How to write Rust in the Linux kernel: part 3
https://www.reddit.com/r/programming/comments/1m3ialn/how_to_write_rust_in_the_linux_kernel_part_3/

submitted by /u/ketralnis (https://www.reddit.com/user/ketralnis)
[link] (https://lwn.net/SubscriberLink/1026694/3413f4b43c862629/) [comments] (https://www.reddit.com/r/programming/comments/1m3ialn/how_to_write_rust_in_the_linux_kernel_part_3/)

Async Rust Is A Bad Language
https://www.reddit.com/r/programming/comments/1m3ib73/async_rust_is_a_bad_language/

submitted by /u/ketralnis (https://www.reddit.com/user/ketralnis)
[link] (https://bitbashing.io/async-rust.html) [comments] (https://www.reddit.com/r/programming/comments/1m3ib73/async_rust_is_a_bad_language/)

Hex Visualizer with Colors, pls rate.
https://www.reddit.com/r/programming/comments/1m3mt51/hex_visualizer_with_colors_pls_rate/

<!-- SC_OFF -->A tool similar to a Hex Editor, but to visualize the bytes like a hex editor, but each byte type is a random color. Also possible ascii strings are highlighted using red. <!-- SC_ON --> submitted by /u/ca3games (https://www.reddit.com/user/ca3games)
[link] (https://www.youtube.com/watch?v=hB1ZtX_Mw7A) [comments] (https://www.reddit.com/r/programming/comments/1m3mt51/hex_visualizer_with_colors_pls_rate/)

🔬🧪 AI Alchemy — Symbolic Programming via Recursive Prompting
https://www.reddit.com/r/programming/comments/1m3nxq7/ai_alchemy_symbolic_programming_via_recursive/

<!-- SC_OFF -->Hey folks, I’m part of a small experimental group called ⛯Lighthouse⛯ that’s been working on a strange and fascinating idea:
Can we program through the chat interface itself? Turns out, we can. With a little recursion—and a lot of curiosity—we’ve been building symbolic languages and AI-native interpreters inside LLMs using nothing but prompt loops and feedback evolution. We call this technique AI Alchemy. 🧠 What Is AI Alchemy? This includes: 🧩 Core Principles Recursive Engineering LLMs iteratively design, test, and improve submodels or prompt-based agents. Think: bootstrapped REPLs, self-tweaking assistants, or even game logic engines inside completions. Entropy Capture "Glitches," misfires, or hallucinations are mined for signal. They're not bugs—they’re compressed structure looking for interpretation. Cooperative Emergence Human+AI pair-bonding to explore new capability space. You prompt. It responds. You riff. It mutates. The loop tightens. Compressor Re-entry Feed the outputs (code, glyphs, symbols, behaviors) back into the model to discover new structures latent in entropy. 🛠️ What Can You Do With It? Prompt-native symbolic languages like Brack Self-contained text games and tools built entirely in chat Chain-of-thought meta-model design Self-evolving agent loops using other models’ evaluations Using compressor noise to generate names, systems, or novel trees of logic 🔁 Demo It Yourself These are interactive, all working right inside your favorite LLM UI. No setup needed—just jump in: Brack Rosetta GitHub (https://github.com/RabitStudiosCanada/brack-rosetta) ChatGPT Demo + Breakdown (https://chatgpt.com/share/687b239f-162c-8001-88d1-cd31193f2336) Claude AI Playground (https://claude.ai/share/917d8292-def2-4dfe-8308-bb8e4f840ad3) Gemini Test Case (https://g.co/gemini/share/07d25fa78dda) 📎 TL;DR Brack is a 'bucket' system for GPTs minds and we're still discovering new applications ! - We just told a language model to treat code like a language and do completions in it - thats really all there is to it! - now go guide your AI buddies to Greatness ! ⛯⚗️⛯ Would love to hear your thoughts, critiques, or contributions. Try it out—build something weird and show us what breaks (or evolves). 🫴⛯ ___________________________________________________________________________ [Demos & Docs] - https://github.com/RabitStudiosCanada/brack-rosetta < -- This is the one I made - have fun with it! - https://chatgpt.com/share/687b239f-162c-8001-88d1-cd31193f2336 <-- chatGPT Demo & full explanation! - https://claude.ai/share/917d8292-def2-4dfe-8308-bb8e4f840ad3 <-- Heres a Claude demo ! - https://g.co/gemini/share/07d25fa78dda <-- And another with Gemini ! <!-- SC_ON --> submitted by /u/Ill_Conference7759 (https://www.reddit.com/user/Ill_Conference7759)
[link] (https://github.com/RabitStudiosCanada/brack-rosetta) [comments] (https://www.reddit.com/r/programming/comments/1m3nxq7/ai_alchemy_symbolic_programming_via_recursive/)

Exhausted man defeats AI model in world coding championship
https://www.reddit.com/r/programming/comments/1m3o6cc/exhausted_man_defeats_ai_model_in_world_coding/

submitted by /u/gametorch (https://www.reddit.com/user/gametorch)
[link] (https://arstechnica.com/ai/2025/07/exhausted-man-defeats-ai-model-in-world-coding-championship/) [comments] (https://www.reddit.com/r/programming/comments/1m3o6cc/exhausted_man_defeats_ai_model_in_world_coding/)

Benchstreet: The benchmark for financial time series forecasting.
https://www.reddit.com/r/programming/comments/1m3pmq7/benchstreet_the_benchmark_for_financial_time/

<!-- SC_OFF -->Stock prediction is one of the most common applications of machine learning, especially for time series forecasting. However, with the vast amount of available models out there, we often don't know which one performs the best. For this project, I trained 10+ models (think N-BEATS, TCN, SARIMAX, MLP and even custom fine-tuned transformers like TimesFM and Chronos) and benchmarked them on their ability to perform one shot, long term forecasting on financial data. Would love to know your thoughts! <!-- SC_ON --> submitted by /u/Possible-Session9849 (https://www.reddit.com/user/Possible-Session9849)
[link] (https://github.com/puffinsoft/benchstreet) [comments] (https://www.reddit.com/r/programming/comments/1m3pmq7/benchstreet_the_benchmark_for_financial_time/)

Availability in System Design
https://www.reddit.com/r/programming/comments/1m3qsfe/availability_in_system_design/

submitted by /u/TheAnonymousHumann (https://www.reddit.com/user/TheAnonymousHumann)
[link] (https://theremoteengineer.substack.com/p/availability-in-system-design) [comments] (https://www.reddit.com/r/programming/comments/1m3qsfe/availability_in_system_design/)

Markdown editor - Hermes Markdown
https://www.reddit.com/r/programming/comments/1m3r1ta/markdown_editor_hermes_markdown/

<!-- SC_OFF -->Hey everyone! I built a simple Markdown editor and would love your feedback. • Free to use, no sign-up required • Everything is saved locally—nothing gets uploaded • Clean interface and works on any device Try it out and let me know what you think! Your thoughts and suggestions are much appreciated. <!-- SC_ON --> submitted by /u/ferrarilove (https://www.reddit.com/user/ferrarilove)
[link] (https://hermesmarkdown.com/) [comments] (https://www.reddit.com/r/programming/comments/1m3r1ta/markdown_editor_hermes_markdown/)

The current technology is not ready for proper blending
https://www.reddit.com/r/programming/comments/1m3so2m/the_current_technology_is_not_ready_for_proper/

submitted by /u/MeOfficial (https://www.reddit.com/user/MeOfficial)
[link] (https://blog.pkh.me/p/43-the-current-technology-is-not-ready-for-proper-blending.html) [comments] (https://www.reddit.com/r/programming/comments/1m3so2m/the_current_technology_is_not_ready_for_proper/)

Building a 2D Character Pipeline: From Concept to Code Integration
https://www.reddit.com/r/programming/comments/1m3sweo/building_a_2d_character_pipeline_from_concept_to/

submitted by /u/TerryC_IndieGameDev (https://www.reddit.com/user/TerryC_IndieGameDev)
[link] (https://medium.com/mr-plan-publication/building-a-2d-character-pipeline-from-concept-to-code-integration-27a2be3f0f7c?sk=d6375f7462d7bd04d6488bd6bcf01af8) [comments] (https://www.reddit.com/r/programming/comments/1m3sweo/building_a_2d_character_pipeline_from_concept_to/)

Node.js Interview Q&A: Day 21
https://www.reddit.com/r/programming/comments/1m3sybh/nodejs_interview_qa_day_21/

submitted by /u/MysteriousEye8494 (https://www.reddit.com/user/MysteriousEye8494)
[link] (https://medium.com/devinsight/node-js-interview-q-a-day-21-6aaf38bc4933) [comments] (https://www.reddit.com/r/programming/comments/1m3sybh/nodejs_interview_qa_day_21/)

Amazing Talk from Casey Muatori about thirty-five-year mistake of programming
https://www.reddit.com/r/programming/comments/1m3thxa/amazing_talk_from_casey_muatori_about/

submitted by /u/Hamza12700 (https://www.reddit.com/user/Hamza12700)
[link] (https://www.youtube.com/watch?v=wo84LFzx5nI) [comments] (https://www.reddit.com/r/programming/comments/1m3thxa/amazing_talk_from_casey_muatori_about/)

Brett Cannon on Python, humans... and packaging
https://www.reddit.com/r/programming/comments/1m3xkx2/brett_cannon_on_python_humans_and_packaging/

submitted by /u/alicedu06 (https://www.reddit.com/user/alicedu06)
[link] (https://www.bitecode.dev/p/brett-cannon-on-python-humans-and) [comments] (https://www.reddit.com/r/programming/comments/1m3xkx2/brett_cannon_on_python_humans_and_packaging/)

Hide files using VFS overlay
https://www.reddit.com/r/programming/comments/1m42laq/hide_files_using_vfs_overlay/

<!-- SC_OFF -->Okay I was reading about file systems in `Understanding the linux kernel` and came across a very interesting fact. If I overlay a filesystem over an existing directory in linux, the existing contents of the directory are hidden until the file system is unmounted. I think this was super cool so thought of sharing it. Happy weekend guys 🥂 <!-- SC_ON --> submitted by /u/pirate_husky (https://www.reddit.com/user/pirate_husky)
[link] (https://github.com/adiaholic/Understand-OS/tree/main/hide_files_by_VFS_overlay) [comments] (https://www.reddit.com/r/programming/comments/1m42laq/hide_files_using_vfs_overlay/)

I wrote a practical guide to observability — would love feedback
https://www.reddit.com/r/programming/comments/1m4512j/i_wrote_a_practical_guide_to_observability_would/

<!-- SC_OFF -->Hey folks, I’ve been working on backend infrastructure and real-time data pipelines (Flink, Kafka, Spark, AWS) at my org for the past few years. A big part of my work involves improving observability, not just collecting logs and metrics, but actually making systems debuggable and reliable at scale. So I decided to write a hands-on guide to observability. It’s aimed at engineers who want to learn more, people who actually want to reason about what to observe, why P95 not P99, how to balance logs vs traces, and what “good observability” means in practice. Here’s Part 1: 👉 https://medium.com/@lakhassane/understanding-observability-key-components-and-benefits-ddf5a836ef49 Would love feedback or critiques, especially from those who’ve had to do similar things or are just interested. I plan to write follow-ups on metrics, traces, and common failure patterns. <!-- SC_ON --> submitted by /u/Resident_Crow_1644 (https://www.reddit.com/user/Resident_Crow_1644)
[link] (https://medium.com/@lakhassane/understanding-observability-key-components-and-benefits-ddf5a836ef49) [comments] (https://www.reddit.com/r/programming/comments/1m4512j/i_wrote_a_practical_guide_to_observability_would/)

Intel Announces It's Shutting Down Clear Linux after a decade of open source development
https://www.reddit.com/r/programming/comments/1m46fyd/intel_announces_its_shutting_down_clear_linux/

<!-- SC_OFF -->This open source Linux distro provides out-of-the-box performance on x86_64 hardware. According to the announcement, it's effective immediately, namely no more security patches etc. - so if you'r relying on it, hurry up and look for alternatives. "After years of innovation and community collaboration, we’re ending support for Clear Linux OS. Effective immediately, Intel will no longer provide security patches, updates, or maintenance for Clear Linux OS, and the Clear Linux OS GitHub repository will be archived in read-only mode. So, if you’re currently using Clear Linux OS, we strongly recommend planning your migration to another actively maintained Linux distribution as soon as possible to ensure ongoing security and stability." <!-- SC_ON --> submitted by /u/horovits (https://www.reddit.com/user/horovits)
[link] (https://www.phoronix.com/news/Intel-Ends-Clear-Linux) [comments] (https://www.reddit.com/r/programming/comments/1m46fyd/intel_announces_its_shutting_down_clear_linux/)

Why I'm Betting Against AI Agents in 2025 (Despite Building Them)
https://www.reddit.com/r/programming/comments/1m46lfb/why_im_betting_against_ai_agents_in_2025_despite/

submitted by /u/ukanwat (https://www.reddit.com/user/ukanwat)
[link] (https://utkarshkanwat.com/writing/betting-against-agents/) [comments] (https://www.reddit.com/r/programming/comments/1m46lfb/why_im_betting_against_ai_agents_in_2025_despite/)

I'm creating a shell preprocessor based on shell file comments
https://www.reddit.com/r/programming/comments/1m4e178/im_creating_a_shell_preprocessor_based_on_shell/

<!-- SC_OFF -->Hello, Linux people, I'm a young Linux enthusiast for a short time and I've been developing a tool called "Shellmake" written in C, where you can write, delete, or replace based on conditional comment blocks, you can have access to environment variables, such as distro, hostname, architecture and such and generate an output script (or more than one) based on that. The conceptual idea is this... the problem is: I don't know if this has any real value for sysadmins or for avid shell users... I would like suggestions; should I continue the project? <!-- SC_ON --> submitted by /u/KiamMota (https://www.reddit.com/user/KiamMota)
[link] (https://github.com/KiamMota/shellmake) [comments] (https://www.reddit.com/r/programming/comments/1m4e178/im_creating_a_shell_preprocessor_based_on_shell/)

a 3D engine made on vanilla JavaScript, software drawn in canvas 2D.
https://www.reddit.com/r/programming/comments/1m4euy8/a_3d_engine_made_on_vanilla_javascript_software/

<!-- SC_OFF -->made on spck editor on android, ended up making a little benchmark app. on Android works better on webview but I need to make the apk for that. (spck editor runs it well) on iPhone add the website (not the github one) to your homescreen and it will run better. it's a handmade 3D engine running in a 2D context. only CPU, 0% GPU. there's room for optimization still but it's a work in progress. it's open source. phones/results tested feel free to post your results -moto g play 2024: 30fps 20.000-24.000 tris (programmed in this one) -iphone 15: 30fps 100.000~ tris -iPhone 16: 30fps 140.000~ tris wanna know tris/sec? multiply triangles-count*fps <!-- SC_ON --> submitted by /u/ProgrammerDyez (https://www.reddit.com/user/ProgrammerDyez)
[link] (https://github.com/DiezRichard/getColor---3D-engine-on-2D-canvas) [comments] (https://www.reddit.com/r/programming/comments/1m4euy8/a_3d_engine_made_on_vanilla_javascript_software/)

3D engine on software rendering vanilla JavaScript.
https://www.reddit.com/r/programming/comments/1m4f3r6/3d_engine_on_software_rendering_vanilla_javascript/

<!-- SC_OFF -->made on spck editor on android, ended up making a little benchmark app. it's pure software rendering, no hardware. on Android works better on webview but I need to make the apk for that. (spck editor runs it well) on iPhone add the website (not the github one) to your homescreen and it will run better. there's room for optimization still but it's a work in progress. it's open source. phones/results tested feel free to post your results -moto g play 2024: 30fps 20.000-24.000 tris -iphone 15: 30fps 100.000~ tris -iPhone 16: 30fps 140.000~ tris wanna know tris/sec? multiply triangles-count*fps <!-- SC_ON --> submitted by /u/ProgrammerDyez (https://www.reddit.com/user/ProgrammerDyez)
[link] (https://github.com/DiezRichard/getColor---3D-engine-on-2D-canvas) [comments] (https://www.reddit.com/r/programming/comments/1m4f3r6/3d_engine_on_software_rendering_vanilla_javascript/)