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software engineering1 min read12 Nov 2026

Browse tools.simonwillison.net by tag

AI Summary

Simon Willison updated his collection of over 244 vibe-coded tools to be browsable by tags. Using tree-sitter, the system analyzes the code for JavaScript APIs, libraries, and web API hosts, generating tag clouds for easier exploration.

Key Takeaways

  • Cataloging over 244 experimental tools.
  • Utilized tree-sitter for code analysis of JavaScript APIs and libraries.
  • Added tag clouds to the homepage for categorization.
# tree sitter# javascript# tooling# code analysis
Read Full Article atSimon Willison's Weblog
devops2 min read12 Nov 2026

OTel Unplugged EU at FOSDEM 2027

AI Summary

OpenTelemetry has announced the return of OTel Unplugged EU at FOSDEM 2027, taking place on Monday, February 1st, 2027, in central Brussels. The event features an unconference format with breakout sessions chosen by attendees, allowing direct interaction between end users and project maintainers. It concludes with a project roadmapping session where participants can suggest and vote on priorities for the upcoming year.

Key Takeaways

  • The event is scheduled for the day after FOSDEM on February 1st, 2027.
  • It follows an unconference format with attendee-driven breakout sessions instead of a traditional speaker track.
  • The agenda is organized and run by the OpenTelemetry Governance Committee.
# OpenTelemetry# OTel# FOSDEM# Observability
Read Full Article atOpenTelemetry Blog
ai ml4 min read12 Nov 2026

Rands Fall Housecleaning

AI Summary

The author discusses recent updates to the Rands in Repose blog, including the introduction of 'Briefs' for short-form content, the implementation of a controlled tag vocabulary, and the architecture of the 'Ask Rands' AI feature. Ask Rands uses client-side snapshots for search and a Railway-hosted server utilizing Claude for answering queries. Additionally, the author reflects on the impact of Google AI Overviews on web traffic and the increasing importance of human-produced content with unique voice.

Key Takeaways

  • Briefs were introduced as a new post type for frequent, short-form content including photos, links, and text.
  • Tags were added across all posts with a strict vocabulary to prevent bloat and map cleanly to categories.
  • Ask Rands architecture combines a client-side search snapshot with a Railway server calling Claude, backed by Cloudflare rate limiting and spending caps.
# blogging# architecture# ai# wordpress
Read Full Article atRands in Repose
devops5 min read12 Nov 2026

CNCF Unveils Schedule for KubeCon + CloudNativeCon Europe 2026

AI Summary

The Cloud Native Computing Foundation has announced the schedule for KubeCon + CloudNativeCon Europe 2026, taking place in Amsterdam from March 23 to 26. The event features 224 keynotes, lightning talks, and breakout sessions covering tracks like AI, Observability, Platform Engineering, Security, and Emerging + Advanced technologies.

Key Takeaways

  • The event will be held in Amsterdam from 23-26 March 2026.
  • Tracks include AI, Observability, Platform Engineering, Security, and Emerging + Advanced technologies.
  • Registration deadlines and scholarship application dates have been announced by the CNCF.
# kubecon# cncf# cloud native# kubernetes
Read Full Article atCNCF Blog
devops4 min read12 Nov 2026

Viettel joins CNCF as a Gold Member

AI Summary

Viettel, Vietnam's largest telecommunications and technology group, has joined the Cloud Native Computing Foundation (CNCF) as a Gold Member. The company aims to contribute its large-scale operational experience in Kubernetes, OpenStack, and cloud infrastructure to advance secure, scalable, and sovereign cloud native technologies.

Key Takeaways

  • Viettel joined CNCF as a Gold Member on January 7, 2026.
  • The company operates large open-source cloud infrastructures utilizing Kubernetes and OpenStack for enterprise and government workloads.
  • Viettel plans to contribute its expertise in telecom environments and large-scale cloud operations to the global CNCF community.
# CNCF# Kubernetes# OpenStack# Cloud Native
Read Full Article atCNCF Blog
ai ml18 min read12 Nov 2026

AI-Moderated Interviews: If, When, and How to Use Them

AI Summary

AI-moderated interviews offer scalable collection of structured input, providing a viable alternative to traditional surveys for product feedback, recruitment screening, and multilingual sessions. Based on a study of ten participants using two AI tools (Marvin and UserFlix), AI interviewers successfully create a sense of being heard through summarization and empathy, but struggle with nonverbal cues, timing, and dynamic probing. While they help teams without dedicated researchers or enable multilingual studies, they currently lack the situational awareness, domain expertise, and real-time judgment required for in-depth, semistructured discovery research.

Key Takeaways

  • AI interviewers follow scripts rather than pursuing unexpected insights, making them ideal for highly structured tasks like product feedback and screening.
  • Current technical limitations include synthetic voice latency causing awkward pauses, interruptions, and inconsistent performance across sessions.
  • They serve as a practical stepping stone for teams with no dedicated researchers or for conducting multilingual interviews without translators.
# ai interviewers# user research# ux research# artificial intelligence
Read Full Article atNielsen Norman Group
devops6 min read12 Nov 2026

CNCF Welcomes 21 New Silver Members

AI Summary

The Cloud Native Computing Foundation (CNCF) has announced the addition of 21 new Silver Members, End Users, and Non-Profit members. This growth reflects rising enterprise demand for scalable, cost-efficient cloud native technologies, observability, security, and AI-ready infrastructure. According to the 2025 Annual Cloud Native Survey, 98% of organizations have adopted cloud native techniques, with 82% running Kubernetes in production.

Key Takeaways

  • 21 new organizations joined as Silver Members, Silver End Users, and Non-Profit members.
  • New members span specialized areas including AI infrastructure, security, observability, databases, and network monitoring.
  • CNCF survey data shows 98% cloud native adoption and 82% Kubernetes production usage.
# cncf# kubernetes# cloud native# observability
Read Full Article atCNCF Blog
devops3 min read12 Nov 2026

F5 Elevates to Gold Membership in the Cloud Native Computing Foundation

AI Summary

F5 has upgraded its membership to Gold in the Cloud Native Computing Foundation (CNCF), strengthening its commitment to open source cloud native innovation. The upgrade expands F5's collaboration on core ecosystem projects such as OpenTelemetry, Kubernetes Ingress, and the Gateway API. Through this move, F5 aims to enhance secure networking, application delivery, and AI-driven observability for multicloud and Kubernetes infrastructures.

Key Takeaways

  • F5 upgraded to CNCF Gold Membership to drive open source cloud native innovation.
  • The collaboration focuses on key projects including OpenTelemetry, Kubernetes Ingress, and Gateway API.
  • Efforts will support secure networking, multicloud infrastructures, and scaling AI inference workloads.
# CNCF# F5# Kubernetes# OpenTelemetry
Read Full Article atCNCF Blog
ai ml5 min read12 Nov 2026

Build a personal organization command center with GitHub Copilot CLI

AI Summary

Brittany Ellich, a staff software engineer at GitHub, shares how she built a personal organization command center to combat digital fragmentation by unifying scattered apps into a single desktop space. Using a plan-then-implement workflow powered by GitHub Copilot CLI and AI agent modes, she built the Electron and React application in a single day. The project integrates tools like Vite, Tailwind, WorkIQ MCP, and ElevenLabs to streamline daily tasks and developer productivity.

Key Takeaways

  • Built using Electron, React, Vite, and Tailwind CSS.
  • Leveraged WorkIQ MCP and ElevenLabs for Microsoft 365 and voice assistant integration.
  • Developed in a single day using an AI-driven plan-then-implement workflow.
# GitHub Copilot# Electron# React# AI assisted development
Read Full Article atGitHub Engineering
ai ml3 min read12 Nov 2026

Building an emoji list generator with the GitHub Copilot CLI

AI Summary

The GitHub team built an emoji list generator terminal utility using the GitHub Copilot CLI during a live stream. The project combines a terminal UI library, clipboard access, and the GitHub Copilot SDK to process pasted text and generate formatted emoji lists directly to the clipboard.

Key Takeaways

  • Built using @opentui/core for terminal UI, clipboardy for clipboard management, and the GitHub Copilot SDK.
  • Utilized plan mode with Claude Sonnet and implementation with Claude Opus via GitHub Copilot CLI.
  • Highlighted features include autopilot mode, multi-model workflows, and the GitHub MCP server.
# GitHub Copilot# CLI# AI# Terminal UI
Read Full Article atGitHub Engineering
ai ml7 min read12 Nov 2026

Dungeons & Desktops: Building a procedurally generated roguelike with GitHub Copilot CLI

AI Summary

An engineer details the creation of GitHub Dungeons, a terminal-based roguelike game built as a GitHub CLI extension in Go using GitHub Copilot CLI. The project translates code repositories into playable dungeons using Binary Space Partitioning (BSP), seeded by the latest commit SHA. By leveraging Copilot CLI and its asynchronous /delegate feature, the developer focused on high-level mechanics and player experience while the AI managed scaffolding, code generation, and documentation.

Key Takeaways

  • The game layout is dynamically generated using Binary Space Partitioning (BSP), seeded by the repository's latest commit SHA for reproducible maps.
  • The project utilizes GitHub Copilot CLI's /delegate command to asynchronously hand tasks to a cloud coding agent, streamlining feature implementation via pull requests.
  • Built entirely in Go as a terminal extension, demonstrating how developers can rapidly build applications in unfamiliar languages using AI assistance.
# GitHub Copilot# Procedural Generation# Go# CLI
Read Full Article atGitHub Engineering
management5 min read12 Nov 2026

Adapting to the alternative investment wave in the Middle East

AI Summary

Traditional 60/40 portfolios are losing reliability, prompting a shift toward alternative assets like private equity, private credit, and hedge funds. In the Middle East, a growing mass-affluent investor segment is driving demand for these private markets. Wealth management firms must integrate AI and automation to handle the operational burdens and manual paperwork of alternative assets.

Key Takeaways

  • Global alternative assets surpassed $16.8 trillion in 2023 and are projected to reach $29.22 trillion by 2029.
  • 66% of wealth managers cite obtaining and verifying investor data as a major operational time drain.
  • Regional hubs like the Dubai International Financial Centre and Abu Dhabi Global Market are enabling feeder funds and digital-asset frameworks.
# alternative investments# wealth management# artificial intelligence# middle east
Read Full Article atThoughtworks Insights
ai ml4 min read12 Nov 2026

CNCF Welcomes New Silver Members as Enterprises Scale AI From Training to Inference

AI Summary

The Cloud Native Computing Foundation (CNCF) announced nine new Silver members, including SoftBank Corp. and Crusoe, as organizations transition AI workloads from training to 24/7 production inference. The new members bring expertise across telecommunications, AI infrastructure, cloud hosting, and sovereign infrastructure to help build cost-efficient, scalable cloud native systems.

Key Takeaways

  • Nine new Silver members and one Silver End User member joined the CNCF ecosystem.
  • New members span AI infrastructure, Kubernetes lifecycle management, sovereign infrastructure, and open-source data retrieval.
  • The shift to 24/7 production inference requires enhanced efficiency in existing infrastructure.
# CNCF# Kubernetes# AI Inference# Cloud Native
Read Full Article atCNCF Blog
software engineering3 min read12 Nov 2026

You Can't "Vibe Code" Love

AI Summary

Reflecting on a presentation at the WeAreDevelopers World Congress, the author discusses the human stories behind developer communities like Stack Overflow. While Large Language Models effectively handle duplicate questions and accelerate coding answers, they threaten the public commons where programmers learn and connect. Without protecting these communities, future LLMs will lack training data and developers will lose spaces for shared knowledge and human connection.

Key Takeaways

  • The presentation was delivered jointly with Ben Dumke-von der Ehe at the WeAreDevelopers World Congress in Berlin.
  • LLMs are praised for solving the duplicate question problem by mapping differently phrased queries to existing answers.
  • The core concern highlights that private interactions with LLMs do not replace public developer communities and the human connection built within them.
# stack overflow# ai ml# community# llm
Read Full Article atCoding Horror
architecture11 min read12 Nov 2026

How TUI Scales Threat Modeling for 100+ Teams with Amazon Bedrock

AI Summary

TUI faced a significant security bottleneck: a four-person security team trying to provide threat modeling for over 100 digital product teams, where each manual session took 4 to 6 hours. By partnering with the AWS Generative AI Innovation Center, TUI built an AI-powered threat modeling system using Amazon Bedrock and Claude Sonnet 4.5. The serverless, agentic workflow runs on Amazon Bedrock AgentCore runtime using LangGraph, integrating with AWS services like Lambda, DynamoDB, and S3. The solution reduces a 338 KB knowledge base context down to 21 KB via metadata-driven filtering, implements external security searches with an S3 caching layer, and scales threat modeling so that dozens of teams can produce assessments on-demand.

Key Takeaways

  • TUI achieved production deployment within 30 days following a 10-week proof of concept.
  • Metadata-driven filtering reduced the context loaded into the model from 338 KB to 21 KB (a 94% reduction).
  • The system generates between 40 and 60 threats per architecture, outperforming historical manual baselines of 30 to 40 threats.
# Threat Modeling# Amazon Bedrock# Generative AI# Serverless
Read Full Article atAWS Architecture Blog
devops4 min read12 Nov 2026

CNCF Releases 2026 Observability Summit North America Schedule

AI Summary

The Cloud Native Computing Foundation (CNCF) has released the schedule for the Observability Summit North America 2026, scheduled for May 21–22 in Minneapolis. The two-day event features over 45 sessions focusing on open observability standards, metrics, logs, traces, AI integration via the Model Context Protocol (MCP), and Observability as Code (OaC).

Key Takeaways

  • The event takes place May 21–22 in Minneapolis, co-located with Open Source Summit North America.
  • Sessions cover key domains including AI and MCP in observability, CNCF projects like OpenTelemetry and OTTL, and real-world scale case studies from companies like Reddit and Comcast.
  • Early bird registration is $349 through March 24, with scholarship applications open until April 6.
# cncf# observability# opentelemetry# devops
Read Full Article atCNCF Blog
devops4 min read12 Nov 2026

CNCF and SlashData Report Confirms India as One of the Largest Cloud Native Communities with 2.25 Million Developers

AI Summary

A new report by CNCF and SlashData estimates that India is home to 2.25 million cloud native developers as of Q1 2026, representing about 11% of the global total. The research highlights strong hybrid cloud adoption at 44%, surpassing the global average of 34%, and shows that 70% of Indian cloud native developers are under 35 years old. Additionally, Kubernetes usage among backend developers reached 42%, outpacing standard container adoption.

Key Takeaways

  • India has an estimated 2.25 million cloud native developers as of Q1 2026.
  • Hybrid cloud adoption reached 44%, exceeding the 34% global average.
  • 70% of Indian cloud native developers are under 35, indicating a young and rapidly expanding workforce.
# cncf# kubernetes# cloud native# hybrid cloud
Read Full Article atCNCF Blog
devops3 min read12 Nov 2026

Broadcom Becomes CNCF Platinum Member to Advance AI-Ready Cloud Native Infrastructure

AI Summary

Broadcom has upgraded its Cloud Native Computing Foundation (CNCF) membership to Platinum, strengthening its long-term commitment to open source collaboration and AI-ready cloud native infrastructure. As part of this expansion, Broadcom recently contributed Velero—a Kubernetes-native backup, restore, and migration platform—to the CNCF Sandbox. The company has a history of contributing to major open source projects, including Harbor, Antrea, and Kubernetes itself.

Key Takeaways

  • Broadcom elevated its CNCF membership tier to Platinum.
  • Velero was recently contributed to the CNCF Sandbox by Broadcom.
  • Broadcom is a top-three contributor to Kubernetes and maintains projects like etcd, containerd, and Cluster API.
# CNCF# Broadcom# Kubernetes# Velero
Read Full Article atCNCF Blog
devops3 min read12 Nov 2026

CNCF Announces Schedule for Debut Observability Summit Europe

AI Summary

The Cloud Native Computing Foundation has announced the schedule for the inaugural Observability Summit Europe 2026, set for 5 October in Prague, Czechia. The event features over 25 technical sessions focusing on practical metrics, logs, and traces, as well as AI-driven workflows and the Model Context Protocol. It covers major CNCF observability projects like OpenTelemetry, Prometheus, and Jaeger.

Key Takeaways

  • Event takes place on 5 October 2026 in Prague, Czechia.
  • Features tracks on AI and MCP, CNCF observability projects, and end-user case studies.
  • Early bird registration is €150 through 31 July.
# cncf# observability# opentelemetry# prometheus
Read Full Article atCNCF Blog
software engineering3 min read12 Nov 2026

The Human Value of Technical Communities

AI Summary

This article reflects on the importance of human-to-human interaction in technical communities, contrasting the efficiency of LLMs with the emotional and professional support provided by platforms like Stack Overflow. Through a personal anecdote from an engineer serving in the Air Force, the author highlights how community support provides a sense of belonging and validation that automated tools cannot replicate. The piece serves as a call to action to cultivate independent, human-centric online communities.

Key Takeaways

  • Technical communities provide emotional support that LLMs cannot offer.
  • The decline of community-driven platforms like Stack Overflow may lead to social isolation among developers.
  • Engineers are encouraged to build and maintain independent, human-led communities.
# community# mentorship# ai impact# collaboration
Read Full Article atCoding Horror