# contributed Published articles for contributed. This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles. ## Your AI coding spend bought 25% more output. Duplication rose 81%. DevFeed: [Your AI coding spend bought 25% more output. Duplication rose 81%.]() Original publisher: [Read original article]() Author: Steve Fenton Published: 2026-09-14T14:39:14Z Content type: article Language: en Sources: [The New Stack]() Topics: [ai-coding](), [Claude Code](), [cursor](), [datasets]() Tags: [agentic](), [ai](), [ai-coding](), [ai-impact](), [ai-operations](), [ai-strategy](), [ai-tools](), [claude-code](), [coding](), [contributed](), [contributed-octopus-deploy](), [cursor](), [dataset](), [software-development]() ### AI overview The article examines the return on investment from AI coding tools. It reports that heavy users gained 25% over their previous velocity, while code duplication rose 81%, and argues that output measures such as lines of code, pull requests, and feature counts do not reliably represent business value. ### Source excerpt Since they arrived on the scene, a great swathe of the software industry has pinned its hopes on AI tools, The post Your AI coding spend bought 25% more output. Duplication rose 81%. appeared first on The New Stack. ## Using Exact-Match Response Caching to Reduce LLM Costs DevFeed: [Using Exact-Match Response Caching to Reduce LLM Costs]() Original publisher: [Read original article]() Author: Abhilash Rao Mesala Published: 2026-09-14T11:00:00Z Content type: article Language: en Sources: [The New Stack]() Topics: [Caching](), [Large Language Model]() Tags: [ai-engineering](), [ai-infrastructure](), [caching](), [contributed](), [cost](), [finops](), [generation](), [hash](), [llm](), [token]() ### AI overview The article explains how to reduce LLM costs by fingerprinting requests, context, model settings, and underlying data to create exact-match cache keys. Valid cached responses can be reused without calling the model. It distinguishes response caching from provider prompt caching, where only eligible prompt computation is reused. ### Source excerpt An LLM can answer the same question a thousand times and charge you each time. Before paying for another answer, The post Why an old caching trick is your secret to lower LLM costs appeared first on The New Stack. ## RISC-V is now officially supported by CPython! DevFeed: [RISC-V is now officially supported by CPython!]() Original publisher: [Read original article]() Author: Stan Ulbrych Published: 2026-08-24T00:00:00Z Content type: news Language: en Sources: [Python Insider]() Topics: [RISC-V](), [Python](), [Hardware](), [ci]() Tags: [ci](), [community](), [contributed](), [contributors](), [hardware](), [platform](), [python](), [testing]() ### AI overview CPython now officially supports RISC-V as a tier 3 platform. The article describes the community contributions, real-hardware testing, and build support that enabled the milestone, as well as plans to integrate RISC-V into CPython's CI and eventually pursue tier 2 support. ### Source excerpt I'm happy to announce that RISC-V platforms are now officially supported by CPython. 🎉 🚀 ## AI Won't Replace Project Managers, But It is Reshaping How Work Gets Done DevFeed: [AI Won't Replace Project Managers, But It is Reshaping How Work Gets Done]() Original publisher: [Read original article]() Author: Emim Vigin Lumina Published: 2026-08-20T19:05:40Z Content type: article Language: en Sources: [Stack Overflow Blog]() Topics: [Artificial Intelligence](), [telemetry](), [Large Language Model](), [CI/CD](), [Machine learning]() Tags: [agentic](), [ai](), [cc-by-sa](), [ci-cd](), [contributed](), [project-management](), [telemetry]() ### AI overview AI is reshaping technical project management by automating coordination tasks and using telemetry, delivery data, and machine learning to provide predictive project insights. The article argues that project managers are shifting from administrative oversight toward strategic systems-oriented work. ### Source excerpt Founded in 2008, Stack Overflow's public platform is used by nearly everyone who codes to learn, share their knowledge, collaborate, and build their careers. ## Quantum-Augmented Applications: Integrating Quantum Subroutines into Classical Software Stacks DevFeed: [Quantum-Augmented Applications: Integrating Quantum Subroutines into Classical Software Stacks]() Original publisher: [Read original article]() Author: Dr. Ahmad Mateen Ishanzai Published: 2026-08-20T18:43:39Z Content type: article Language: en Sources: [Stack Overflow Blog]() Topics: [Software](), [Optimization](), [Hardware](), [coding](), [Network]() Tags: [buiilding-software](), [cc-by-sa](), [combinatorial-optimization](), [contributed](), [high-performance-computing](), [latency](), [low-latency](), [optimization](), [quantum](), [quantum-computing]() ### AI overview This article presents quantum-augmented applications as hybrid systems that integrate Quantum Processing Units with classical software pipelines. It describes delegating targeted computationally difficult subroutines to QPUs while retaining classical business logic, data preprocessing, orchestration, and optimization, and discusses practical constraints including noise, transpilation latency, and network overhead. ### Source excerpt Founded in 2008, Stack Overflow's public platform is used by nearly everyone who codes to learn, share their knowledge, collaborate, and build their careers. ## ClickHouse Release 26.7 DevFeed: [ClickHouse Release 26.7]() Original publisher: [Read original article]() Author: ClickHouse Published: 2026-08-06T00:00:00Z Content type: release Language: en Sources: [ClickHouse Blog]() Topics: [clickhouse](), [SQL](), [AI search]() Tags: [analytics](), [bug](), [clickhouse](), [community](), [contributed](), [contributors](), [performance](), [release](), [search](), [sql](), [vector]() ### AI overview ClickHouse Release 26.7 introduces 61 new features, 112 performance optimizations, and 329 bug fixes. Highlighted changes include faster Top-N analytics queries, JOIN improvements, faster vector search with QBit, position-aware phrase search, EXPLAIN ANALYZE, and unified URL access. ### Source excerpt This release brings speedups for GROUP BY ... ORDER BY ... LIMIT, three JOIN improvements, four vector search improvements, position-aware phrase search, EXPLAIN ANALYZE, unified URL access, and more! ## netlab: 2000 Pull Requests Later ;)) DevFeed: [netlab: 2000 Pull Requests Later ;))]() Original publisher: [Read original article]() Published: 2026-07-09T10:29:00Z Content type: news Language: en Sources: [ipSpace.net blog]() Topics: [pull-requests](), [GitHub](), [Python](), [bug]() Tags: [bug](), [contributed](), [github](), [netlab](), [pull-requests](), [python]() ### AI overview The netlab GitHub repository has reached 2,000 merged or closed pull requests. The article thanks contributors, bug reporters, question askers, and others who helped the Python learning project grow. ### Source excerpt Jeroen van Bemmel noticed an interesting fact yesterday evening: the netlab GitHub repository has 2000 merged/closed pull requests. I never expected the tiny "let's learn Python while working around the complexities of Vagrantfile" project to get this far ;)) Thanks a million to everyone who contributed, reported a bug, asked a question, or helped us spread the word. You rock 🀗 ## Kubernetes teams trust automation to ship code but not to touch CPU, and AI is raising the stakes DevFeed: [Kubernetes teams trust automation to ship code but not to touch CPU, and AI is raising the stakes]() Original publisher: [Read original article]() Author: Yasmin Rajabi Published: 2026-06-23T20:56:47Z Content type: opinion Language: en Sources: [Kubernetes Overview, News and Trends | The New Stack]() Topics: [Kubernetes](), [Optimization](), [autoscaling](), [CI/CD](), [Deployment](), [AI Inference]() Tags: [ai-inference](), [ai-infrastructure](), [autoscaling](), [ci](), [ci-cd](), [contributed](), [contributed-cloudbolt](), [deployment](), [finops](), [inference](), [kubernetes](), [optimization]() ### AI overview A survey of 321 enterprise Kubernetes practitioners finds a sharp trust gap between automated software delivery and automated resource optimization. While 82% report high or complete trust in delivery controls, 71% require human review for resource optimization recommendations and only 27% allow CPU and memory changes to be applied automatically. The article explains that rightsizing is perceived as riskier because it changes scheduling and runtime resource constraints. ### Source excerpt Kubernetes teams automate deployments without thinking about it. CI/CD pipelines fire dozens of times a day, autoscaling adjusts replicas in The post Kubernetes teams trust automation to ship code but not to touch CPU, and AI is raising the stakes appeared first on The New Stack. ## ClickHouse Release 26.4 DevFeed: [ClickHouse Release 26.4]() Original publisher: [Read original article]() Author: ClickHouse Published: 2026-05-08T00:00:00Z Content type: release Language: en Sources: [ClickHouse Blog]() Topics: [clickhouse](), [SQL](), [Databases]() Tags: [bug](), [clickhouse](), [community](), [contributed](), [contributors](), [features](), [performance](), [presentation](), [release](), [sql]() ### AI overview ClickHouse 26.4 introduces 39 new features, 45 performance optimizations, and 238 bug fixes. The release expands SQL compatibility with features including VALUES as a table expression, EXTRACT units, SET TIME ZONE, NATURAL JOIN, and compound INTERVAL literals. It also includes faster COUNT DISTINCT and improvements to EXPLAIN. ### Source excerpt ClickHouse 26.4 is here! In this release, more features become SQL compatible, COUNT DISTINCT gets faster, EXPLAIN gets even prettier, and more ## We're Transferring the Stripe Sync Engine to Stripe DevFeed: [We're Transferring the Stripe Sync Engine to Stripe]() Original publisher: [Read original article]() Author: Raminder Singh; Matt Linkous; Gregor Vand; Ana Mogul Published: 2026-04-14T07:00:00Z Content type: article Language: en Sources: [Supabase Blog]() Topics: [stripe](), [Supabase](), [data](), [Open Source](), [Command-line interface](), [dashboards]() Tags: [apache](), [cli](), [collaboration](), [contributed](), [data](), [installations](), [integration](), [open-source](), [postgres](), [release](), [ssl](), [stripe](), [sync](), [workflows]() ### AI overview Supabase is transferring the open-source Stripe Sync Engine repository to Stripe. The article describes the teams' collaboration, the integration's continued operation, and new capabilities including coupon syncing, branching support, immediate synchronization, upgrade controls, SSL enforcement, and install/uninstall management. ### Source excerpt We're transferring the Stripe Sync Engine from supabase/stripe-sync-engine to stripe/sync-engine ## ClickHouse Release 26.3 DevFeed: [ClickHouse Release 26.3]() Original publisher: [Read original article]() Author: ClickHouse Published: 2026-04-07T00:00:00Z Content type: release Language: en Sources: [ClickHouse Blog]() Topics: [clickhouse](), [dataset](), [Sorting]() Tags: [clickhouse](), [community](), [contributed](), [contributors](), [features](), [performance](), [release](), [sorting]() ### AI overview ClickHouse 26.3 introduces 27 features, 40 performance optimizations, and 202 bug fixes, including default async inserts, expanded JOIN reordering, materialized CTEs, improved EXPLAIN output, and natural sorting. ### Source excerpt ClickHouse 26.3 is here! In this release, async inserts are turned on by default, we've got more JOIN reordering, materialized CTES have arrived, and more! ## Announcing Swift System Metrics 1.0: Process-Level Monitoring DevFeed: [Announcing Swift System Metrics 1.0: Process-Level Monitoring]() Original publisher: [Read original article]() Author: Vladimir Kukushkin Published: 2026-02-20T10:00:00Z Content type: release Language: en Sources: [Swift.org]() Topics: [Swift](), [Monitoring](), [Processes](), [observability](), [cpu](), [Grafana](), [Linux](), [macOS](), [API](), [OpenTelemetry](), [Prometheus](), [real-time]() Tags: [contributed](), [cpu](), [grafana](), [how-to](), [linux](), [macos](), [metrics](), [monitoring](), [net](), [observability](), [opentelemetry](), [performance](), [process](), [prometheus](), [real-time](), [release](), [swift]() ### AI overview Swift System Metrics 1.0 is a stable Swift package for collecting process-level metrics, including CPU utilization, memory usage, file descriptors, and process start time, on Linux and macOS. It integrates with Swift Metrics and supports Prometheus and OpenTelemetry backends, with an example Grafana dashboard and production-focused observability use cases. ### Source excerpt We are excited to announce the 1.0 release of Swift System Metrics, a Swift package that collects process-level system metrics like CPU utilization time and memory usage. Swift System Metrics runs on both Linux and macOS, providing a common API across platforms. Swift System Metrics visualized in Grafana, demonstrating what's possible with real-time monitoring. Monitoring process metrics enables you to detect performance issues, optimize resource usage, and ensure your service remains reliable and cost-effective under varying loads. You can integrate Swift System Metrics into your service in just a few lines of code, making observability accessible to every developer and ensuring that even the smallest services can have production-grade visibility from day one. Swift System Metrics is part of a larger set of packages that provide an end-to-end solution for integrating metrics into your Swift applications and services. Once system metrics are collected, they're reported to Swift Metrics, a backend-agnostic metrics API that can work with popular backends like Prometheus and OpenTelemetry. Swift System Metrics also leverages Swift Service Lifecycle to handle process bootstrapping and resource cleanup. With the 1.0 milestone, the API is now stable and ready for use. Note that this package was previously swift-metrics-extras, and renamed to better reflect its purpose. Highlights Collects and reports: CPU utilization time Virtual and resident memory usage Open and maximum available file descriptors Process start time API-stable public interface Support on both Linux and macOS musl libc compatibility The package includes an example Grafana dashboard configuration to start visualizing metrics immediately. Get Started Add the dependency to your Package.swift: .package(url: "https://github.com/apple/swift-system-metrics", from: "1.0.0") Add the library dependency to your target: .product(name: "SystemMetrics", package: "swift-system-metrics") Import and use in your code: impo ## Who Contributed to PostgreSQL Development in 2025? DevFeed: [Who Contributed to PostgreSQL Development in 2025?]() Original publisher: [Read original article]() Author: Robert Haas (noreply@blogger.com) Published: 2026-01-19T15:29:00Z Content type: article Language: en Sources: [Robert Haas]() Topics: [PostgreSQL](), [Development](), [Code](), [Statistics]() Tags: [2025](), [blog](), [blog-post](), [code](), [contributed](), [contributions](), [development](), [postgresql](), [statistics]() ### AI overview An annual analysis of PostgreSQL code contributions in 2025 counts 266 principal authors and reports the concentration of new lines of code and commits among contributors. The author notes that the methodology has significant limitations and does not capture all important work. ### Source excerpt Here is another annual blog post breaking down code contributions to PostgreSQL itself (not ecosystem projects) by principal author. I have mentioned every year that this methodology has many limitations and fails to capture a lot of important work, and I reiterate that this year as usual. Nonetheless, many people seem to find these statistics helpful, so here they are. Read more " ## Hired Through GitHub: Part 1 DevFeed: [Hired Through GitHub: Part 1]() Original publisher: [Read original article]() Author: Joseph Lyons, Katie Geer, Franciska Dethlefsen Published: 2025-09-16T00:00:00Z Content type: article Language: en Sources: [Zed Industries - Blog]() Topics: [GitHub](), [Open Source](), [Code quality](), [coding]() Tags: [code-quality](), [coding](), [community](), [contributed](), [contributions](), [developers](), [discord](), [github](), [interview](), [linux](), [macos](), [open-source](), [pycharm](), [series](), [technical](), [university](), [vs-code]() ### AI overview Zed Industries describes how open source contributors can become employees through sustained, high-quality GitHub contributions, community engagement, and collaboration with the team. The article begins a series profiling contributors who joined Zed's core team. ### Source excerpt Stories from the open source contributors who became core team members. ## ZK Grants Round Announcement DevFeed: [ZK Grants Round Announcement]() Original publisher: [Read original article]() Author: Rodrigo Vasquez Published: 2024-06-25T00:00:00Z Content type: news Language: en Sources: [Ethereum Foundation Blog]() Topics: [Ethereum]() Tags: [announcement](), [contributed](), [ethereum](), [projects](), [research-development](), [reviews](), [sponsor]() ### AI overview The Ethereum Foundation and several ecosystem organizations announced the 25 winners of a collaborative ZK grant round. The sponsors contributed to a shared funding pool, and the winners were selected through rank-choice voting after reviews. ### Source excerpt The Ethereum Foundation, along with Aztec, Polygon, Scroll, Taiko, zkSync, announces the 25 winners of the collaborative ZK grant round. Each sponsor contributed 150,000 USD to the shared pool of 900,000 USD. The winners were selected through a rank-choice vote after thorough reviews. The selected projects cover a... ## Design needs everyone: new plans for companies that design together DevFeed: [Design needs everyone: new plans for companies that design together]() Original publisher: [Read original article]() Author: Amanda Kleha Published: 2022-02-01T00:00:00Z Content type: article Language: en Sources: [Figma Blog]() Topics: [Figma]() Tags: [bug](), [contributed](), [design](), [engineering](), [enterprise](), [figma](), [flow](), [free](), [launch](), [onboarding](), [open](), [platform](), [plugins](), [product](), [projects](), [use-cases](), [work]() ### AI overview Figma announces new FigJam plans and a Figma Enterprise plan to help companies involve more people in collaborative design. The article describes organizational challenges caused by growing usage and highlights FigJam use cases, plugins, widgets, templates, and pricing for shared whiteboards. ### Source excerpt Today, we're launching new FigJam plans, along with a new Figma Enterprise plan, to welcome more people into the design process. ## Node.js 16.6.0 (Current) DevFeed: [Node.js 16.6.0 (Current)]() Original publisher: [Read original article]() Published: 2021-07-29T23:09:41Z Content type: release Language: en Sources: [Node.js Blog]() Topics: [Node.js](), [make]() Tags: [contributed](), [debugger](), [javascript](), [make](), [memory](), [node-js](), [process](), [update](), [workflows]() ### AI overview Node.js 16.6.0 updates V8, addresses a high-severity use-after-free vulnerability in HTTP/2 stream cancellation, and includes debugger, crypto, async hooks, REPL, build, and dependency changes. ### Source excerpt Node.js® is a free, open-source, cross-platform JavaScript runtime environment that lets developers create servers, web apps, command line tools and scripts. ## A New Kubectl Plugin for Kubernetes Ingress Controller ingress-nginx DevFeed: [A New Kubectl Plugin for Kubernetes Ingress Controller ingress-nginx]() Original publisher: [Read original article]() Author: Alex Kursell Published: 2019-05-01T17:44:00Z Content type: article Language: en Sources: [Shopify Engineering](), [Shopify Engineering - Shopify Engineering]() Topics: [debugging](), [releases]() Tags: [changelog](), [contributed](), [debug](), [kubernetes](), [open-source](), [releases](), [shopify](), [tls]() ### AI overview Shopify introduces a kubectl plugin for ingress-nginx that simplifies upgrade checks, ingress inspection, and debugging workflows. ### Source excerpt Shopify introduces a new kubectl plugin for Kubernetes Ingress Controller ingress-nginx making it easier to upgrade and debug. ## Zumbatech Contributed to Hackforchange Using Open-Source Tools DevFeed: [Zumbatech Contributed to Hackforchange Using Open-Source Tools]() Original publisher: [Read original article]() Author: Chris Saylor (christopher.saylor@zumba.com) Published: 2015-06-15T00:00:00Z Content type: article Language: en Sources: [Zumba]() Topics: [opensource](), [Tool]() Tags: [contributed](), [opensource](), [takes](), [tools]() ### AI overview The article describes how Zumbatech contributed to Hackforchange using open-source tools. ### Source excerpt How Zumbatech contributed to Hackforchange utilizing opensource tools. ## Explorer Shell Merged DevFeed: [Explorer Shell Merged]() Original publisher: [Read original article]() Published: 2014-11-26T00:00:00Z Content type: news Language: en Sources: [Front Page on ReactOS Website]() Topics: [ReactOS](), [Shell](), [Development](), [WINE](), [interfaces](), [Data structures]() Tags: [contributed](), [development](), [free](), [open-source](), [os](), [project](), [react](), [reactos](), [refactoring](), [shell](), [win32](), [winapi](), [wine]() ### AI overview ReactOS announces the merger of the explorer_new branch into trunk after years of development. The article recognizes contributors involved in developing the shell, refactoring supporting libraries, researching shell data structures and interfaces, and adapting the code to run on ReactOS and Windows. ### Source excerpt To all the community members, we of the ReactOS Project present an early Thanksgiving present in the form of the merging of the explorer_new branch into trunk. It has been a long road with explorer_new's development having stretched many years. It is only fitting that we also celebrate the people who contributed so much to bringing this to fruition, some of whom we pay specific thanks to below. The first such person actually never touched explorer_new, but his contribution should not be overlooked.