# Series

Published articles for Series.

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

## The Honest Migration Playbook - IPsec Series, Part 11

DevFeed: [The Honest Migration Playbook - IPsec Series, Part 11](<https://devfeed.tech/articles/the-honest-migration-playbook-ipsec-series-part-11-17428.md>)

Original publisher: [Read original article](<https://blogs.cisco.com/developer/the-honest-migration-playbook-ipsec-series-part-11>)

Author: Julio Gomez

Published: 2026-09-14T19:41:59Z

Content type: article

Language: en

Sources: [Cisco Blogs](<https://devfeed.tech/sources/cisco-blogs.md>)

Topics: [migration](<https://devfeed.tech/topics/migration.md>), [Post-Quantum](<https://devfeed.tech/topics/post-quantum.md>), [Authentication](<https://devfeed.tech/topics/authentication.md>), [Networks](<https://devfeed.tech/topics/networks.md>)

Tags: [authentication](<https://devfeed.tech/tags/authentication.md>), [cisco](<https://devfeed.tech/tags/cisco.md>), [developer](<https://devfeed.tech/tags/developer.md>), [migration](<https://devfeed.tech/tags/migration.md>), [networks](<https://devfeed.tech/tags/networks.md>), [post](<https://devfeed.tech/tags/post.md>), [post-quantum](<https://devfeed.tech/tags/post-quantum.md>), [post-quantum-authentication](<https://devfeed.tech/tags/post-quantum-authentication.md>), [post-quantum-cryptography-pqc](<https://devfeed.tech/tags/post-quantum-cryptography-pqc.md>), [rsa](<https://devfeed.tech/tags/rsa.md>), [series](<https://devfeed.tech/tags/series.md>)

### AI overview

This article presents an operational playbook for migrating authentication in a live multi-router IPsec network from RSA certificates to ML-DSA. It contrasts authentication with key exchange, explains a mixed hub-and-spoke deployment using ML-KEM-768, and reports that changing signature algorithms cannot be performed without tunnel disruption.

### Source excerpt

The final post in the IPsec series: a fully quantum-safe tunnel on Cisco 8000 routers, both pillars live on real hardware. Part 11 closes the arc with the migration playbook and what a healthy post-quantum tunnel actually looks like.

## Dell Pro 5 16 (AMD) Laptop Review

DevFeed: [Dell Pro 5 16 (AMD) Laptop Review](<https://devfeed.tech/articles/dell-pro-5-16-amd-laptop-review-17455.md>)

Original publisher: [Read original article](<https://www.servethehome.com/dell-pro-5-16-amd-laptop-review/>)

Author: Ryan Smith

Published: 2026-09-14T16:25:36Z

Content type: article

Language: en

Sources: [ServeTheHome](<https://devfeed.tech/sources/servethehome.md>)

Topics: [dell](<https://devfeed.tech/topics/dell.md>), [Hardware](<https://devfeed.tech/topics/hardware.md>), [cpu](<https://devfeed.tech/topics/cpu.md>), [intel](<https://devfeed.tech/topics/intel.md>)

Tags: [amd](<https://devfeed.tech/tags/amd.md>), [cpu](<https://devfeed.tech/tags/cpu.md>), [dell](<https://devfeed.tech/tags/dell.md>), [external](<https://devfeed.tech/tags/external.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [intel](<https://devfeed.tech/tags/intel.md>), [intel-core](<https://devfeed.tech/tags/intel-core.md>), [laptop](<https://devfeed.tech/tags/laptop.md>), [laptops](<https://devfeed.tech/tags/laptops.md>), [mobile](<https://devfeed.tech/tags/mobile.md>), [modular](<https://devfeed.tech/tags/modular.md>), [overview](<https://devfeed.tech/tags/overview.md>), [performance](<https://devfeed.tech/tags/performance.md>), [platform](<https://devfeed.tech/tags/platform.md>), [portable](<https://devfeed.tech/tags/portable.md>), [product](<https://devfeed.tech/tags/product.md>), [review](<https://devfeed.tech/tags/review.md>), [ryzen-ai](<https://devfeed.tech/tags/ryzen-ai.md>), [series](<https://devfeed.tech/tags/series.md>), [strix-point](<https://devfeed.tech/tags/strix-point.md>), [thunderbolt](<https://devfeed.tech/tags/thunderbolt.md>)

### AI overview

A review of Dell's 16-inch Pro 5 business laptop powered by an AMD Ryzen AI 400 series processor. The article highlights its performance, modularity, business positioning, and comparability with Intel-based Dell models.

### Source excerpt

Today we are taking a look at Dell's 16-inch laptop for mainstream business segment, the AMD-based Dell Pro 5 16. The pro laptop hits all the high notes, pairing an AMD Ryzen AI 9 HX PRO 470 processor with great modularity and a good balance between size, weight, and performance The post Dell Pro 5 16 (AMD) Laptop Review appeared first on ServeTheHome.

## Apple Laid Off Around 100 Staff Working On Vision Pro, But Don't Panic

DevFeed: [Apple Laid Off Around 100 Staff Working On Vision Pro, But Don't Panic](<https://devfeed.tech/articles/apple-laid-off-around-100-staff-working-on-vision-pro-but-don-t-panic-17469.md>)

Original publisher: [Read original article](<https://www.uploadvr.com/apple-vision-pro-layoffs-2026-gaming-immersive-video/>)

Author: David Heaney

Published: 2026-09-14T13:06:59Z

Content type: news

Language: en

Sources: [UploadVR](<https://devfeed.tech/sources/uploadvr.md>)

Topics: [visionOS](<https://devfeed.tech/topics/visionos.md>), [Security](<https://devfeed.tech/topics/security.md>), [Meta](<https://devfeed.tech/topics/meta.md>)

Tags: [apple](<https://devfeed.tech/tags/apple.md>), [article](<https://devfeed.tech/tags/article.md>), [company](<https://devfeed.tech/tags/company.md>), [cost](<https://devfeed.tech/tags/cost.md>), [ecosystem](<https://devfeed.tech/tags/ecosystem.md>), [gaming](<https://devfeed.tech/tags/gaming.md>), [immersive-video](<https://devfeed.tech/tags/immersive-video.md>), [industry-news](<https://devfeed.tech/tags/industry-news.md>), [meta](<https://devfeed.tech/tags/meta.md>), [open](<https://devfeed.tech/tags/open.md>), [report](<https://devfeed.tech/tags/report.md>), [security](<https://devfeed.tech/tags/security.md>), [series](<https://devfeed.tech/tags/series.md>), [third-party](<https://devfeed.tech/tags/third-party.md>), [video](<https://devfeed.tech/tags/video.md>), [vision](<https://devfeed.tech/tags/vision.md>)

### AI overview

Apple laid off around 100 Vision Pro staff, largely shutting down its spatial gaming team and reducing its immersive video team. The cuts also affected security, spatial audio, Siri integration, and visionOS personnel, but Apple is not leaving the VR/MR market. The changes reflect limited gaming use and the high cost of producing immersive video. Apple may launch a slimmer, lighter successor headset around late 2028, although its continuation could depend on the wider headset market.

### Source excerpt

Apple laid off around 100 staff working on Vision Pro, including "largely shutting down" the spatial gaming team and downsizing the immersive video team, Bloomberg's Mark Gurman reported.

## Temporal raises $550M at a $12.55B valuation as demand grows for reliable AI infrastructure

DevFeed: [Temporal raises $550M at a $12.55B valuation as demand grows for reliable AI infrastructure](<https://devfeed.tech/articles/temporal-raises-550m-at-a-12-55b-valuation-as-demand-grows-for-reliable-ai-infrastructure-36026.md>)

Original publisher: [Read original article](<https://temporal.io/blog/temporal-raises-usd550m-series-e-at-usd12-55b-valuation-ai>)

Author: Allanah Hughes

Published: 2026-09-14T00:00:00Z

Content type: release

Language: en

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

Topics: [AI Infrastructure](<https://devfeed.tech/topics/ai-infrastructure.md>), [reliability](<https://devfeed.tech/topics/reliability.md>), [Orchestration](<https://devfeed.tech/topics/orchestration.md>), [AI Platform](<https://devfeed.tech/topics/ai-platform.md>)

Tags: [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-infrastructure](<https://devfeed.tech/tags/ai-infrastructure.md>), [announcements](<https://devfeed.tech/tags/announcements.md>), [funding](<https://devfeed.tech/tags/funding.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [orchestration](<https://devfeed.tech/tags/orchestration.md>), [outage](<https://devfeed.tech/tags/outage.md>), [reliability](<https://devfeed.tech/tags/reliability.md>), [series](<https://devfeed.tech/tags/series.md>), [systems](<https://devfeed.tech/tags/systems.md>)

### AI overview

Temporal announces a $550 million Series E funding round at a $12.55 billion valuation. The company says the funding will support reliable infrastructure for long-running AI agents and applications, including orchestration and recovery across systems.

### Source excerpt

AI is raising the bar for reliability. See why Temporal's $550M Series E, backed by Lightspeed and others, is built to meet that demand.

## M5Stack Module13.2 LoRa-1262 expansion board integrates 14x10 mm Stamp LoRa-1262 module

DevFeed: [M5Stack Module13.2 LoRa-1262 expansion board integrates 14x10 mm Stamp LoRa-1262 module](<https://devfeed.tech/articles/m5stack-module13-2-lora-1262-expansion-board-integrates-14-10-mm-stamp-lora-1262-module-14042.md>)

Original publisher: [Read original article](<https://www.cnx-software.com/2026/09/13/m5stack-module13-2-lora-1262-expansion-board-integrates-14x10-mm-stamp-lora-1262-module/>)

Author: Debashis Das

Published: 2026-09-13T05:02:54Z

Content type: news

Language: en

Sources: [CNX Software - Embedded Systems News](<https://devfeed.tech/sources/cnx-software-embedded-systems-news.md>)

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

Tags: [connectivity](<https://devfeed.tech/tags/connectivity.md>), [development-board](<https://devfeed.tech/tags/development-board.md>), [embedded-systems](<https://devfeed.tech/tags/embedded-systems.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [i2c](<https://devfeed.tech/tags/i2c.md>), [io](<https://devfeed.tech/tags/io.md>), [iot](<https://devfeed.tech/tags/iot.md>), [lora](<https://devfeed.tech/tags/lora.md>), [lorawan](<https://devfeed.tech/tags/lorawan.md>), [low-power](<https://devfeed.tech/tags/low-power.md>), [lpwan](<https://devfeed.tech/tags/lpwan.md>), [m5stack](<https://devfeed.tech/tags/m5stack.md>), [module](<https://devfeed.tech/tags/module.md>), [news](<https://devfeed.tech/tags/news.md>), [power-management](<https://devfeed.tech/tags/power-management.md>), [routing](<https://devfeed.tech/tags/routing.md>), [series](<https://devfeed.tech/tags/series.md>), [smart-agriculture](<https://devfeed.tech/tags/smart-agriculture.md>), [smart-city](<https://devfeed.tech/tags/smart-city.md>), [spi](<https://devfeed.tech/tags/spi.md>), [wireless](<https://devfeed.tech/tags/wireless.md>)

### AI overview

M5Stack has launched the Stamp LoRa-1262 SMD module and the stackable Module13.2 LoRa-1262 expansion board for M5Stack Core controllers. Based on the Semtech SX1262, the module supports several modulation modes across 868-923 MHz, with up to +22 dBm transmit power and -147 dBm receive sensitivity. Module13.2 adds an RP-SMA antenna interface, M5IOE1 I/O expansion, configurable pin routing, and selectable I2C addresses for multi-module stacking.

### Source excerpt

After launching the SX1262-based M5Stamp C6LoRa tiny module, M5Stack has launched two SX1262-based LoRa add-ons for the 868-923 MHz band: the tiny Stamp LoRa-1262 SMD module for custom PCBs, and the stackable Module13.2 LoRa-1262 module for the M5Stack Core series. The Stamp LoRa-1262 supports LoRa, FSK, GFSK, MSK, GMSK, and OOK modulation, with up to +22 dBm transmit power and -147 dBm receive sensitivity. The Module13.2 adds an RP-SMA antenna interface, an M5IOE1 IO expansion chip for reset and power management, and DIP switches for flexible pin routing and configurable I2C addresses, enabling multi-module stacking. Stamp LoRa-1262 SMD module M5Stack Stamp LoRa-1262 specifications: LoRa Transceiver - Semtech SX1262 Wireless Connectivity (LoRa) Frequency Band - 868 to 923 MHz Modulation Modes - LoRa, FSK, GFSK, MSK, GMSK, OOK Bitrate - Up to 300 kbps (programmable) Transmit power (Tx) - Up to +22 dBm Receive sensitivity (Rx) - Down to -147 dBm [...] The post M5Stack Module13.2 LoRa-1262 expansion board integrates 14x10 mm Stamp LoRa-1262 module appeared first on CNX Software - Embedded Systems News.

## New Cache Aware Scheduling Fixes Out For Testing

DevFeed: [New Cache Aware Scheduling Fixes Out For Testing](<https://devfeed.tech/articles/new-cache-aware-scheduling-fixes-out-for-testing-12398.md>)

Original publisher: [Read original article](<https://www.phoronix.com/news/Cache-Aware-Scheduling-4-Patch>)

Author: Michael Larabel

Published: 2026-09-11T18:00:14Z

Content type: news

Language: en

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

Topics: [Cache](<https://devfeed.tech/topics/cache.md>), [Linux](<https://devfeed.tech/topics/linux.md>), [cpu](<https://devfeed.tech/topics/cpu.md>), [intel](<https://devfeed.tech/topics/intel.md>), [Latency](<https://devfeed.tech/topics/latency.md>)

Tags: [cache](<https://devfeed.tech/tags/cache.md>), [cpu](<https://devfeed.tech/tags/cpu.md>), [desktop-linux](<https://devfeed.tech/tags/desktop-linux.md>), [feature](<https://devfeed.tech/tags/feature.md>), [intel](<https://devfeed.tech/tags/intel.md>), [kernel](<https://devfeed.tech/tags/kernel.md>), [latency](<https://devfeed.tech/tags/latency.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>), [open-source-graphics](<https://devfeed.tech/tags/open-source-graphics.md>), [phoronix](<https://devfeed.tech/tags/phoronix.md>), [phoronix-test-suite](<https://devfeed.tech/tags/phoronix-test-suite.md>), [processors](<https://devfeed.tech/tags/processors.md>), [series](<https://devfeed.tech/tags/series.md>), [testing](<https://devfeed.tech/tags/testing.md>), [ubuntu-benchmarks](<https://devfeed.tech/tags/ubuntu-benchmarks.md>), [ubuntu-hardware](<https://devfeed.tech/tags/ubuntu-hardware.md>)

### AI overview

New fixes to Linux kernel Cache Aware Scheduling are available for testing on Intel hybrid CPUs. The patches address tasks being stranded or moved away from their preferred last-level cache, along with a use-after-free issue, while known interference with Intel Turbo Boost Max Technology remains unresolved.

### Source excerpt

Since being merged back during the Linux 7.2 cycle, the Cache Aware Scheduling code continues seeing more fixes as users test out this scheduling enhancement on different processors and system configurations...

## Unify your marketing data with Lakeflow Connect

DevFeed: [Unify your marketing data with Lakeflow Connect](<https://devfeed.tech/articles/unify-your-marketing-data-with-lakeflow-connect-11544.md>)

Original publisher: [Read original article](<https://www.databricks.com/blog/unify-your-marketing-data-lakeflow-connect>)

Author: Sonia Bendre; Giselle Goicochea

Published: 2026-09-11T18:00:00Z

Content type: article

Language: en

Sources: [Databricks](<https://devfeed.tech/sources/databricks.md>)

Topics: [databricks](<https://devfeed.tech/topics/databricks.md>), [Software as a service](<https://devfeed.tech/topics/saas.md>), [Databases](<https://devfeed.tech/topics/databases.md>), [API](<https://devfeed.tech/topics/api.md>), [Automation](<https://devfeed.tech/topics/automation.md>), [dashboards](<https://devfeed.tech/topics/dashboards.md>), [hubspot](<https://devfeed.tech/topics/hubspot.md>), [CI/CD](<https://devfeed.tech/topics/cicd.md>)

Tags: [analytics](<https://devfeed.tech/tags/analytics.md>), [api](<https://devfeed.tech/tags/api.md>), [automation](<https://devfeed.tech/tags/automation.md>), [churn](<https://devfeed.tech/tags/churn.md>), [ci-cd](<https://devfeed.tech/tags/ci-cd.md>), [connectors](<https://devfeed.tech/tags/connectors.md>), [crm](<https://devfeed.tech/tags/crm.md>), [customer](<https://devfeed.tech/tags/customer.md>), [customers](<https://devfeed.tech/tags/customers.md>), [dashboards](<https://devfeed.tech/tags/dashboards.md>), [data](<https://devfeed.tech/tags/data.md>), [databases](<https://devfeed.tech/tags/databases.md>), [databricks](<https://devfeed.tech/tags/databricks.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [marketing](<https://devfeed.tech/tags/marketing.md>), [product](<https://devfeed.tech/tags/product.md>), [retention](<https://devfeed.tech/tags/retention.md>), [saas](<https://devfeed.tech/tags/saas.md>), [salesforce](<https://devfeed.tech/tags/salesforce.md>), [series](<https://devfeed.tech/tags/series.md>)

### AI overview

This first post in a series presents Lakeflow Connect as a fully managed data-ingestion service for unifying fragmented marketing and Customer 360 data. It describes native connectors for SaaS applications, databases, and files, configured through a point-and-click UI or API, with governed tables in Unity Catalog and integrations such as HubSpot and Salesforce. The article highlights reduced maintenance compared with custom pipelines and support for downstream reporting, analytics, retention, and churn analysis.

### Source excerpt

This is the first post in a new series exploring how Lakeflow Connect brings fully...

## The IRR Landscape: What RPKI Can Replace

DevFeed: [The IRR Landscape: What RPKI Can Replace](<https://devfeed.tech/articles/the-irr-landscape-what-rpki-can-replace-11449.md>)

Original publisher: [Read original article](<https://labs.ripe.net/author/mw/the-irr-landscape-what-rpki-can-replace/>)

Author: Matthias Wichtlhuber

Published: 2026-09-01T12:20:33Z

Content type: article

Language: en

Sources: [RIPE Labs](<https://devfeed.tech/sources/ripe-labs.md>)

Topics: [BGP](<https://devfeed.tech/topics/bgp.md>), [Routing Security](<https://devfeed.tech/topics/routing-security.md>), [Routing (disambiguation)](<https://devfeed.tech/topics/routing.md>), [Databases](<https://devfeed.tech/topics/databases.md>), [Internet](<https://devfeed.tech/topics/internet.md>)

Tags: [analysis](<https://devfeed.tech/tags/analysis.md>), [bgp](<https://devfeed.tech/tags/bgp.md>), [competition](<https://devfeed.tech/tags/competition.md>), [data](<https://devfeed.tech/tags/data.md>), [database](<https://devfeed.tech/tags/database.md>), [ixps](<https://devfeed.tech/tags/ixps.md>), [measurements](<https://devfeed.tech/tags/measurements.md>), [overview](<https://devfeed.tech/tags/overview.md>), [research](<https://devfeed.tech/tags/research.md>), [routing](<https://devfeed.tech/tags/routing.md>), [routing-security](<https://devfeed.tech/tags/routing-security.md>), [rpki](<https://devfeed.tech/tags/rpki.md>), [series](<https://devfeed.tech/tags/series.md>)

### AI overview

This article analyzes which parts of the Internet Route Registry landscape can safely be replaced by RPKI using traffic and route-server data from AMS-IX and DE-CIX. It concludes that third-party ROUTE(6) objects can largely be phased out, while third-party AS-SETs remain important for BGP filter generation.

### Source excerpt

In the third part of our IRR landscape series, we use traffic measurements from AMS-IX and DE-CIX to assess which parts of the IRR landscape can safely be replaced with RPKI. Third-party ROUTE(6) objects can largely be phased out, while third-party AS-SETs remain essential for BGP filter generation.

## EC Chair's Preview: September EC Meeting and APNIC 62

DevFeed: [EC Chair's Preview: September EC Meeting and APNIC 62](<https://devfeed.tech/articles/ec-chair-s-preview-september-ec-meeting-and-apnic-62-10850.md>)

Original publisher: [Read original article](<https://blog.apnic.net/2026/08/27/ec-chairs-preview-september-ec-meeting-and-apnic-62/>)

Author: Kenny Huang

Published: 2026-08-27T00:52:41Z

Content type: article

Language: en

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

Topics: [Internet](<https://devfeed.tech/topics/internet.md>), [FIRST](<https://devfeed.tech/topics/first.md>)

Tags: [apnic-62](<https://devfeed.tech/tags/apnic-62.md>), [apnic-ec](<https://devfeed.tech/tags/apnic-ec.md>), [apnic-survey](<https://devfeed.tech/tags/apnic-survey.md>), [blog](<https://devfeed.tech/tags/blog.md>), [community](<https://devfeed.tech/tags/community.md>), [conference](<https://devfeed.tech/tags/conference.md>), [events](<https://devfeed.tech/tags/events.md>), [governance](<https://devfeed.tech/tags/governance.md>), [insights](<https://devfeed.tech/tags/insights.md>), [internet](<https://devfeed.tech/tags/internet.md>), [nro](<https://devfeed.tech/tags/nro.md>), [open](<https://devfeed.tech/tags/open.md>), [research](<https://devfeed.tech/tags/research.md>), [series](<https://devfeed.tech/tags/series.md>), [survey](<https://devfeed.tech/tags/survey.md>)

### AI overview

This preview outlines the APNIC Executive Council's priorities ahead of its September meeting at APNIC 62 in Mumbai. It covers APNIC's future activity plan and budget, long-range direction informed by the 2026 APNIC Survey, and work to strengthen governance and accountability across the regional Internet registry system.

### Source excerpt

Get an overview of the topics the EC are considering ahead of the September meeting at APNIC 62.

## pg\_statviz 1.2 released with PostgreSQL 19 support and new features

DevFeed: [pg\_statviz 1.2 released with PostgreSQL 19 support and new features](<https://devfeed.tech/articles/pg-statviz-1-2-released-with-postgresql-19-support-and-new-features-4718.md>)

Original publisher: [Read original article](<https://www.postgresql.org/about/news/pg_statviz-12-released-with-postgresql-19-support-and-new-features-3369/>)

Author: Pg Statviz Project

Published: 2026-08-25T00:00:00Z

Content type: release

Language: en

Sources: [PostgreSQL news](<https://devfeed.tech/sources/postgresql-news.md>)

Topics: [PostgreSQL](<https://devfeed.tech/topics/postgresql.md>), [Monitoring](<https://devfeed.tech/topics/monitoring.md>), [Time Series](<https://devfeed.tech/topics/time-series.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [API](<https://devfeed.tech/topics/api.md>), [OpenAI](<https://devfeed.tech/topics/openai.md>), [Claude](<https://devfeed.tech/topics/claude.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-models](<https://devfeed.tech/tags/ai-models.md>), [api](<https://devfeed.tech/tags/api.md>), [claude](<https://devfeed.tech/tags/claude.md>), [features](<https://devfeed.tech/tags/features.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [openai](<https://devfeed.tech/tags/openai.md>), [postgresql](<https://devfeed.tech/tags/postgresql.md>), [release](<https://devfeed.tech/tags/release.md>), [series](<https://devfeed.tech/tags/series.md>)

### AI overview

pg_statviz 1.2 adds PostgreSQL 19 support, a blocking-locks analysis module, OpenAI API integration, and updated default Claude and Gemini models. It remains a lightweight PostgreSQL extension and utility for analyzing and visualizing internal statistics, with optional AI features.

### Source excerpt

Just in time for the PostgreSQL 19 betas, I'm excited to announce release 1.2 of pg_statviz, the minimalist extension and utility pair for time series analysis and visualization of PostgreSQL internal statistics. This release adds support for the upcoming PostgreSQL 19: pg_statviz now captures the new wal_fpi_bytes counter from pg_stat_wal. The PG18/19 I/O worker, effective WAL level, and autovacuum scoring settings are captured in snapshot_conf. The release has been tested against 19 beta3, and across the whole PostgreSQL 13 to 19 range. It also introduces a new blocking locks analysis module: Each snapshot now records the number of blocked and blocking sessions, along with a breakdown by lock type (relation, transactionid, tuple, and so on). Detection is built on pg_blocking_pids(), so even soft blocks (sessions that are just ahead in the lock wait queue) are counted, not just hard conflicts. Storage stays lightweight: table size is independent of how many sessions were involved in the blocking. The module produces charts and AI verdicts like every other module, and the deterministic severity floor applies here too: sustained blocking can never be reported as healthy. Also new is the openai AI provider: --ai openai uses the OpenAI API, so the same flag works with OpenAI itself and with any other service or local server that implements that API. You can select the endpoint and model with the OPENAI_BASE_URL and OPENAI_MODEL environment variables. The openai package has been added to the [ai] extras, and zero-dependency installs remain unchanged. Finally, this release also updates the default AI models to claude-sonnet-5 for Claude and gemini-3.7-flash for Gemini. pg_statviz takes the view that everything should be light and minimal. Unlike commercial monitoring platforms, it doesn't require invasive agents or open connections to the database: it all lives inside your database. The extension is plain SQL and PL/pgSQL and doesn't require modules to be loaded, the vis

## An AI tool for prioritizing candidate biomarkers from wearable sensor data

DevFeed: [An AI tool for prioritizing candidate biomarkers from wearable sensor data](<https://devfeed.tech/articles/an-ai-tool-for-prioritizing-candidate-biomarkers-from-wearable-sensor-data-6749.md>)

Original publisher: [Read original article](<https://research.google/blog/an-ai-tool-for-prioritizing-candidate-biomarkers-from-wearable-sensor-data/>)

Published: 2026-08-21T17:02:24Z

Content type: article

Language: en

Sources: [The latest research from Google](<https://devfeed.tech/sources/the-latest-research-from-google.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Generative AI](<https://devfeed.tech/topics/generative-ai.md>), [data](<https://devfeed.tech/topics/data.md>), [Time Series](<https://devfeed.tech/topics/time-series.md>), [datasets](<https://devfeed.tech/topics/datasets.md>), [Temporal data](<https://devfeed.tech/topics/temporal-data.md>), [Training AI Models](<https://devfeed.tech/topics/training-ai-models.md>), [Model Development](<https://devfeed.tech/topics/model-development.md>)

Tags: [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [analysis](<https://devfeed.tech/tags/analysis.md>), [data](<https://devfeed.tech/tags/data.md>), [datasets](<https://devfeed.tech/tags/datasets.md>), [generative-ai](<https://devfeed.tech/tags/generative-ai.md>), [health-bioscience](<https://devfeed.tech/tags/health-bioscience.md>), [memory](<https://devfeed.tech/tags/memory.md>), [reasoning](<https://devfeed.tech/tags/reasoning.md>), [research](<https://devfeed.tech/tags/research.md>), [series](<https://devfeed.tech/tags/series.md>), [time-series](<https://devfeed.tech/tags/time-series.md>), [training](<https://devfeed.tech/tags/training.md>), [validation](<https://devfeed.tech/tags/validation.md>), [workflow](<https://devfeed.tech/tags/workflow.md>)

### AI overview

The Biomarker Discovery Framework is a supervised multi-agent system for prioritizing biomarker candidates from wearable-sensor data. It combines hypothesis generation, statistical analysis, model training, adversarial validation, and literature-grounded reasoning in a traceable six-phase workflow. Across three cohorts, it recovered known clinical signals, found convergent biomarkers across independent datasets, and improved downstream prediction when demographic features were included.

### Source excerpt

Generative AI

## How dbt works, and why orchestrators shouldn't split it into tasks

DevFeed: [How dbt works, and why orchestrators shouldn't split it into tasks](<https://devfeed.tech/articles/how-dbt-works-and-why-orchestrators-shouldn-t-split-it-into-tasks-30714.md>)

Original publisher: [Read original article](<https://www.windmill.dev/blog/how-dbt-works-and-its-orchestrators>)

Author: Ruben Fiszel

Published: 2026-08-20T00:00:00Z

Content type: article

Language: en

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

Topics: [Compiler](<https://devfeed.tech/topics/compiler.md>), [Job](<https://devfeed.tech/topics/job.md>), [airflow](<https://devfeed.tech/topics/airflow.md>), [data](<https://devfeed.tech/topics/data.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>)

Tags: [airflow](<https://devfeed.tech/tags/airflow.md>), [bigquery](<https://devfeed.tech/tags/bigquery.md>), [cli](<https://devfeed.tech/tags/cli.md>), [dagster](<https://devfeed.tech/tags/dagster.md>), [data](<https://devfeed.tech/tags/data.md>), [data-pipelines](<https://devfeed.tech/tags/data-pipelines.md>), [dbt](<https://devfeed.tech/tags/dbt.md>), [dbt-data-pipelines-airflow-dagster-orchestration](<https://devfeed.tech/tags/dbt-data-pipelines-airflow-dagster-orchestration.md>), [job](<https://devfeed.tech/tags/job.md>), [orchestration](<https://devfeed.tech/tags/orchestration.md>), [scheduler](<https://devfeed.tech/tags/scheduler.md>), [series](<https://devfeed.tech/tags/series.md>)

### AI overview

This primer explains dbt's architecture and examines five ways teams orchestrate it in production. It argues that running a project as one dbt command, while reading dbt's per-model execution state, is generally more efficient and less fragile than creating one orchestrator task per model. It discusses Dagster and astronomer-cosmos's convergence on this approach, including a reported cost comparison.

### Source excerpt

How is dbt actually orchestrated, and why does running it as one job beat one task per model? A primer on dbt as a compiler with a scheduler attached, the five ways teams wrap it, and why both Dagster and astronomer-cosmos converged on a single dbt invocation with per-model state projected out of it.

## Where I'm Writing Now: The Complete 14-Part BlocSignal Series on DEV.to

DevFeed: [Where I'm Writing Now: The Complete 14-Part BlocSignal Series on DEV.to](<https://devfeed.tech/articles/where-i-m-writing-now-the-complete-14-part-blocsignal-series-on-dev-to-23055.md>)

Original publisher: [Read original article](<https://medium.com/flutter-community/where-im-writing-now-the-complete-14-part-blocsignal-series-on-dev-to-2b27b47b00c8?source=rss----86fb29d7cc6a---4>)

Author: Randal L. Schwartz

Published: 2026-08-10T16:00:59Z

Content type: opinion

Language: en

Sources: [Flutter Community - Medium](<https://devfeed.tech/sources/flutter-community-medium.md>)

Topics: [Flutter](<https://devfeed.tech/topics/flutter.md>), [Dart](<https://devfeed.tech/topics/dart.md>), [reactive](<https://devfeed.tech/topics/reactive.md>), [Dependency injection](<https://devfeed.tech/topics/dependency-injection.md>), [OpenTelemetry](<https://devfeed.tech/topics/opentelemetry.md>), [Web Development](<https://devfeed.tech/topics/web-development.md>)

Tags: [bloc](<https://devfeed.tech/tags/bloc.md>), [blocsignal](<https://devfeed.tech/tags/blocsignal.md>), [dart](<https://devfeed.tech/tags/dart.md>), [dependency](<https://devfeed.tech/tags/dependency.md>), [dev](<https://devfeed.tech/tags/dev.md>), [developer-community](<https://devfeed.tech/tags/developer-community.md>), [development](<https://devfeed.tech/tags/development.md>), [flutter](<https://devfeed.tech/tags/flutter.md>), [series](<https://devfeed.tech/tags/series.md>), [signal](<https://devfeed.tech/tags/signal.md>), [state-management](<https://devfeed.tech/tags/state-management.md>), [tracing](<https://devfeed.tech/tags/tracing.md>), [writing](<https://devfeed.tech/tags/writing.md>)

### AI overview

The author announces that DEV.to and the Google Developer Experts organization on DEV.to are now the primary publishing hubs for new technical writing. The article presents a 14-part BlocSignal series covering Dart and Flutter state management, architecture, interoperability, dependency injection, tracing, and web development.

### Source excerpt

If you've been following my articles here on Medium over the years, thank you! I wanted to share a quick update on where I'm primarily publishing my new technical deep dives, architectural guides, and Flutter/Dart tutorials. Going forward, my primary writing hub is DEV.to (@randalschwartz) and the official Google Developer Experts (GDE) organization on DEV.to. DEV.to provides a vibrant developer community, native Dart syntax highlighting, and a built-in Series feature that links connected articles into structured, multi-part curricula. 🚀 The New Series: BlocSignal Architecture & Practice Over the last month, my team and I launched BlocSignal -- a production-grade state management framework for Dart and Flutter that bridges BLoC's enterprise discipline with Signals' 0ms synchronous reactivity. We've published a comprehensive 14-part series on DEV.to covering everything from core state machine philosophy and Riverpod/Provider interop to dependency injection, OpenTelemetry tracing, and Jaspr web development. Here is the complete roadmap of all 14 articles available to read right now on DEV.to: 🏛 1. Core Architecture & Philosophy Introducing BlocSignal: Unidirectional Data Flow Meets Reactive Signals The origin story: bridging BLoC semantics with Rody Davis's signals v7 primitives for 0ms microtask queue latency. BLoC meets Signals: How to Pitch BlocSignal to Your Dev Leads How to navigate technical team reviews and explain the enterprise value of synchronous signal graphs. How We Achieved Full BLoC API & Protocol Parity in BlocSignal 0.2.0 A deep dive into BlocProvider, BlocBuilder, BlocListener, BlocConsumer, and context.select parity. Beyond ProviderNotFound: How BlocSignal Rethinks State Location and Synchronous Propagation Solving scope lookups and understanding why synchronous signal updates prevent frame tearing. From Raw Signals to BlocSignal: Taming Reactivity for Enterprise Scale How encapsulating signals inside Cubit/Bloc containers stops global signal "spagh

## Celebrating Our $100M Funding Round and $800M Valuation

DevFeed: [Celebrating Our $100M Funding Round and $800M Valuation](<https://devfeed.tech/articles/celebrating-our-100m-funding-round-and-800m-valuation-12272.md>)

Original publisher: [Read original article](<https://www.port.io/blog/port-100m-series-c>)

Author: Zohar Einy

Published: 2026-07-30T09:12:22Z

Content type: news

Language: en

Sources: [Developer Experience & Platform Engineering Blog | Port](<https://devfeed.tech/sources/developer-experience-platform-engineering-blog-port.md>)

Topics: [internal developer portal](<https://devfeed.tech/topics/internal-developer-portal.md>), [sdlc](<https://devfeed.tech/topics/sdlc.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Vulnerabilities](<https://devfeed.tech/topics/vulnerabilities.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [ai-coding](<https://devfeed.tech/tags/ai-coding.md>), [developer-portal](<https://devfeed.tech/tags/developer-portal.md>), [internal-developer-portal](<https://devfeed.tech/tags/internal-developer-portal.md>), [sdlc](<https://devfeed.tech/tags/sdlc.md>), [series](<https://devfeed.tech/tags/series.md>), [software-catalog](<https://devfeed.tech/tags/software-catalog.md>), [valuation](<https://devfeed.tech/tags/valuation.md>), [vulnerabilities](<https://devfeed.tech/tags/vulnerabilities.md>), [workflows](<https://devfeed.tech/tags/workflows.md>)

### AI overview

Port announces a $100M Series C funding round at an $800M valuation, bringing its total funding to $158M. The company describes its evolution from an Internal Developer Portal provider into an agentic SDLC platform intended to support AI-led engineering with humans in the loop. The platform is designed to extend AI assistance across software development lifecycle work, including ticket handling, incident self-healing, vulnerability fixes, and standards management.

### Source excerpt

Port raises $100M Series C to move engineering from AI-assisted to AI-led, giving teams one platform to build, govern, and operate the Agentic SDLC.

## Workshop Basel day three

DevFeed: [Workshop Basel day three](<https://devfeed.tech/articles/workshop-basel-day-three-18898.md>)

Original publisher: [Read original article](<https://daniel.haxx.se/blog/2026/07/16/workshop-basel-day-three/>)

Author: Daniel Stenberg

Published: 2026-07-16T20:01:14Z

Content type: article

Language: en

Sources: [Daniel Stenberg](<https://devfeed.tech/sources/daniel-stenberg.md>)

Topics: [HTTP](<https://devfeed.tech/topics/http.md>), [Streaming](<https://devfeed.tech/topics/streaming.md>), [Latency](<https://devfeed.tech/topics/latency.md>), [client](<https://devfeed.tech/topics/client.md>), [servers](<https://devfeed.tech/topics/servers.md>), [browser](<https://devfeed.tech/topics/browser.md>)

Tags: [browser](<https://devfeed.tech/tags/browser.md>), [curl](<https://devfeed.tech/tags/curl.md>), [firefox](<https://devfeed.tech/tags/firefox.md>), [http](<https://devfeed.tech/tags/http.md>), [http-workshop](<https://devfeed.tech/tags/http-workshop.md>), [latency](<https://devfeed.tech/tags/latency.md>), [network](<https://devfeed.tech/tags/network.md>), [proxy](<https://devfeed.tech/tags/proxy.md>), [request](<https://devfeed.tech/tags/request.md>), [series](<https://devfeed.tech/tags/series.md>), [server](<https://devfeed.tech/tags/server.md>), [streaming](<https://devfeed.tech/tags/streaming.md>), [uploads](<https://devfeed.tech/tags/uploads.md>), [web](<https://devfeed.tech/tags/web.md>)

### AI overview

A report from the third day of an HTTP workshop covering Media over QUIC transport, reverse HTTP, and resumable uploads. It discusses MOQ's proposed lower complexity and latency, server-initiated HTTP requests through CDN proxies, and an HTTP upload-resumption draft using Location, HEAD, and PATCH.

### Source excerpt

See also: day one, day two. There is only one thing that is better than two days of HTTP workshop, and that is of course three days of HTTP workshop. The final day of this edition of the series started out with us again shuffling around where we parked ourselves around the big table. Except ... Continue reading Workshop Basel day three ->

## Now Go Build CTO Fellowship: Season 2

DevFeed: [Now Go Build CTO Fellowship: Season 2](<https://devfeed.tech/articles/now-go-build-cto-fellowship-season-2-12434.md>)

Original publisher: [Read original article](<https://www.allthingsdistributed.com/2026/07/now-go-build-cto-fellowship-season-2.html>)

Author: werner@allthingsdistributed.com (Dr. Werner Vogels)

Published: 2026-07-08T09:00:00Z

Content type: release

Language: en

Sources: [All Things Distributed](<https://devfeed.tech/sources/all-things-distributed.md>)

Topics: [Resilience](<https://devfeed.tech/topics/resilience.md>), [Security](<https://devfeed.tech/topics/security.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>)

Tags: [amazon](<https://devfeed.tech/tags/amazon.md>), [building](<https://devfeed.tech/tags/building.md>), [digital](<https://devfeed.tech/tags/digital.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [posts](<https://devfeed.tech/tags/posts.md>), [resilience](<https://devfeed.tech/tags/resilience.md>), [security](<https://devfeed.tech/tags/security.md>), [series](<https://devfeed.tech/tags/series.md>), [technology](<https://devfeed.tech/tags/technology.md>)

### AI overview

Amazon is releasing the second season of the Now Go Build CTO Fellowship documentary series. The five-episode season features technology leaders building projects addressing healthcare, education, food security, and other social challenges.

### Source excerpt

Today, we're releasing the second season of the Now Go Build documentary series. Five episodes featuring technology leaders from around the world solving the hardest problems in healthcare and education.

## The Aboulafia Graph Has Dihedral Symmetry

DevFeed: [The Aboulafia Graph Has Dihedral Symmetry](<https://devfeed.tech/articles/a-wheel-the-same-forwards-and-backwards-37562.md>)

Original publisher: [Read original article](<https://blog.klipse.tech/aboulafia/2026/07/06/a-wheel-the-same-forwards-and-backwards.html>)

Author: Yehonathan Sharvit

Published: 2026-07-06T10:00:00Z

Content type: article

Language: en

Sources: [Klipse](<https://devfeed.tech/sources/klipse.md>)

Topics: [Graphs](<https://devfeed.tech/topics/graphs.md>)

Tags: [aboulafia](<https://devfeed.tech/tags/aboulafia.md>), [graph](<https://devfeed.tech/tags/graph.md>), [math](<https://devfeed.tech/tags/math.md>), [mirror](<https://devfeed.tech/tags/mirror.md>), [rotation](<https://devfeed.tech/tags/rotation.md>), [series](<https://devfeed.tech/tags/series.md>), [symmetry](<https://devfeed.tech/tags/symmetry.md>)

### AI overview

The final article in a four-part series explains the dihedral symmetry of the Aboulafia graph. It connects the graph's recursive construction to a rotation and a reflection, and describes a proof that these are its only symmetries.

### Source excerpt

Aboulafia's Tserouf - Part 4 of 4 <- Previous: Too big to draw, but yet drawable

## Junior data engineers build pipelines. Seniors build trust

DevFeed: [Junior data engineers build pipelines. Seniors build trust](<https://devfeed.tech/articles/junior-data-engineers-build-pipelines-seniors-build-trust-27241.md>)

Original publisher: [Read original article](<https://blog.dataexpert.io/p/data-engineering-was-never-about>)

Author: Sahar Massachi

Published: 2026-06-30T13:02:18Z

Content type: article

Language: en

Sources: [DataExpert.io Newsletter](<https://devfeed.tech/sources/dataexpert-io-newsletter.md>)

Topics: [data](<https://devfeed.tech/topics/data.md>)

Tags: [data](<https://devfeed.tech/tags/data.md>), [junior](<https://devfeed.tech/tags/junior.md>), [pipelines](<https://devfeed.tech/tags/pipelines.md>), [product-owner](<https://devfeed.tech/tags/product-owner.md>), [series](<https://devfeed.tech/tags/series.md>), [trust](<https://devfeed.tech/tags/trust.md>)

### AI overview

The article contrasts the work associated with junior and senior data engineers, framing pipeline building as junior work and trust building as senior work. It is identified as Part 3 of a data engineering essentials series.

### Source excerpt

You are the product owner for data. (Part 3 of our DE essentials series)

## A UX x AI Series on AI's Impact on UX Work and Careers

DevFeed: [A UX x AI Series on AI's Impact on UX Work and Careers](<https://devfeed.tech/articles/ai-is-your-new-intern-not-your-replacement-9071.md>)

Original publisher: [Read original article](<https://uxmag.com/articles/ai-is-your-new-intern-not-your-replacement>)

Author: Tushar Deshmukh

Published: 2026-06-23T05:49:26Z

Content type: article

Language: en

Sources: [UX Magazine](<https://devfeed.tech/sources/ux-magazine.md>)

Topics: [User experience (UX)](<https://devfeed.tech/topics/ux.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [series](<https://devfeed.tech/tags/series.md>), [ux](<https://devfeed.tech/tags/ux.md>)

### AI overview

This foreword introduces a ten-article "UX x AI" series about how artificial intelligence affects UX work, professional value, career decisions, and team strategy. It aims to offer practical frameworks while acknowledging uncertainty and avoiding both uncritical enthusiasm and defensive fear.

### Source excerpt

Part 1 of the "UX x AI" series. Foreword: Why this series exists, and why I am writing it Before I make any argument, let me tell you something personal. I have been in this field for over 25 years. I have watched UX absorb wave after wave of disruption -- the shift from desktop The post AI Is Your New Intern, Not Your Replacement appeared first on UX Magazine.

## Entra Agent ID: The blueprint blast radius

DevFeed: [Entra Agent ID: The blueprint blast radius](<https://devfeed.tech/articles/entra-agent-id-the-blueprint-blast-radius-8266.md>)

Original publisher: [Read original article](<https://securitylabs.datadoghq.com/articles/agent-id-blueprint-blast-radius/>)

Author: Katie Knowles

Published: 2026-06-11T00:00:00Z

Content type: article

Language: en

Sources: [Datadog Security Labs](<https://devfeed.tech/sources/datadog-security-labs.md>)

Topics: [Security](<https://devfeed.tech/topics/security.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Authorization](<https://devfeed.tech/topics/authorization.md>), [Microsoft](<https://devfeed.tech/topics/microsoft.md>), [Architecture & Design](<https://devfeed.tech/topics/architecture-design.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [architecture](<https://devfeed.tech/tags/architecture.md>), [identity](<https://devfeed.tech/tags/identity.md>), [microsoft](<https://devfeed.tech/tags/microsoft.md>), [security](<https://devfeed.tech/tags/security.md>), [series](<https://devfeed.tech/tags/series.md>), [technical](<https://devfeed.tech/tags/technical.md>)

### AI overview

This article explains Microsoft Entra Agent ID, an identity and security framework for AI agents. It describes how blueprints, blueprint service principals, agent identities, and agent users extend Entra's application model, and examines how a compromised blueprint can expose identities and permissions across multiple tenants.

### Source excerpt

Entra Agent ID is an extension of Entra's application model that provides identities for AI agents. Unlike applications, the agent identity model allows linking a single app registration (blueprint) to multiple identities and their associated privileges, increasing the potential blast radius of a compromised agent.

## Supabase Series F

DevFeed: [Supabase Series F](<https://devfeed.tech/articles/supabase-series-f-669.md>)

Original publisher: [Read original article](<https://supabase.com/blog/supabase-series-f>)

Author: Paul Copplestone

Published: 2026-06-04T07:00:00Z

Content type: news

Language: en

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

Topics: [Database](<https://devfeed.tech/topics/database.md>), [vitess](<https://devfeed.tech/topics/vitess.md>), [Claude](<https://devfeed.tech/topics/claude.md>)

Tags: [announcement](<https://devfeed.tech/tags/announcement.md>), [claude-code](<https://devfeed.tech/tags/claude-code.md>), [codex](<https://devfeed.tech/tags/codex.md>), [database](<https://devfeed.tech/tags/database.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [postgres](<https://devfeed.tech/tags/postgres.md>), [release](<https://devfeed.tech/tags/release.md>), [series](<https://devfeed.tech/tags/series.md>), [tooling](<https://devfeed.tech/tags/tooling.md>), [vitess](<https://devfeed.tech/tags/vitess.md>)

### AI overview

Supabase announces a $500M Series F and releases Multigres v0.1 alpha, an open-source, self-hostable Postgres operating system focused on high availability and operational simplicity.

### Source excerpt

Supabase has raised a $500M Series F at a $10B pre-money valuation, led by GIC.

## Discord Patch Notes: June 4, 2026

DevFeed: [Discord Patch Notes: June 4, 2026](<https://devfeed.tech/articles/discord-patch-notes-june-4-2026-221.md>)

Original publisher: [Read original article](<https://discord.com/blog/discord-patch-notes-june-4-2026>)

Author: Discord Engineering

Published: 2026-06-04T00:00:00Z

Content type: article

Language: en

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

Topics: [Discord](<https://devfeed.tech/topics/discord.md>), [bug](<https://devfeed.tech/topics/bug.md>), [Usability](<https://devfeed.tech/topics/usability.md>)

Tags: [bug](<https://devfeed.tech/tags/bug.md>), [discord](<https://devfeed.tech/tags/discord.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [performance](<https://devfeed.tech/tags/performance.md>), [post](<https://devfeed.tech/tags/post.md>), [series](<https://devfeed.tech/tags/series.md>), [usability](<https://devfeed.tech/tags/usability.md>)

### AI overview

Discord's June 4, 2026 Patch Notes describe recent performance, reliability, responsiveness, usability, and bug fixes, including technical changes that may still be rolling out to individual platforms.

### Source excerpt

Check out the finer details of the more technical fixes implemented into Discord recently.

## Attention Engineering: Why Users Ignore Even the Most Important Elements

DevFeed: [Attention Engineering: Why Users Ignore Even the Most Important Elements](<https://devfeed.tech/articles/attention-engineering-why-users-ignore-even-the-most-important-elements-9072.md>)

Original publisher: [Read original article](<https://uxmag.com/articles/attention-engineering-why-users-ignore-even-the-most-important-elements>)

Author: Tushar Deshmukh

Published: 2026-04-23T03:31:26Z

Content type: article

Language: en

Sources: [UX Magazine](<https://devfeed.tech/sources/ux-magazine.md>)

Topics: [User experience (UX)](<https://devfeed.tech/topics/ux.md>), [Security](<https://devfeed.tech/topics/security.md>)

Tags: [article](<https://devfeed.tech/tags/article.md>), [series](<https://devfeed.tech/tags/series.md>), [ux](<https://devfeed.tech/tags/ux.md>)

### AI overview

This article explains how users' attention is shaped by habit, emotion, expectations, goals, and cognitive filtering. It argues that visual emphasis alone does not guarantee that users will notice important interface elements, and recommends designing with the brain's natural filters in mind.

### Source excerpt

Part 5 of the "User Psychology Series." Over the last four chapters of the "User Psychology Series," we have explored how users think, feel, decide, hesitate, trust, and drop off. Each article revealed a deeper truth: users do not behave according to design logic -- they behave according to psychological logic. And no psychological phenomenon The post Attention Engineering: Why Users Ignore Even the Most Important Elements appeared first on UX Magazine.

## Jenkins Series

DevFeed: [Jenkins Series](<https://devfeed.tech/articles/jenkins-series-4532.md>)

Original publisher: [Read original article](<https://feeds.feedblitz.com/~/953170670/0/baeldung/ops~Jenkins-Series>)

Author: baeldung

Published: 2026-04-03T12:36:55Z

Content type: tutorial

Language: en

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

Topics: [Jenkins](<https://devfeed.tech/topics/jenkins.md>), [Automation](<https://devfeed.tech/topics/automation.md>), [CI/CD](<https://devfeed.tech/topics/cicd.md>), [Groovy](<https://devfeed.tech/topics/groovy.md>), [Scripting](<https://devfeed.tech/topics/scripting.md>), [Server](<https://devfeed.tech/topics/server.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>)

Tags: [administration](<https://devfeed.tech/tags/administration.md>), [automation](<https://devfeed.tech/tags/automation.md>), [ci-cd](<https://devfeed.tech/tags/ci-cd.md>), [docker](<https://devfeed.tech/tags/docker.md>), [jenkins](<https://devfeed.tech/tags/jenkins.md>), [jenkins-series](<https://devfeed.tech/tags/jenkins-series.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [scripting](<https://devfeed.tech/tags/scripting.md>), [series](<https://devfeed.tech/tags/series.md>), [server](<https://devfeed.tech/tags/server.md>)

### AI overview

A tutorial series covering Jenkins pipelines, job management, administration, Groovy scripting, parameterized and parallel builds, and server maintenance across the CI/CD lifecycle.

### Source excerpt

This tutorial provides an overview of Jenkins pipelines, job management, and administration. Related Stories Git Series Troubleshoot Docker Daemon Connection Issues in Jenkins Troubleshooting Jenkins 403 No Valid Crumb in Request Error

[Next page](<https://devfeed.tech/tags/series.md?cursor=WyIyMDI2LTA0LTAzVDEyOjM2OjU1KzAwOjAwIiwgImE0YWVkM2I1LWU0NGItNDBjOC1iMGEwLTVjMDE1NTU3ZTNiYSJd>)