ChooserManager and ChooserSession. A new Data Transfer API enables more reliable and secure data migration between Android and iOS, requiring updates to your app's data extraction rules XML and BackupAgent implementation. The android.graphics.pdf package has expanded to support annotating and editing PDF documents via PdfRenderer.Page. ViewConfiguration values are now tailored to individua

## Apple's Dispute With the EU Over DMA Compliance and Browser Competition

DevFeed: [Apple's Dispute With the EU Over DMA Compliance and Browser Competition](<https://devfeed.tech/articles/apple-s-antitrust-playbook-26556.md>)

Original publisher: [Read original article](<https://infrequently.org/2025/09/apples-antitrust-playbook/>)

Author: Alex Russell

Published: 2025-09-25T00:00:00Z

Content type: opinion

Language: en

Sources: [Alex Russell](<https://devfeed.tech/sources/alex-russell.md>)

Topics: [browser](<https://devfeed.tech/topics/browser.md>), [Security](<https://devfeed.tech/topics/security.md>), [iOS](<https://devfeed.tech/topics/ios.md>), [PWA](<https://devfeed.tech/topics/pwa.md>), [push-notification](<https://devfeed.tech/topics/push-notification.md>), [Web](<https://devfeed.tech/topics/web.md>)

Tags: [apple](<https://devfeed.tech/tags/apple.md>), [browser](<https://devfeed.tech/tags/browser.md>), [browsers](<https://devfeed.tech/tags/browsers.md>), [competition](<https://devfeed.tech/tags/competition.md>), [dma](<https://devfeed.tech/tags/dma.md>), [eu](<https://devfeed.tech/tags/eu.md>), [geofencing](<https://devfeed.tech/tags/geofencing.md>), [ios](<https://devfeed.tech/tags/ios.md>), [iphone](<https://devfeed.tech/tags/iphone.md>), [pdf](<https://devfeed.tech/tags/pdf.md>), [push-notification](<https://devfeed.tech/tags/push-notification.md>), [pwa](<https://devfeed.tech/tags/pwa.md>), [sdk](<https://devfeed.tech/tags/sdk.md>), [security](<https://devfeed.tech/tags/security.md>), [webdev](<https://devfeed.tech/tags/webdev.md>)

### AI overview

The article argues that Apple is misrepresenting the European Union's enforcement of the Digital Markets Act and shifting responsibility for its own compliance decisions onto regulators. It focuses on alleged barriers affecting browser competition on iOS, including geofencing, restricted PWA and Push Notification APIs, SDK bugs, and difficult development entitlements.

### Source excerpt

Contents Lies by Any Other Name Great Artists Steal Dear Tech Reporters: Access Is Not A Beat This blog is failing on several levels. First, September 2025 is putting the "frequent" in "infrequently", much to my chagrin. Second, my professional mission is to make a web that's better for everyone, not to tear Apple down. But just when I thought I was out, they pull me back in. Over the past 24 hours, Cupertino has played the hits from its iPhone-era anti-user, anti-business, anti-rule-of-law power trip. To recap: Apple sent a demand that the EU give up on DMA enforcement in a petulant and utterly misleading press release that mostly served to catalogue Apple's own failures to comply. Cupertino's kept astroturf outfit -- ACT | The App Association -- penned unhinged misinformation for consumption by US regulatory types (h/t Damien Geradin). The EC then called Apple's bluff. Make no mistake about what's going on: Apple is claiming that the EU is forcing Apple to adopt interpretations of the DMA that no other party has, which the EC itself has not backed, and which are "forcing" Apple to avoid shipping features in the EU. Or, put another way, Apple wants to launder the consequences of its own anticompetitive, anti-user choices through a credulous tech press. The goal is to frame regulators for Apple's own deeds. Lies by Any Other Name If this smells like bullshit, that's because it is. Apple tried similar ploys last year when it sprung a blatant attempt to kill PWAs on the EU as a price for having the temerity to regulate. The plan, it seemed then, was to adopt an exotic reading of the DMA and frame the EC for killing PWAs. What Apple's attempting now is even more brazen, particularly after 16+ months of serial non-compliance since the DMA came into force (h/t OWA). Remember that: Apple's browser, and by extension every iOS browser, fails on basic security and privacy controls, putting users at risk constantly. Apple serially misrepresents this situation to anyone who will

## Building a Python Package to Turn Unstructured Data into Financial Insights

DevFeed: [Building a Python Package to Turn Unstructured Data into Financial Insights](<https://devfeed.tech/articles/building-a-python-package-to-turn-unstructured-data-into-financial-insights-39400.md>)

Original publisher: [Read original article](<https://blog.pranshu-raj.in/posts/building-concall-parser/>)

Author: Pranshu Raj

Published: 2025-06-23T08:50:45Z

Content type: tutorial

Language: en

Sources: [Pranshu Raj - blog on backend systems, performance and sidequests](<https://devfeed.tech/sources/pranshu-raj-blog-on-backend-systems-performance-and-sidequests.md>)

Topics: [Python](<https://devfeed.tech/topics/python.md>), [Parsing](<https://devfeed.tech/topics/parsing.md>), [pdf](<https://devfeed.tech/topics/pdf.md>), [data](<https://devfeed.tech/topics/data.md>), [Structured-data](<https://devfeed.tech/topics/structured-data.md>)

Tags: [data](<https://devfeed.tech/tags/data.md>), [parsing](<https://devfeed.tech/tags/parsing.md>), [pdf](<https://devfeed.tech/tags/pdf.md>), [pipeline](<https://devfeed.tech/tags/pipeline.md>), [python](<https://devfeed.tech/tags/python.md>), [structured](<https://devfeed.tech/tags/structured.md>)

### AI overview

This article explains how the authors built a Python package to extract structured information from messy earnings-call PDF transcripts. It covers PDF text extraction, cleaning and segmentation, speaker identification, categorization into sections such as management remarks and Q&A, and structured output.

### Source excerpt

How we built concall-parser to extract structured insights from messy earnings call transcripts, dealing with PDFs, text processing, and speaker identification challenges.

## Using Generative AI to Streamline internal IT Support: A Comprehensive Demonstration

DevFeed: [Using Generative AI to Streamline internal IT Support: A Comprehensive Demonstration](<https://devfeed.tech/articles/using-generative-ai-to-streamline-internal-it-support-a-comprehensive-demonstration-35061.md>)

Original publisher: [Read original article](<https://blog.avenuecode.com/using-generative-ai-to-streamline-internal-it-support-a-comprehensive-demonstration>)

Author: Davy Costa

Published: 2025-05-23T20:50:16Z

Content type: tutorial

Language: en

Sources: [Avenue Code](<https://devfeed.tech/sources/avenue-code.md>)

Topics: [Generative AI](<https://devfeed.tech/topics/generative-ai.md>), [Google](<https://devfeed.tech/topics/google.md>), [Conversational AI](<https://devfeed.tech/topics/conversational-ai.md>), [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [knowledge-management](<https://devfeed.tech/topics/knowledge-management.md>), [Documentation](<https://devfeed.tech/topics/documentation.md>), [pdf](<https://devfeed.tech/topics/pdf.md>), [browser](<https://devfeed.tech/topics/browser.md>), [email](<https://devfeed.tech/topics/email.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [browser](<https://devfeed.tech/tags/browser.md>), [conversational-ai](<https://devfeed.tech/tags/conversational-ai.md>), [documentation](<https://devfeed.tech/tags/documentation.md>), [email](<https://devfeed.tech/tags/email.md>), [generative-ai](<https://devfeed.tech/tags/generative-ai.md>), [google](<https://devfeed.tech/tags/google.md>), [knowledge-management](<https://devfeed.tech/tags/knowledge-management.md>), [pdf](<https://devfeed.tech/tags/pdf.md>)

### AI overview

This demonstration describes using Google's Vertex AI platform and Vertex AI Agent Builder to improve internal IT support. A conversational assistant processes internal PDF documentation and provides employees with natural-language guidance for routine tasks involving browsers, email clients, and software settings.

### Source excerpt

In the contemporary corporate landscape, technology plays an indispensable role in daily operations, yet managing IT support efficiently remains a persistent challenge. Employees frequently encounter difficulties when searching for precise instructions on routine IT tasks such as clearing browser history, configuring shared micro mailboxes, or adjusting software settings. Traditional documentation methods--often scattered across different locations, outdated, or inconsistent--result in significant inefficiencies, employee frustration, and operational errors.

## From ePA 2.6 to 3.0 : Healthcare Data Integration for Electronic Patient Records at HelloBetter

DevFeed: [From ePA 2.6 to 3.0 : Healthcare Data Integration for Electronic Patient Records at HelloBetter](<https://devfeed.tech/articles/from-epa-2-6-to-3-0-healthcare-data-integration-for-electronic-patient-records-at-hellobetter-26533.md>)

Original publisher: [Read original article](<https://annajmcdougall.medium.com/from-epa-2-6-to-3-0-healthcare-data-integration-for-electronic-patient-records-at-hellobetter-f60a7e63c0f5?source=rss-51f15275ef3a------2>)

Author: Anna J McDougall

Published: 2025-05-20T09:27:30Z

Content type: tutorial

Language: en

Sources: [Anna J McDougall](<https://devfeed.tech/sources/anna-j-mcdougall.md>)

Topics: [data](<https://devfeed.tech/topics/data.md>), [implementation](<https://devfeed.tech/topics/implementation.md>), [Authentication](<https://devfeed.tech/topics/authentication.md>), [Back end](<https://devfeed.tech/topics/backend.md>), [Front end](<https://devfeed.tech/topics/frontend.md>), [XML](<https://devfeed.tech/topics/xml.md>), [pdf](<https://devfeed.tech/topics/pdf.md>)

Tags: [authentication](<https://devfeed.tech/tags/authentication.md>), [backend](<https://devfeed.tech/tags/backend.md>), [data](<https://devfeed.tech/tags/data.md>), [electronic-patient-record](<https://devfeed.tech/tags/electronic-patient-record.md>), [engineering-management](<https://devfeed.tech/tags/engineering-management.md>), [export](<https://devfeed.tech/tags/export.md>), [frontend](<https://devfeed.tech/tags/frontend.md>), [germany](<https://devfeed.tech/tags/germany.md>), [healthcare](<https://devfeed.tech/tags/healthcare.md>), [healthtech](<https://devfeed.tech/tags/healthtech.md>), [integration](<https://devfeed.tech/tags/integration.md>), [pdf](<https://devfeed.tech/tags/pdf.md>), [pipeline](<https://devfeed.tech/tags/pipeline.md>), [platform](<https://devfeed.tech/tags/platform.md>), [product](<https://devfeed.tech/tags/product.md>), [project](<https://devfeed.tech/tags/project.md>), [software-architecture](<https://devfeed.tech/tags/software-architecture.md>), [technical](<https://devfeed.tech/tags/technical.md>), [terminal](<https://devfeed.tech/tags/terminal.md>)

### AI overview

This technical post describes HelloBetter's implementation journey from Germany's ePA 2.6 to ePA 3.0. It covers HealthID login, ePA data export, PDF and XML document writing, and the frontend and backend integrations used to connect therapeutic data across systems. The implementation was completed pending BfArm approval.

### Source excerpt

From ePA 2.6 to 3.0: A Technical Journey in Healthcare Data Integration for Electronic Patient Records...so far Germany has a bad reputation for digitalisation, so the government's push to implement an electronic patient record ("elektronische Patientenakte" or ePA) for its citizens and residents is a step in the right direction. As an official digital health application ("digitale Gesundheitsapplikation" or "DiGA"), we are obligated to shift to the ePA 3.0 implementation. The government rollout has been plagued with technical difficulties and delays, but we're now at a point where we have completed our implementation successfully, pending BfArm approval. In this post, I want to cover the exact steps we and had to take to achieve this. I want to thank Senior Product Manager Tanja Lembcke and Senior Backend Engineer Chaythanya Sivakumar for their contributions to this piece. The Challenge: Connecting Patient Data Across Systems The electronic patient record (ePA) and HealthID integration project had a clear mission: we wanted to give our patients the ability to log into the HelloBetter platform using their HealthID (which they access through their insurance company) and export their HelloBetter data into their ePA. A successful implementation would mean that both doctors and patients can electronically access therapeutic data whenever they need it. To make this happen for the patient data at HelloBetter, we partnered with two key players: RISE for ePA system access and Azuma for HealthID system access. Our journey began in 2024 when our backend team laid the groundwork for ePA 2.6, setting up the pipeline and data export in our staging environment. We successfully implemented both PDF and XML document writing capabilities, along with the frontend and backend integrations for HealthID login. How It All Works: The Architectural SideHealthID Authentication The first piece of the puzzle is connecting to and authorising the user's HealthID. This part of the system has remai

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