In the tech world, there is a constant flow of changes and keeping up with them means the choice for tools and technologies which are the most appropriate to invest your time in.
In 2026 the best programming language or technology stack to learn really depends on your personal aims, hobbies, and apps you are going to create.
The use of AI is increasing. AI as a “Pair Programmer” is becoming the default. Code completion, refactoring, and boilerplate generation are used often. Devs spend more time reviewing and steering code than typing it. “Explain this error” and “why is this slow?” prompts are useful.
In prompt-Driven Development programmers describe the intent in natural language and then let AI generate first drafts of functions, APIs, or configs. Iterate by refining prompts rather than rewriting code. Trend: Knowing how to ask is becoming as important as syntax.
Strong growth in: Auto-generated unit and integration tests and edge-case discovery. Trend: “Test-first” is easier when AI writes the boring parts.
AI is moving up the stack. Trend: AI as a junior architect or reviewer, not the final decider.
AI comes to Security & Code Quality Scanning. Rapid adoption in: Static analysis and vulnerability detection, secret leakage and dependency risk checks. AI can give secure-by-default code suggestions. Trend: AI shifts security earlier in the SDLC (“shift left”).
Instead of one-off prompts: AI agents that plan → code → test → fix → retry. Multi-step autonomous tasks (e.g., “add feature X and update docs”) can be done in best cases. Trend: Still supervised, but moving toward semi-autonomous dev loops.
AI is heavily used for explaining large, unfamiliar codebases and translating between languages/frameworks. It helps onboarding new engineers faster.
What’s changing: Less manual boilerplate work
More focus on problem definition, review, and decision-making. There is stronger emphasis on fundamentals, architecture, and domain knowledge. Trend: Devs become editors, designers, and orchestrators.
AI usage policies and audit trails is necessary. Trend: “Use AI, but safely.”
Likely directions:
Deeper IDE + CI/CD integration
AI maintaining legacy systems
Natural-language → production-ready features
AI copilots customized to your codebase
816 Comments
Tomi Engdahl says:
https://www.xda-developers.com/vs-code-tunnel-feature-buried-turn-desktop-machine-code-any-browser/
Tomi Engdahl says:
https://www.windowslatest.com/2026/09/26/google-researcher-explains-why-windows-nt-puts-linux-to-shame-and-imagines-an-alternate-history-where-it-won/?fbclid=Iwb21leAUmVh1jbGNrBSZWEGV4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEeQN545Rw064A6KgaGeVZPuxC4sYCGaq3K6sQMU_D_sZE1y6c5xHTwNAdyveg_aem_DpY8rHKA1CyDrr1qJsjlDA
Tomi Engdahl says:
I stopped paying for multiple AI coding tools and built one setup that can use Claude, GPT, Gemini, and local models
https://www.xda-developers.com/stopped-paying-for-multiple-ai-coding-tools-built-one-setup-using-claude-gpt-gemini-local-models/
Tomi Engdahl says:
Introducing cf: the agentic CLI for the entire Cloudflare API
https://blog.cloudflare.com/cloudflare-cf-cli-launch/
Tomi Engdahl says:
https://www.xda-developers.com/i-turned-a-spare-gpu-into-home-assistants-brain-and-now-my-llms-talk-to-my-smart-devices/
Tomi Engdahl says:
Atlassian Rebuilds Metrics Pipeline Around OpenTelemetry at Massive Scale
https://www.infoq.com/news/2026/09/atlassian-opentelemetry/
Tomi Engdahl says:
https://percepio.com/tracealyzer/freertostrace/?mtm_campaign=GoogleAdsJan2023&mtm_source=Google&mtm_medium=PPC
Tomi Engdahl says:
https://www.xda-developers.com/pewdiepie-free-self-hosted-image-editor-does-what-adobe-and-canva-charge-for/?link_source=ta_first_comment&taid=6ac8c9450c0a75000112f633&utm_campaign=trueanthem&utm_medium=social&utm_source=facebook&fbclid=Iwb21leAU2STdjbGNrBTZJMWV4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEenAkBHVdgOQPPcQxLe3nwOWJByVcsZXVfdEsuT8lv1TcdBlbDWiuElPFU30o_aem_jqHSJdTfJ2ytl5QVx4wsTg
Tomi Engdahl says:
https://www.xda-developers.com/old-unmanaged-raspberry-pi-runs-one-job-for-a-year/
Tomi Engdahl says:
https://www.xda-developers.com/tried-free-open-source-obsidian-alternative-open-knowledge/
Tomi Engdahl says:
Python 3.15 Released With Experimental JIT Compiler Running Faster
https://www.phoronix.com/news/Python-3.15-Released
Tomi Engdahl says:
Anthropic Launches Free AI Vulnerability Scanner for Open-Source Projects
https://thehackernews.com/2026/10/anthropic-launches-free-ai.html?m=1
Tomi Engdahl says:
https://www.cnx-software.com/2026/10/09/open-source-esp32-c3-dns-ad-blocker-supports-up-to-over-500000-domains-without-psram/#google_vignette
Tomi Engdahl says:
Why is my
Computer Slow?
TMOG Knows Why!
One glance at TMOG shows which process and which subsystem are responsible—right now. One measuring core. Three native applications. No browser shell.
https://tmog.org/
Tomi Engdahl says:
https://hackaday.com/2026/09/25/abusing-sql-to-play-doom/
Tomi Engdahl says:
I replaced PuTTY, WinSCP, and my SSH tunnel setup with one open-source app
https://www.makeuseof.com/replace-putty-winscp-ssh-tunnels-open-source-app/
Tomi Engdahl says:
Vercel Labs Ships scriptc, a TypeScript-to-Native Compiler That Leaves the JavaScript Engine behind
https://www.infoq.com/news/2026/09/vercel-scriptc-node/
Tomi Engdahl says:
https://www.illumio.com/resource-center/breach-containment-for-dummies?utm_source=google&utm_medium=paid_search&utm_campaign=Demand-Gen-Breach-Containment-Global_24067390719&utm_term=&utm_creative=818626641590&utm_adgroup=202472094927&utm_device=m&gad_source=1&gad_campaignid=24067390719&gbraid=0AAAAADniACGd7rdmL1IHfzY4Tbe6btznq&gclid=Cj0KCQjwlNPVBhCMARIsAPZ5RqjL5TV-2s8DkeXwyofuuX4eNK4nlg-uU81LkTmsut2fTG8s0Bi-i7saAhmSEALw_wcB
Tomi Engdahl says:
20 min read · Updated Jan 8, 2026
11 Tips For AI Coding With Ralph Wiggum
Run AI coding tools in autonomous loops with Ralph Wiggum. 11 tips for AFK coding: scope, progress tracking, feedback loops, and shipping code while you sleep.
https://www.aihero.dev/tips-for-ai-coding-with-ralph-wiggum
Tomi Engdahl says:
https://www.xda-developers.com/linux-mint-replaced-ubuntu-best-first-distro/
Tomi Engdahl says:
https://www.phoronix.com/news/Qt-Creator-21-Beta
Tomi Engdahl says:
https://www.howtogeek.com/this-ancient-pc-port-survived-39-years-because-it-does-one-thing-usb-still-cant/?link_source=ta_first_comment&taid=6abd5783de3a4800012bfbba&utm_campaign=trueanthem&utm_medium=social&utm_source=facebook&fbclid=Iwb21leAUrlutjbGNrBSuWwmV4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEeRdjJE5glGjYWuufsIhdHbCmKE0iEQZmTRxQMQdSD1WSVU-yEfkpXAngj3yY_aem__PZbsHF0rKhk6GM_laOApQ
Tomi Engdahl says:
https://www.facebook.com/share/p/1Eh8v8ZpUR/
Software developer Brandon Thomas has used Anthropic’s Claude to build free, open-source alternatives to Microsoft Word, Excel, and PowerPoint.
The new apps, called WordCraft, GridCraft, and DeckCraft, are available on GitHub.
Thomas, who has 15 years of software engineering experience, previously created ArtCraft, a collection of free alternatives to Adobe’s creative software.
His goal is to challenge expensive software subscriptions and give users more control over the tools they use.
While the apps are still in early development and lack many features of established products, the project shows how AI can help individual developers build software.
Follow us (@therundownAI) to keep up with the latest news in tech and AI.
Source: Tom’s Hardware
Tomi Engdahl says:
Linux Kernel Drops AI Tag Requirement, Uses Meta AI For Code Reviews
https://hackaday.com/2026/10/15/linux-kernel-drops-ai-tag-requirement-uses-meta-ai-for-code-reviews/
Since we last covered the way that the Linux Kernel project has been dealing with the influx of code created using LLM-based coding assistants, all the way back in April, things have changed a lot, with most recently the Linux maintainers deciding to fully drop the requirement to mark LLM-assisted commits with the Assisted-by tag.
While not a fully uncontroversial decision – as also reported by Phoronix – with key maintainers already having made this decision it seems certain to proceed. This is not the only change made fairly recently, with a ‘Sashiko’ bot introduced that is supposed to handle code reviews.
Tomi Engdahl says:
https://hackaday.com/2026/10/20/lazarus-and-the-free-pascal-compiler-gain-dynamic-package-support/
Tomi Engdahl says:
The first LLM-assisted Linux kernel patch from Mr. Linux himself is now live.
Source: https://go.ufdmedia.com/sSJ2zz
Tomi Engdahl says:
Julie Bort / TechCrunch:
Google debuts TorchTPU, an open-source version of PyTorch for running AI apps on TPUs and Google Cloud via a simple configuration change and no code rewriting — On Tuesday, Google announced that TorchTPU, its long-awaited version of PyTorch, is now available as an open-source project.
Google has joined Amazon in attacking Nvidia’s stronghold with AI app developers
https://techcrunch.com/2026/10/20/google-has-joined-amazon-in-attacking-nvidias-stronghold-with-ai-app-developers/
On Tuesday, Google announced that TorchTPU, its long-awaited version of PyTorch, is now available as an open source project. With this, Google joins Amazon in trying to break Nvidia’s stranglehold on the AI industry, where most AI apps are written by default to run on Nvidia’s chips, or GPUs.
PyTorch is the popular open source toolkit that AI app developers and startups use to build, train, and run AI models. It is, by some accounts, used by 85% of the AI apps. PyTorch was originally developed by Meta (then Facebook) in 2016, long before the world had an inkling that LLMs would change the world. At the time, Nvidia’s GPUs were already the standard hardware for AI research, so many of PyTorch’s features were built to work specifically with them. In 2022, Meta turned PyTorch over to the Linux Foundation, a nonprofit that manages many important open source projects.
Google’s version, TorchTPU, lets AI apps run on Google’s AI chips, called Tensor Processing Units (TPUs). It also makes it easy to move existing PyTorch apps to TPUs and, therefore, to Google Cloud. Developers can do this with a simple configuration change and no rewriting of their apps.
Amazon made a similar announcement Monday, when it released its own version of PyTorch, called TorchNeuron. TorchNeuron allows AI apps to be ported to Amazon’s homegrown AI chip, Trainium, and to AWS with no rewriting. Amazon also said it’s going even further in its effort to loosen Nvidia’s hold on PyTorch. It is submitting code to the main PyTorch project that decouples various features from Nvidia’s chips, making it more open to any hardware by default.
Google may be one-upping Amazon in a few ways, however. It says it worked directly with Meta, Hugging Face, Inferact (maker of vLLM), RadixArk (maker of SGLang), and others to ensure that TorchTPU’s features and code libraries work well with these popular AI development tools, just as the original PyTorch does.
Plus the search giant has launched a dedicated tool, the TPU agent suite, to help developers move their apps to Google’s chips and cloud and fix errors along the way. It even updated its popular LiteRT tool, which runs AI on phones, laptops, and embedded devices, to work better with PyTorch AI apps.
https://github.com/google-pytorch/tpu-agent-suite
Tomi Engdahl says:
Software Efficiency Gives Infrastructure Teams Another Lever Beyond Adding Capacity
The Data Wire – News Team
|
September 15, 2026
Janne Kalliola, Founder of Coonti, argues that software waste compounds across the technology stack and becomes more costly as AI scales.
https://www.thedatawire.com/news/ai-energy-consumption-software-waste-janne-kalliola-coonti
Tomi Engdahl says:
Property-based testing a web UI with Bombadil
https://github.com/QE-at-CGI-FI/properties-demo/blob/main/Agenda2.md
Tomi Engdahl says:
https://www.freecodecamp.org/news/how-to-build-a-code-graph-in-typescript-using-vs-code-language-apis/
Tomi Engdahl says:
https://claude.com/programs/frontier-academy
Tomi Engdahl says:
https://www.affinity.studio/graphic-design-software?fbclid=Iwb21leAUuMrVjbGNrBS4yqWV4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEe5hoYZI2nNh3E-oStTqDxsnVqLkSLqzXztNOyxwOW94JV21iK_VqCTl6Sbik_aem_jTyUDvfgCnhm6_fnzrz62g
Tomi Engdahl says:
https://www.xda-developers.com/my-favorite-notion-alternative-is-not-onenote-or-obsidian-it-is-more-powerful-and-private/
Tomi Engdahl says:
https://www.helpnetsecurity.com/2026/10/05/keyorix-open-source-on-premise-secrets-management/
Tomi Engdahl says:
https://github.com/CopilotKit/OpenDots
Tomi Engdahl says:
https://github.com/storytold/pdfcraft
Tomi Engdahl says:
https://www.raspberrypi.com/news/seeing-understanding-and-responding-low-power-cnn-vlm-and-slm-workloads-on-raspberry-pi-5/
Tomi Engdahl says:
https://ruben.substack.com/?utm_content=apex-pass&fbclid=IwT01FWAUwlhVleHRuA2FlbQIxMABwZG9mBXNydGMGYXBwX2lkDDM1MDY4NTUzMTcyOAABHvziahmGU6AsAgf8jBGmy-gts412D_nCjPtjWlIXgohKfkvR1MP0Os0YLvhb_aem_Z3zv21u24VUAi9-kEVSlWw
Tomi Engdahl says:
https://www.xda-developers.com/after-switching-between-claude-code-and-opencode-only-open-claude-for-one-task/
Tomi Engdahl says:
https://www.xda-developers.com/replaced-grammarly-with-a-local-llm/
Tomi Engdahl says:
https://info.themastermind.com.au/the-ai-first-company?utm_source=fb&utm_medium=paid_social&utm_campaign=52655056329513&utm_content=16yo+Hacker&utm_term=Unicorns&campaign_id=52655056329513&campaign_name=AI+First+Book+|+Value&adset_id=52655813842713&adset_name=Unicorns&ad_id=52655814198313&ad_name=16yo+Hacker&placement=Facebook_Mobile_Feed&ad_network=facebook&fbclid=Iwb21leAUxgtlleHRuA2FlbQEwAHBkb2YFYWRpZAAAL-PjHhvhc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEeW9Ye-eL1XqhbYSHOIrCmV0w0wr9kh9FyHQsC7fZZ8Qk0U8W0xq65VTYDBSw_aem_lJrdLtn-awvwmukbaP77xA&utm_id=52655813842713_v2_s05_e7826_i97938772
Tomi Engdahl says:
Software Is Made Between Commits
https://zed.dev/blog/introducing-deltadb?fbclid=Iwb21leAUx9YNjbGNrBTH1e2V4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEe3pwgbttDN84wAtUELnDdWvWgWUVN2Gtdr2oCJfZP8MbcfhCGT4LxuXHKd1Q_aem_a26eetxNt90rIKqOyFgStg
Tomi Engdahl says:
https://getartcraft.com/apps?fbclid=Iwb21leAU3EJRjbGNrBTcQj2V4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEeLZUE7y6NStEhHXBYeKaI57626JxvXEfJ_8_ZZrLrE1-rhHRiUCq2gW8p1Bg_aem_5tvsVH3a2WdFdps3s4LdSw
Tomi Engdahl says:
https://kodree.com/en/claude-content/quiz-result?utm_source=facebook&utm_medium=cpc&utm_campaign=20183_us_02Oct26_CreaTest_CBO_Static_MaxV_claude-content_en_WW&utm_content=20183_2_EN_FB__image_9%D1%8516_ClaudeContent_nontech_________MV_OM_new_&utm_term=20183_sub_us_en_claude-content_createst_new_18-65&utm_placement=Facebook_Mobile_Feed&utm_id=120249120749560142&utm_term_id=120249120749940142&utm_ad_id=120249120754770142&utm_ac_id=1115429193981906&funnel=claude-content&fbclid=Iwb21leAUxhxtleHRuA2FlbQEwAHBkb2YFYWRpZAGrNfAv7Hnuc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEeTRY0MetZmyjqrgysSJ1Ury-zJG9S0Vi2Y2CMyj4FrlIc3QPZtwy5PGovAWI_aem_EU3f79hOJsjzrq7hTEMcCg&deviceId=id8w5zbdLiQugMWJGsKbPv
Tomi Engdahl says:
https://www.xda-developers.com/created-same-complex-website-in-vs-code-cursor-google-antigravity-only-one-worked-like-senior-developer/
Tomi Engdahl says:
BashBox: A Sandboxed Bash Interpreter for AI Agents in PHP
https://laravel-news.com/bashbox-sandboxed-bash-php
BashBox is a bash interpreter written in pure PHP by Pushpak Chhajed, who also built the Grant roles and permissions package. It runs scripts that AI agents generate without calling proc_open, exec, or shell_exec. Each command is a PHP class that works against a virtual filesystem, and every execution runs under limits you can configure.
Tomi Engdahl says:
https://www.anthropic.com/research/redesigning-source-control
Tomi Engdahl says:
AWS Lambda announces Lambda Web Functions
Posted on: Oct 12, 2026
AWS Lambda announces Lambda Web Functions, a new serverless compute primitive where your code handles HTTP requests directly. Your code listens on a port and handles requests as it would on any HTTP server. You use frameworks you already know, such as Express or Hono, with no adapters or custom configuration. This enables you to serve workloads such as AI inference endpoints, server-side rendered (SSR) web apps, streaming API endpoints, microservices, and webhooks.
https://aws.amazon.com/about-aws/whats-new/2026/10/aws-lambda-web-functions/?fbclid=Iwb21leAU7de5jbGNrBTt17GV4dG4DYWVtAjExAHBkb2YFc3J0YwZhcHBfaWQMMzUwNjg1NTMxNzI4AAEekfh0YOTspki3KPfYPzStFnJu3d1ll_sfDk2-j_8jpcqposXnXCobvP9b8YY_aem_Lj2oJ8galyKk0IuUvBHkzg
Tomi Engdahl says:
Google Antigravity SDK Adds Local Model Support for Greater Token Efficiency and Code Privacy
https://www.infoq.com/news/2026/10/antigravity-sdk-local-models/
Tomi Engdahl says:
Cloudflares Newly Acquired Vite+ Reaches 1.0 with GitLab CI Support, Hooks, and tsup Migration
https://www.infoq.com/news/2026/10/cloudflare-viteplus-stable/