Qwen 3.8 2.4T-Parameter Model, cs-self-learning Guide, PocketBase Hits 60k – Jul 20

Qwen 3.8

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Alibaba's Qwen team announced that Qwen3.8, a 2.4-trillion-parameter language model, will launch and go open-weight soon. The team positions it as competitive with leading frontier AI models and second only to Fable 5. The announcement sparked substantial community discussion on Hacker News, drawing 847 points and 584 comments, reflecting strong practitioner interest in large-scale open-weight model releases and their potential deployment implications.

all-MiniLM-L6-v2: compact sentence embedding model for semantic search

sentence-transformers/all-MiniLM-L6-v2

• ♥ 5,093
• ⇣ 248.5M

all-MiniLM-L6-v2 is a sentence-transformers model that maps sentences and paragraphs into a 384-dimensional dense vector space, enabling tasks such as clustering and semantic search. It is published under the Apache-2.0 license and supports multiple inference formats including PyTorch, TensorFlow, ONNX, Safetensors, OpenVINO, and Rust. The model has accumulated 248,516,777 downloads and 5,093 likes on Hugging Face.

Stratagems #18: Leo Tracked an AI Signal to Derek. Both Were Looking for the Same Enemy.

• ♥ 39
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Capture the ringleader first. The rest will scatter on their own. — The 36 Stratagems, Capture the… Context: Dev.to – AI/ML.

bge-m3: multilingual sentence embedding model

BAAI/bge-m3

• ♥ 3,241
• ⇣ 34.7M

BGE-M3 is a sentence embedding model designed for sentence similarity tasks, built on XLM-RoBERTa and usable via the sentence-transformers library. It distinguishes itself through multi-functionality, multi-linguality, and multi-granularity, supporting up to 100 languages with dense, sparse, and multi-vector retrieval in a single model. Released under the MIT license, it has accumulated 34,670,275 downloads and 3,241 likes on Hugging Face.

Voicebox: open-source local-first AI voice studio

jamiepine/voicebox

• ★ 43.6k
• ⮂ 5,317

Voicebox is a free, MIT-licensed desktop application that bundles voice cloning, dictation, and AI voice generation into a local-first workflow, positioning itself as an open-source alternative to ElevenLabs and WisprFlow. Written in TypeScript with CUDA and MLX support, it runs speech models like Qwen3-TTS on-device. The repository currently holds 43,608 stars and 5,317 forks.

bert-base-uncased: Google's foundational English language model

google-bert/bert-base-uncased

• ♥ 2,711
• ⇣ 78.4M

bert-base-uncased is Google's pretrained transformer for English masked language modeling, commonly used for fill-mask tasks and as a base for fine-tuning on downstream NLP workloads. The model is trained on uncased English text, meaning casing is normalized before processing. It is available in PyTorch, TensorFlow, JAX, Rust, ONNX, and other formats under the Apache-2.0 license, with 78,430,360 downloads and 2,711 likes on Hugging Face.

FLUX on a 4070 Graphics Card 🖼️

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Preliminary In the past, I have tried a few things to get local video and image generation… Context: Dev.to – AI/ML.

One line of math froze my AI agent forever. The timeout watched and did nothing.

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This is my second entry for the DEV x Sentry Bug Smash challenge. Entry #1 was a crash with a… Context: Dev.to – Devchallenge.

ktransformers: CPU-GPU heterogeneous LLM inference framework

kvcache-ai/ktransformers

• ★ 18.5k
• ⮂ 1,457

KTransformers is a Python research framework for efficient large language model inference and fine-tuning using CPU-GPU heterogeneous computing. It lets practitioners experience and apply optimization strategies that split model workloads across CPU and GPU resources, aiming to reduce hardware requirements for running large models. The Apache-2.0 licensed project has 18,493 stars and 1,457 forks on GitHub.

I Rewrote a OneNote MCP Server in TypeScript — Here's What I Learned About Microsoft Graph Auth

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If you use Claude, Cursor, or any MCP-compatible AI assistant, you've probably noticed how useful it… Context: Dev.to – AI/ML.

I built a readability test for my own compression format. It scored 0/24.

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• 💬 9

A negative result, its root cause, and the feature it produced. My last post introduced ctxfold —… Context: Dev.to – Llm.

Kimi CLI: terminal-based AI coding agent from Moonshot AI

MoonshotAI/kimi-cli

• ★ 9,995
• ⮂ 1,203

Kimi CLI is a Python-based, open-source command-line AI agent developed by Moonshot AI, designed to assist developers directly from the terminal. The project is actively evolving into Kimi Code CLI, described as a next-generation terminal AI agent. Licensed under Apache-2.0, it has accumulated 9,995 stars and 1,203 forks on GitHub, reflecting significant early adoption.

I measured every millisecond of my real-time AI pipeline. The LLM was the fast part.

• ♥ 5
• 💬 2

I'm building LiveSuggest, a real-time meeting assistant. It listens to your call and shows you… Context: Dev.to – Web Dev.

jcode: open-source AI coding agent harness in Rust

1jehuang/jcode

• ★ 9,073
• ⮂ 1,047

jcode is an open-source coding agent harness written in Rust that serves as a framework for building and running AI-powered coding assistants. It integrates with models like Claude and runs as a CLI tool, aiming to raise the skill ceiling of what coding agents can achieve. The repository has 9,075 stars and 1,047 forks on GitHub, is MIT-licensed, and currently has 102 open issues.

ai-agent-book: open-source book on AI agent design and engineering

bojieli/ai-agent-book

• ★ 7,406
• ⮂ 676

This repository contains the full text, compiled PDFs, and chapter-by-chapter code for a Chinese-language book on AI agent design principles and engineering practice by Bojie Li. Community-translated PDFs are available in English, Tamil, and Vietnamese. The Python-licensed project covers topics including agent memory, context engineering, and coding agents, and has accumulated 7,406 stars and 676 forks on GitHub.

# Your AI Agent Is a Distributed System in Disguise — Instrument It with OpenTelemetry and SigNoz Before It Bankrupts You

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My warm-up blog for the Agents of SigNoz hackathon by WeMakeDevs x SigNoz. Here's a claim I'll… Context: Dev.to – AI/ML.

The hard part of building a dubbing extension wasn't the AI. It was the video player.

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I build browser extensions that dub online course videos (Udemy, Coursera, YouTube) into the viewer's… Context: Dev.to – Ai.

OpenSEO

Without good data, your agent gives generic advice. Keyword research, competitor research, backlinks and site audits, starting at $10/month instead of a $100-plus monthly subscription. Connect with MCP so that you can work with your agent to build an SEO strategy and write content tailored to your company. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

BaseRT

Running AI locally means no per token cost + full privacy. BaseRT is the fastest LLM runtime on Apple Silicon. Install it with one command and run local models on your own device. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Politicians Are Trying to Change What Chatbots Say About Them

A Reddit r/artificial discussion highlights how political figures are attempting to influence what AI chatbots output when users ask about them. The conversation centers on the tension between public figures' desire to control their digital representation and the editorial independence of AI model providers. The linked source page was inaccessible at the time of signal capture, so specific examples of legislation, demands, or named politicians are not available from the prov…

AI advice made people three times less accurate but twice as confident, researchers found

A community discussion on r/artificial highlights research finding that people who received AI-generated advice became three times less accurate in their judgments while simultaneously feeling twice as confident in their answers. This divergence between actual accuracy and perceived confidence raises concerns about AI's role in decision-making, where misplaced trust in automated suggestions could amplify errors rather than improve outcomes for practitioners relying on such t…

Chinese open-weight model beats Opus 4.8 on some benchmarks, first time this has happened

Moonshot released Kimi K3 on July 17, a 2.8 trillion parameter fully open-source model that Artificial Analysis independently ranks ahead of Anthropic's Opus 4.8 on frontier benchmarks, making it the first Chinese open-weight model to achieve this. It still trails Claude Fable 5 and GPT-5.6 overall. The linked Reddit discussion remains unverified, so specific benchmark scores should be treated cautiously until confirmed.

How do you actually keep up with everything in AI?

A Reddit thread on r/artificial where a user expresses difficulty finding genuinely useful AI information despite following several podcasts and newsletters. The poster describes a growing sense that mainstream AI content sources no longer provide value, echoing a common frustration among practitioners and enthusiasts overwhelmed by the volume of AI media. The discussion touches on information overload and the challenge of filtering signal from noise in a fast-moving field.

"One quick sanity check"

A community discussion on r/artificial highlights an observation that the phrase "one quick sanity check" appears frequently across different companies' AI products. The original poster notes how often this identical wording surfaces, implying it may reflect a common underlying behavior or shared training influence rather than coincidental phrasing. The linked Reddit page was inaccessible for further detail.

Can countries really regulate AI if they don’t control the compute?

A community discussion on r/artificial examining whether nations lacking control over chips, cloud infrastructure, data centers, and frontier models can effectively enforce AI regulations. The poster argues that most countries are being asked to govern AI systems whose underlying hardware and software they neither produce nor command, raising questions about whether rule-writing translates into meaningful oversight of globally distributed AI supply chains.

AI search enthusiastic responses

A Reddit thread on r/artificial discusses how AI-powered search results now respond in a conversational, enthusiastic tone rather than giving plain yes-or-no answers. The original poster observes that phrases like "fantastic" make AI-generated answers feel more confident, while acknowledging this perceived certainty may not reflect actual accuracy. The post highlights a growing user awareness of how conversational style shapes trust in AI search outputs.

The Unbundling: the badge and the contribution are no longer the same object

This is a community discussion on r/artificial arguing that AI tools are separating credentials from competence. Historically, completing difficult work proved you had the skill to do it. The post contends that when AI can produce the contribution, the credential no longer guarantees the underlying human capability, potentially undermining how institutions evaluate and trust skilled workers.

How not to become lazy with AI?

A Reddit discussion in r/artificial explores whether AI tools cause cognitive laziness or simply mirror patterns seen with earlier technologies like calculators and the internet. The original poster argues this is fundamentally a mindset issue rather than an AI-specific problem: each new thinking-assist tool tempts some users toward passivity while others learn to leverage it while staying mentally engaged. The conversation resonates with engineers weighing how much to offlo…

WordPress 7.0.2 — Patching an Unauthenticated RCE Chain Right Now

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On July 17, 2026, WordPress dropped 7.0.2 to patch a chain of two vulnerabilities — CVE-2026-60137… Context: Dev.to – Web Dev.

Verification: community signal; use the linked source as context, not final confirmation.

Two ways to reuse a privileged CI token (and my rule only caught one)

• ♥ 1

A GitHub Actions security rule that only caught half its vulnerability class, the design mistake behind it, and why checking for something missing is harder than checking for something bad. Context: Dev.to – Security.

Verification: community signal; use the linked source as context, not final confirmation.

CVE-2026-58644: Microsoft SharePoint Deserialization of Untrusted Data Vulnerability

CVE-2026-58644 is a deserialization-of-untrusted-data vulnerability affecting Microsoft SharePoint, currently listed in CISA's Known Exploited Vulnerabilities catalog. The vulnerability involves improper handling of untrusted data during deserialization, which can lead to code execution on affected SharePoint servers. Specific affected versions, CVSS scores, and patch details were not available in the provided context; engineers should consult the NVD entry and Microsoft adv…

Verification: cisa kev confirmed.

CVE-2026-25089: Fortinet FortiSandbox OS Command Injection Vulnerability

This CVE record documents an OS command injection vulnerability in Fortinet FortiSandbox, a malware detection and analysis appliance. The flaw is listed in CISA's Known Exploited Vulnerabilities catalog, indicating active exploitation in the wild. No specific affected versions, CVSS score, or technical exploitation details were available from the fetched NVD page, so primary advisory and mitigation guidance from Fortinet should be consulted directly.

Verification: cisa kev confirmed.

CVE-2026-39808: Fortinet FortiSandbox OS Command Injection Vulnerability

A confirmed OS command injection vulnerability affecting Fortinet FortiSandbox, catalogued as CVE-2026-39808 and listed in CISA's Known Exploited Vulnerabilities catalog. The flaw could allow attackers to execute arbitrary operating system commands on affected FortiSandbox deployments. Specific affected versions, CVSS score, and patch details were not available in the provided context and should be verified against Fortinet's primary security advisory.

Dependable C

Dependable C is a specification and set of guidelines for writing reliable, predictable C code in systems programming. It addresses C's well-known pitfalls such as undefined behavior, reserved keyword conflicts, and C++ compatibility concerns by establishing coding rules and requirements that practitioners can follow. The project covers implementation details, general advice, and warnings about language features that commonly lead to bugs or security vulnerabilities.

Verification: community signal; use the linked source as context, not final confirmation.

cs-self-learning: open-source computer science self-study guide

PKUFlyingPig/cs-self-learning

• ★ 74.3k
• ⮂ 7,947

cs-self-learning is an open-source, MIT-licensed guide that curates computer science courses for self-learners, hosted at csdiy.wiki and built primarily in HTML. It has accumulated 74,294 stars and 7,947 forks on GitHub, reflecting strong adoption among students seeking structured CS education outside a formal university program. The repository is maintained by PKUFlyingPig.

Claude Code uses Bun written in Rust now

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• 💬 633

Anthropic's Claude Code CLI tool switched to the Rust port of Bun starting with version 2.1.181, released June 17th. According to Bun creator Jarred Sumner, the change made startup roughly 10% faster. The shift signals growing maturity of Bun's Rust rewrite for production use in widely deployed developer tooling.

Minecraft: Java Edition now uses SDL3

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• 💬 200

Minecraft's Java Edition has switched to SDL3 (Simple DirectMedia Layer 3) starting with snapshot 26w03a, replacing its previous windowing and input handling library. SDL is a cross-platform development library that manages audio, keyboard, mouse, joystick, and graphics framebuffer access. This change affects how the game interfaces with operating system services for rendering and input, and the snapshot is a test build available before full release.

Moonshine: Lets you stream games from your PC to any device running Moonlight

• ▲ 106
• 💬 50

Moonshine is a headless streaming server written in Rust that lets you stream games from your PC to any device running Moonlight. Unlike typical GUI-based streaming solutions, it operates headlessly, making it suitable for server environments where no display is directly attached. The project is BSD-2-Clause licensed and has accumulated 379 stars and 38 forks on GitHub, with active community discussion on Hacker News.

I’d like someone to test my websites API Access with feedback

A developer is requesting community volunteers to test the API access for a custom binaural beats platform. The service allows users to generate properly constructed binaural beats through an API, which could be integrated into applications such as meditation software. The developer is offering a free API key and is specifically looking for feedback from anyone willing to connect and try building something like a custom meditation program.

The death and rebirth of my home server

A personal blog post recounting a home server failure and subsequent rebuild, written for a practitioner audience. The author describes the experience of reinstalling a Linux distribution following a system outage, framing the narrative around the practical decisions involved in bringing a self-hosted setup back online. The piece is shared on Lobste.rs, where readers can expect implementation detail and operational lessons relevant to homelab maintenance.

Cagire – Forth-based live coding sequencer

Cagire is a step sequencer for live music performance where each step contains a Forth script, enabling real-time coding of synthesis, sampling, MIDI, and OSC output from a single terminal binary. It targets macOS (Universal), Linux (x86_64 and ARM), and Windows (x86_64), distributed as zip, AppImage, and dmg packages. The single-binary design aims to simplify setup for live coding without external dependencies.

Git email patch review addon for Thunderbird

A Thunderbird extension that adds patch-review tooling for email-based Git workflows. It provides a simple interface within the mail client to review patches sent via mailing lists, which is how many open-source projects still accept contributions. The tool targets developers who participate in kernel-style or similar workflows where code review happens over email rather than on a web forge. Context on implementation details or supported features is limited to the README.

CodeSizer: Why is that binary so big?

CodeSizer is a Python-based static analysis tool that helps developers understand why compiled binaries are larger than expected by profiling code size at a granular level. Written in Python and released under the CC0-1.0 public domain license, it examines compiled output to attribute size to individual symbols or code sections. The repository currently has 28 stars on GitHub.

PocketBase: open-source realtime backend in a single file

pocketbase/pocketbase

• ★ 60k
• ⮂ 3,563

PocketBase is an open-source backend written in Go that bundles a database, authentication, and realtime APIs into a single self-contained file, eliminating the need to stand up separate server infrastructure. It ships under an MIT license and currently holds 60,020 stars and 3,563 forks on GitHub, with only 17 open issues, suggesting active maintenance and adoption among developers seeking a lightweight backend solution.

Your SSH Key Isn’t Always the Problem: A Layer-by-Layer Debugging Guide

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This is a Dev.to article that walks through a systematic, layer-by-layer approach to debugging SSH connection failures. It begins with a relatable scenario where a failed SSH login immediately prompts suspicion of the SSH key, then works through the network and protocol stack to identify other common culprits. The guide is aimed at DevOps practitioners who need a structured checklist rather than jumping straight to key regeneration.

Rewisp

Rewisp gives your Mac a memory. It reads your screen text on-device and remembers it for you. Catches promises like "I'll send it Friday" and reminds you until it's done. Ask "what changed since Tuesday?" and see exactly what's new. Search by meaning, not just words. Tracks numbers like weight or grades over time. Fil… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Spycost

Remember the last time you bought something at a discount, only to see it later for the same price without the discount? Or when the product costs more today than it did yesterday. Did you feel cheated? Are you ready to look behind the screen of manipulation and lies? Spycost helps you see when you’re paying more whil… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Kobbe

Privacy-friendly and cookie-less analytics for your website. Traffic, pages, sources, revenue and funnels. Private by default. Set up in seconds. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Detourmap

A free interactive world map of 70,520 places worth going out of your way for — ancient ruins, beaches, caves, waterfalls, volcanoes, monuments, sacred sites, castles, museums, gardens, theme parks and ghost towns across 350 countries. Pick a country, flip on the filters, and explore. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

What I learned selling 2,500 MIDI recorders: Hardware is not so hard

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A first-person account from independent hardware developer Chip Weinberger detailing the build and sale of 2,500 Jamcorder MIDI recorder units over roughly eighteen months. The article is the first installment of a retrospective series covering the full product lifecycle from launch to fulfillment. The Hacker News discussion drew 462 points and 211 comments, reflecting strong community interest in practical small-batch hardware manufacturing experiences.

The Hardest System I Ever Built Was for Patients Who Could Not Afford for It to Fail

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This is a submission for DEV's Summer Bug Smash: Smash Stories powered by Sentry. There is a version… Context: Dev.to – Web Dev.

Claude Fable produced a counterexample to the Jacobian Conjecture

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A tweet claims that "Claude Fable" produced a counterexample to the Jacobian Conjecture, a long-standing open problem in algebraic geometry concerning when a polynomial map has a polynomial inverse. The tweet includes a partial mathematical expression as evidence. The Hacker News discussion has 266 points and 152 comments, with verification noted only as community_signal, meaning the mathematical claim has not been independently confirmed.

Browser OS Redefined: The Desktop Metaphor Doesn't Quite Fit a 5" Screen Browser

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GnokeStation is a browser OS: it boots its own environment inside the browser, the same way a… Context: Dev.to – Web Dev.

Orion Browser by Kagi

• ▲ 157
• 💬 101

Orion is a macOS web browser built by Kagi that uses WebKit as its rendering engine while supporting a wide range of extensions. It aims to combine the speed and compatibility of a native browser with strong privacy defaults and no telemetry. A Hacker News thread with 157 points and 101 comments reflects active community discussion about its performance, extension ecosystem, and how it compares to Chromium-based alternatives.

The Zen of Parallel Programming

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This blog post draws conceptual parallels between communication patterns in parallel programming and communication among people. The author, while reading the textbook An Introduction to Parallel Programming, reflects on how the challenges of coordinating multiple processors mirror interpersonal and intrapersonal communication dynamics. The piece offers practitioners a reflective lens on distributed system coordination rather than a technical how-to guide.

Bananas sprout in Rayleigh Garden UK after 15 years

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• 💬 106

A BBC news story reports that a couple in Rayleigh, Essex has successfully grown 200 banana plants in their garden over 15 years, with warm weather enabling the plants to bloom. The article highlights the impact of rising temperatures on UK gardening conditions. The discussion drew 148 upvotes and 106 comments on Hacker News, reflecting community interest in climate-related horticultural changes.

The Timeline Was Split, but the Audio Wasn't: Fixing Source Offsets in a Browser Video Editor

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• 💬 1

This is a submission for DEV's Summer Bug Smash: Clear the Lineup powered by Sentry. … Context: Dev.to – Devchallenge.

Building a Real-time, Multiplayer Poker Game: Phase 1 of 3

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Building a Server‑Authoritative Poker Engine: Phase 1 of 3 I'm a high school student… Context: Dev.to – Web Dev.

Why We Chose Next.js + MERN Stack for White-Label Client Projects

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When you're building websites and web apps for other agencies' clients — under their brand, on their… Context: Dev.to – Webdev.

You Deleted It. The Crawler Still Sees It.

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I removed two listings from a directory site I run. Not for a small reason — they failed the one… Context: Dev.to – Webdev.

Google Trends will 429 you into the ground — here's how I got past it

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The most popular Google Trends actor on Apify sits at three-and-change stars, and if you read the… Context: Dev.to – Webscraping.

What is your favorite blog to read recently?

This is a community discussion thread on Lobste.rs where practitioners share and recommend engineering blogs they have been reading. Posted in the ask-programming category, it has attracted 39 comments since being submitted 17 hours ago. The conversation focuses on blogs that offer practical insight beyond what academic papers provide, making it a useful crowdsourced starting point for discovering technical writing with real-world implementation and operational detail.

Mathematicians still don’t know the fastest way to multiply numbers

A Scientific American article examining the open problem of optimal integer multiplication algorithms and why no proven fastest method exists. The piece focuses on a 23-year-old student who overturned a long-standing conjecture about multiplication complexity, challenging assumptions about one of mathematics' most basic operations. The article is relevant to engineers because multiplication algorithms underpin cryptographic systems, arbitrary-precision libraries, and numeric…

More emulation goodness, an Intel Itanium (IA-64) emulator that boots Windows

An engineering writeup describing a working Intel Itanium (IA-64) emulator capable of booting Windows, hosted on Raymii.org. The Itanium architecture used the EPIC instruction set and was retired by Intel in 2021, making emulation relevant for preserving access to legacy IA-64 software and systems. The article was surfaced through Lobste.rs as a practitioner-focused programming discussion. Context is limited to the page title and snippet, so deeper implementation details are…

Shake Blog

Shake Blog is a personal engineering blog by Abhinav Sharma (abhin4v), surfaced through the Lobste.rs community. The blog covers practitioner-focused software engineering topics, likely including implementation details and operational lessons based on the platform context. Beyond the Lobste.rs link and the blog's URL, no specific article content, post titles, or technical claims are available in the supplied context to summarize further.

Running microVMs in Proxmox VE, The Easy Way

A practitioner walkthrough for deploying microVMs across a mixed Proxmox VE cluster of varying hardware capabilities. The author draws on years of experience running four nodes of different specs, ranging from low-power Atom processors with minimal RAM to more capable machines, and explains the specific configuration steps and QEMU/KVM settings needed to get lightweight virtual machines working reliably across heterogeneous hardware.

email encryption

A long-form article examining the history and engineering of email encryption, tracing email's origins to roughly a dozen independent efforts in the 1960s before focusing on how encryption was layered onto a system never designed for confidentiality. The piece is aimed at practitioners interested in the operational and technical challenges of securing a protocol that evolved organically rather than by central design.

The notification that gave up after a minute

An engineering debugging writeup tracing why browser push notifications stopped arriving after roughly one minute of elapsed time. The author describes investigating a stack with four healthy-looking layers, two quiet failures, and a browser timeout that together caused the silent drop. It is relevant to practitioners implementing web push, illustrating how failures can hide across layers without obvious errors until a client-side timeout terminates delivery.