agency-agents: collection of specialized AI age… & Qwen 3.6 27B is the sweet spot for

agency-agents: collection of specialized AI agent personas for automated workflows

msitarzewski/agency-agents

• ★ 119.4k
• ⮂ 19.5k

agency-agents is a Shell-based repository offering a set of specialized AI agents, each designed with a distinct role such as frontend development, community management, or content review. Licensed under MIT, it provides agent definitions that include personalities, processes, and deliverable templates. The repo has accumulated 119,435 stars and 19,537 forks, indicating significant community interest in structured AI agent workflows.

Qwen 3.6 27B is the sweet spot for local development

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A blog post argues that the Qwen 3.6 27B language model hits a practical sweet spot for developers running coding assistants locally rather than relying on cloud APIs. The author pairs the model with llama.cpp and OpenCode, reporting viable performance on a MacBook or an NVIDIA RTX GPU. The post drew 816 points and 573 comments on Hacker News, reflecting strong practitioner interest in self-hosted coding models.

all-MiniLM-L6-v2: lightweight sentence embedding model

sentence-transformers/all-MiniLM-L6-v2

• ♥ 5,019
• ⇣ 244.3M

all-MiniLM-L6-v2 is a sentence-transformers model that maps sentences and paragraphs to a 384-dimensional dense vector space for tasks such as clustering and semantic search. It is licensed under Apache-2.0 and supports multiple runtime formats including PyTorch, TensorFlow, ONNX, Safetensors, and OpenVINO. The model has accumulated 244,269,075 downloads and 5,019 likes on Hugging Face.

What's Next for AI?

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I have been writing about AI for quite a while now, but this is probably the first time I genuinely… Context: Dev.to – Web Dev.

Need a break? Play today's game from The Daily Context.

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• 💬 15

We (at DEV and MLH) are covering AI Engineer's World Fair by printing a physical newspaper called… Context: Dev.to – AI/ML.

Welcome to AI Engineer World’s Fair 2026

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• 💬 6

Welcome to the first edition of the AI Engineer World’s Fair newspaper! On behalf of the organizing… Context: Dev.to – AI/ML.

bge-m3: multilingual sentence embedding model from BAAI

BAAI/bge-m3

• ♥ 3,165
• ⇣ 31.3M

BGE-M3 is a sentence-similarity embedding model designed for multi-functionality, multi-linguality, and multi-granularity text representation. Built on an XLM-RoBERTa architecture, it supports feature extraction across many languages and is compatible with sentence-transformers, PyTorch, and ONNX runtimes. Released under the MIT license, it has accumulated 31,290,962 downloads and 3,165 likes on Hugging Face, reflecting significant adoption for retrieval and similarity tasks.

After a long journey, I've reached a deep burnout

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• 💬 12

Hi everyone, I've been rarely posting on dev, or even being active at all. I've started thinking… Context: Dev.to – AI/ML.

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

google-bert/bert-base-uncased

• ♥ 2,690
• ⇣ 60.9M

bert-base-uncased is a pretrained English language model from Google that uses a masked language modeling (MLM) objective to predict missing tokens in text, making it suitable for fill-mask tasks and downstream fine-tuning. The base-sized model is distributed under the Apache-2.0 license and is available across PyTorch, TensorFlow, JAX, ONNX, and Safetensors formats. It has accumulated 60,862,739 downloads and 2,690 likes on Hugging Face.

career-ops: AI job search assistant built on Claude Code

santifer/career-ops

• ★ 56.7k
• ⮂ 11.2k

Career-ops is an open-source JavaScript job search automation system built on Anthropic's Claude Code, offering 14 skill modes for different stages of the job hunt. It includes a Go-based dashboard, PDF document generation, and batch processing capabilities. The MIT-licensed project has attracted 56,713 stars and 11,208 forks on GitHub, with documentation available in over a dozen languages.

My commit message said "You've hit your session limit"

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A developer recounts setting up a local LLM workflow to automatically write git commit messages. The original approach piped staged diffs to Claude, but API session limits interrupted the process, prompting a switch to local model execution. The post offers practitioners a concrete example of the trade-offs between cloud-based and local LLM tooling for everyday developer productivity tasks.

A native graphical shell for SSH

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• 💬 150

Marcus Lewis proposes a native graphical shell for SSH, arguing that remote interaction should work more like a browser-server model where one device provides a full experience on another. He contrasts this with the current text-only terminal paradigm, suggesting SSH could deliver richer graphical interfaces to remote clients. The proposal has drawn 284 points and 150 comments on Hacker News.

What Actually Happens When You Call an LLM API

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you've felt it. you type a prompt, hit send, and the response starts streaming in under a second…. Context: Dev.to – Web Dev.

Ornith-1.0: self-improving open-source models for agentic coding

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• 💬 39

Ornith-1.0 is an MIT-licensed open-source model project aimed at agentic coding tasks, where AI systems autonomously write, edit, and debug software. The repository presents itself as offering self-improving capabilities, meaning the models are designed to refine their own coding performance over time. It has attracted 602 stars and 54 forks on GitHub, with active community discussion on Hacker News generating 189 points and 39 comments.

skills: CLI tool for open agent skills ecosystem

vercel-labs/skills

• ★ 24.4k
• ⮂ 2,001

Vercel Labs' skills is an open-source TypeScript CLI tool that provides access to the open agent skills ecosystem, runnable via `npx skills`. The repository has accumulated 24,374 stars and 2,001 forks on GitHub, with 815 open issues, indicating significant community adoption. It serves as a command-line interface for discovering and managing agent skills within Vercel's broader tooling landscape.

Apple Neural Engine: Architecture, Programming, and Performance

• ▲ 150
• 💬 22

This is a computer science hardware architecture paper that examines the Apple Neural Engine (ANE), the dedicated inference accelerator integrated into Apple silicon. It covers the ANE's internal architecture, how developers program it, and measured performance characteristics. The paper attracted significant community interest on Hacker News with a score of 150 and 22 comments, suggesting practitioners find its practical insights into on-device ML acceleration valuable.

video-use: open-source tool for editing videos with coding agents

browser-use/video-use

• ★ 12.1k
• ⮂ 1,579

video-use is a Python tool that lets users edit videos through coding agents such as Claude Code. The MIT-licensed repository from the browser-use organization provides a programmatic approach to video editing, where an AI agent manipulates video files based on instructions rather than manual timeline editing. It has accumulated 12,126 stars and 1,579 forks on GitHub.

I added AI background removal to my image converter in a week, in Rust, no Python

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• 💬 2

Part of an ongoing build-in-public series on Convertify, a free image/file converter I build solo…. Context: Dev.to – Rust.

I built an AI Chrome extension with zero backend cost — here's the exact architecture

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• 💬 9

You want to add AI to your Chrome extension. The obvious path: spin up a Node.js server, hold a… Context: Dev.to – Chrome.

OmniRoute: free AI gateway unifying 160+ LLM providers behind one endpoint

diegosouzapw/OmniRoute

• ★ 7,999
• ⮂ 1,354

OmniRoute is an open-source AI gateway written in TypeScript that exposes a single endpoint for routing requests to 160+ LLM providers, over 50 of them free. It integrates with tools like Claude Code, Cursor, and Copilot, uses stacked compression to cut token usage by 15-95%, and includes smart auto-fallback and MCP/A2A support. The repo holds 7,999 stars and is MIT licensed.

The Art of the Misconception

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The easiest way to hide a system is not to make it invisible. It is to make people argue with the… Context: Dev.to – AI/ML.

How I Built a Realistic Page-Flip Engine in the Browser — and Wired It to an AI API

• ♥ 3
• 💬 4

A solo developer's technical deep-dive into rendering, multi-format document parsing, and AI… Context: Dev.to – Ai.

My Next.js 16 Auth Passed Every Test. Five Bugs That Only Showed Up When I Wired It Together.

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• 💬 1

The three-layer model works. Part 1 of this series is the invoice incident that proved it. Part 2 is… Context: Dev.to – Nextjs.

council-of-high-intelligence: multi-LLM AI council for deliberated decisions

0xNyk/council-of-high-intelligence

• ★ 2,113
• ⮂ 211

council-of-high-intelligence is a Shell-based, MIT-licensed tool that routes a single query to 18 AI personas modeled after figures like Aristotle, Feynman, and Kahneman, each backed by different LLM providers such as Claude and Gemini. It runs structured multi-round deliberation across three modes and is invoked with one command. The repository currently holds 2,113 stars and 211 forks.

Building an Offline AI Platform with K3s, Ansible, Argo CD, vLLM, and NVIDIA GPU

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Introduction Running Kubernetes in the cloud is straightforward when every node can reach… Context: Dev.to – DevOps.

Intelli

Intelli is a Customer Support Platform that streamlines conversations and interactions between businesses and their customers across multiple channels using AI. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

VisibAI

VisibAI shows whether your business appears when people ask AI for recommendations, and helps you fix it. It runs queries across six AI platforms (ChatGPT, Perplexity, Claude, Gemini, Mistral, You.com), scores your visibility 0-100, reveals which competitors show up instead, and returns a prioritized fix list plus rea… Worth checking for automation claims, data-access patterns, and human-in-the-loop requirements.

PMB

PMB gives Claude Code, Cursor, Codex and Zed persistent project memory through MCP. It stores decisions, lessons, goals, recent work, project facts and docs in one SQLite workspace on your disk. No cloud, no API keys, no LLM call on the read path. It is open source, offline-first, inspectable/exportable, with a local… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Agent Mode by Receiptor AI

Receiptor AI's Agent Mode is a bookkeeping assistant that automates receipt workflows end-to-end for small businesses and freelancers. It discovers receipts from past and present transactions, extracts contextual data, auto-categorizes expenses, and syncs results directly into Xero or QuickBooks Online. Users can create AI-driven rules and manage documents within the platform, reducing manual data entry.

Spira for Product Hunt Makers

Built by the teams behind Creatify AI, TikTok, CapCut, Meta, Snap and Midjourney — Spira gives you autonomous AI Influencers that run your social media end-to-end 24/7. They catch trends before they peak, create content in your voice, and publish across TikTok, Instagram, X and more. You stay in control through your p… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Meta was secretly running on Google's Gemini the whole time and then got cut off for using too much

A community discussion claims Meta was internally using Google's Gemini models for customer service, ad tools, and content moderation, reportedly preferring them over its own Llama models for performance. According to the post, Google subsequently cut off Meta's access for consuming too much capacity. The claim is unverified and based on a community signal from Reddit's r/artificial subreddit.

Ford rehires veteran engineers after AI fails to meet quality standards

A community-sourced discussion reports that Ford brought back experienced engineers after AI tools failed to meet the company's quality standards. The Reddit thread on r/artificial frames this as a case study in the practical limits of replacing skilled human labor with automated systems. No technical details about which AI systems or engineering domains were involved are available in the supplied context.

To fix the machine that replaced you — a long winded ramble.

A discussion post on r/artificial reflecting on the paradox of human workers being tasked with fixing and maintaining the AI systems that displaced them. The author, who notes they are autistic and has been mistaken for AI-generated text, frames the piece as a personal essay exploring this dynamic. The full content was not accessible at time of capture, so specific arguments cannot be verified.

Palantir and Nvidia Expand Sovereign AI Partnership for US Government

An article reports that Palantir and Nvidia are broadening their partnership to deliver sovereign AI capabilities for the US government. The collaboration likely combines Nvidia's computing infrastructure with Palantir's data integration and analytics platforms, targeting agencies that need on-premises or classified AI deployment. Specific technical details, scope, and timelines are not available from the current source material.

Over 20 publishers sue OpenAI, Microsoft for training ChatGPT with their content

A group of over 20 publishers has filed a lawsuit against OpenAI and Microsoft, alleging that ChatGPT was trained on their copyrighted content without permission or compensation. The legal action adds to a growing wave of litigation targeting AI developers over how they source training data, raising questions about fair use and the sustainability of scraping publisher-owned material for large language models.

MaGi very early training

A community post demonstrates an early-stage AI project called MaGi during its initial training phase, showing the model processing MRI scans. The author links to a GitHub repository (bmalloy-224/MaGi_python) containing the project's source code. The post was submitted to Reddit's r/artificial community but the linked page did not load additional detail beyond a verification prompt, so specific capabilities and architecture details are limited.

I recorded every Claude Code session for 3 months and let agents write it up for me

A developer describes a personal system for tracking AI-assisted coding work by recording every Claude Code session over three months. Each night, an agent processes raw sessions into a summary note covering what was built, decisions made, and open items, while a weekly agent compiles those into broader rollups. The approach addresses the common problem of losing context across extended AI coding interactions.

A native Rust cognitive engine that routes language through a biologically faithful neural substrate

GoldWorm is a native Rust cognitive engine that routes language processing through a biologically faithful simulation of the complete C. elegans roundworm nervous system, comprising 302 neurons in a dual-stream architecture. The project emphasizes full transparency, with every synapse inspectable and no hidden training loops or opaque weights, and it is designed to be memory-safe by construction. It is being discussed in the r/artificial community.

What if AI's failures reveal our vices more than its limits?

A community discussion on r/artificial argues that AI's failures may expose human shortcomings rather than technological constraints. The author proposes that rapid adoption reflects society's appetite for quick answers and convenience over careful thinking, suggesting we should examine our own behavior rather than only questioning machine intelligence. The framing invites practitioners to consider how deployment choices reveal organizational and cultural priorities.

One million passports leaked online

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A data exposure at Cannabis Club Systems, also known as Nefos Solutions, left nearly one million passport records and photo IDs unprotected on the public internet. The documents were accessible without authentication, affecting individuals whose identification was collected by the company's cannabis-dispensary management platform. The incident highlights ongoing risks of unsecured cloud storage handling sensitive government identification documents. The Hacker News discussio…

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

I built a benchmark for multi-turn prompt injection attacks. Most defenses never see them coming.

A community contributor built a benchmark evaluating LLM defenses against multi-turn prompt injection attacks, where manipulation unfolds gradually rather than via a single obvious instruction. Most existing benchmarks test only one-shot attacks, but real adversaries exploit conversations over multiple turns, subtly steering models toward unintended behavior. The findings suggest current defenses are largely unprepared for this slower, more realistic attack pattern.

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

CVE-2026-48558: SimpleHelp Authentication Bypass Vulnerability

This CVE identifies an authentication bypass vulnerability in SimpleHelp remote support software, now listed in CISA's Known Exploited Vulnerabilities catalog, which means it is actively exploited in the wild. The specific affected versions, exploitation mechanism, and technical impact details are not available from the fetched context. Organizations should consult the primary NVD advisory and vendor guidance for patching and mitigation instructions.

Verification: cisa kev confirmed.

CVE-2026-12569: PTC Windchill and FlexPLM Improper Input Validation Vulnerability

CVE-2026-12569 is an improper input validation vulnerability affecting PTC Windchill and FlexPLM, now listed on the CISA Known Exploited Vulnerabilities catalog, which signals active exploitation in the wild. No specific affected versions, CVSS score, or detailed technical description was available from the NVD page at the time of this summary. Mitigation guidance should be obtained directly from the primary advisory and PTC security channels.

Verification: cisa kev confirmed.

CVE-2026-20230: Cisco Unified Communications Manager Server-Side Request Forgery (SSRF) Vulnerability

CVE-2026-20230 is a server-side request forgery vulnerability affecting Cisco Unified Communications Manager, a unified communications and call-handling platform. The flaw could allow an attacker to induce the server to make unauthorized network requests. It is listed in CISA's Known Exploited Vulnerabilities catalog, indicating active exploitation. Precise affected versions and mitigation steps should be confirmed via the primary advisory.

US Supreme Court rules geofence warrants require constitutional protections

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The US Supreme Court has ruled that law enforcement's use of geofence warrants, which sweep smartphone location data for all devices in a defined area, requires constitutional privacy protections. Justice Elena Kagan authored the majority opinion. The decision establishes a Fourth Amendment framework for location-data searches that investigators increasingly rely on, affecting how police conduct bulk digital surveillance.

JavaScript still can't ship a full-stack module

• ♥ 21
• 💬 5

Imagine if there were a way for us to somehow ship a full-stack package that you could plug into your… Context: Dev.to – Web Dev.

CuPy: NumPy and SciPy-compatible GPU acceleration library

cupy/cupy

• ★ 11.9k
• ⮂ 1,084

CuPy is an open-source Python library that implements NumPy and SciPy APIs on NVIDIA GPUs, enabling existing array computing code to run on CUDA hardware with minimal changes. It wraps libraries including cuBLAS, cuDNN, cuRAND, and cuSOLVER. Written in Python under the MIT license, the project has 11,906 stars and 1,084 forks with active development on its main branch.

What is `std::pin::Pin` in Rust?

This blog post explains std::pin::Pin in Rust, a pointer wrapper that guarantees the pointee will not be moved through that pointer. The need for pinning arises from self-referential types, which contain references to their own memory and would become invalid if relocated. The article connects this mechanism to Rust's async futures, where address stability is required for safe polling of generated state machines.

What's wrong with EU age verification? (Nothing)

An essay arguing that criticism of the EU's online age verification framework is largely uninformed or deliberately misleading. The author contends there is nothing fundamentally wrong with the EU's approach, pushing back against common objections circulating in policy and tech discussions. The piece targets practitioners navigating compliance requirements and seeks to separate genuine implementation concerns from misrepresentations of what the regulations actually mandate.

WATaBoy: JIT-ing Game Boy Instructions to Wasm Beats a Native Interpreter

WATaBoy is a Game Boy emulator that achieves higher performance than a native interpreter by dynamically recompiling SM83 CPU instructions into WebAssembly at runtime. The approach matters because it sidesteps the platform restrictions that normally prevent JIT compilation on iOS, where executing dynamically generated native code is disallowed. By targeting WebAssembly instead of native machine code, the emulator gains portability across browser and mobile environments while…

Typst: Designing for Incrementality

This is a conference talk by Laurenz Mädje (Typst's creator) presented at RustWeek, covering how Typst's design enables incremental document compilation. Typst is a document typesetting system built in Rust, described as combining a principled programming language with Markdown-like syntax. The talk focuses on the engineering trade-offs and implementation strategies that allow Typst to recompile only what changes, making it responsive during editing.

.self: A new top-level domain designed to support self-hosting

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The Human-Centered Computing Foundation proposes a new top-level domain called .self intended to support individuals who self-host their digital services. The initiative argues that current internet infrastructure has been leveraged against individual autonomy, and .self would provide a recognizable namespace for personal servers, identity, and data ownership. The proposal is currently generating substantial community discussion on Hacker News with 438 points and 254 comment…

Claude Code to Outlook via pywin32 — no MCP, no permission, no problem.

• ♥ 1
• 💬 2

I work on a locked-down enterprise Windows machine. Can't register an Azure app. Can't install… Context: Dev.to – Python.

Upstream FTP

Upstream is a native, modern, and lightweight FTP/SFTP client built exclusively for macOS. Designed for speed and seamless integration, it ditches heavy, outdated interfaces to give developers and sysadmins a fast, secure, and beautiful file transfer experience. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Sami

Still manually checking ad performance across 4 different platforms? Sami automates it. Build rules that pause underperformers, control budgets, and adjust pacing in real time — across Google, Meta, LinkedIn, and YouTube. One platform. Zero babysitting. Trusted by marketers managing $3M+ in ad spend. Start your free t… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Outpaint – Ad Reframe

UGC ads reframed for TV by Outpaint.com. Vertical ads (9:16) expanded into widescreen (16:9) for connected TV, while keeping the original footage pixel perfect. Outperforms pillarboxing and side blur. Worth checking for automation claims, data-access patterns, and human-in-the-loop requirements.

Crest

Crest is a Mac notch app that turns your MacBook's notch into a hub: Now Playing, a dashboard, system stats, calendar, tasks, translation and more. Free, Pro $19.99. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

ReadHere

A lightweight reader for your PDFs and EPUBs, entirely in your browser; no install, no account, no ecosystem. Highlight both formats, keep a per-book journal, and read offline. Your files stay on your device. Sync to your own Google Drive coming soon. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Rocketlab acquires Iridium

• ▲ 394
• 💬 257

Rocket Lab announced an agreement to acquire Iridium, combining launch and satellite communications capabilities under one company. The deal is described as historic for creating a fully integrated space services provider. The Hacker News discussion drew 394 points and 257 comments, with practitioners examining implications for the launch market, satellite operations, and consolidation trends in the commercial space sector.

Free the Icons

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• 💬 103

An opinion piece by Paul Kafasis of Rogue Amoeba arguing that Apple should remove its prohibition on shapes inside macOS app icons. The post is generating substantial developer interest, with 379 points and 103 comments on Hacker News, reflecting ongoing frustration among Mac developers with Apple's icon design guidelines that restrict what visual elements can appear in app icon artwork.

TanStack Query style caching, the Angular-native way

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• 💬 2

Angular has signals now – and as of 19.2, even a signal-based way to fetch: httpResource, built on… Context: Dev.to – Web Dev.

Abandoning Abstractions: Manually Crafting EtherNet/IP Packets Almost Broke Me

• ♥ 5
• 💬 1

By RUGERO Tesla (@404Saint). There is a persistent illusion in Industrial Control Systems (ICS)… Context: Dev.to – Ics.

The URL Is Your Best State Manager

• ♥ 3

There's a category of bug I see in almost every SPA I touch: the user applies a filter, sorts a… Context: Dev.to – Webdev.

I Built a Signal Protocol Messenger from Scratch with X3DH, Double Ratchet, Safety Numbers, P2P File Transfer

• ♥ 2
• 💬 2

Most developers think TLS means secure. It doesn't. TLS protects the transport. The server still… Context: Dev.to – Security.

When Impressive Performance Gains Do Not Matter

An engineering essay by Colin Breck examining scenarios where large performance improvements, even order-of-magnitude gains, deliver no meaningful business or customer value. Drawing from extensive career experience in performance work, the author argues that efficiency gains only matter when they enable fundamentally new capabilities rather than incremental improvements to already-adequate systems. The piece is aimed at engineers deciding where to invest optimization effort.

The end of the AArch64 desktopexperiment

A practitioner's retrospective on roughly eleven months of daily use of an AArch64 (ARM64) desktop computer, concluding the experiment and presumably covering what worked, what didn't, and why the author moved on. It is part seven of an ongoing series documenting attempts to use an AArch64 system as a primary workstation, following earlier entries tracking the experience from day one onward.

The AT-URI Syntax Mess

This is a practitioner-focused analysis arguing that AT URIs, the identifier scheme used in the AT Protocol (Bluesky's underlying network), are not valid URIs under IETF RFC-3986. The author details the syntactic conflicts, explains the practical impact on tooling and standards compliance, and outlines possible paths forward. The piece is written by bryan newbold and examines one of the specification's notable rough edges.

Loko Scheme 0.13.0

Loko Scheme 0.13.0 is the latest release of a Scheme programming language implementation maintained by Göran Weinholt. The release is distributed as source code and includes a bootable disk image for 64-bit PCs, allowing it to run directly on bare hardware without a host operating system. Release signatures are provided via GnuPG key 0xDD839B748F10AD4D.

Spindle's new microVM engine

Spindle is a new execution engine for Tangled's CI runners, which are called spindles and support a pluggable interface for workflow execution. The engine uses microVMs to run continuous integration jobs, replacing or complementing existing runner backends. Tangled positions itself as a next-generation social coding platform, and this change targets how isolated build and test workloads are provisioned and run.

Canvas patch: we need testers

The Canvas patch is an in-development addition for Emacs that is described as nearly complete, but its maintainer is requesting broader testing before release. The current priority is verifying the MS Windows port, which appears to be the least exercised part of the patch. The author is recruiting practitioners who can run the software on Windows and report issues back to help stabilize the feature.

Type-checked non-empty strings

This is a Haskell programming article demonstrating a technique for enforcing non-empty strings at the type level rather than through runtime checks. It is framed as a koan, focusing on a small, uncommon approach the authors have used in practice. The goal is to share a specific pattern that leverages Haskell's type system to catch empty-string errors at compile time, eliminating a class of bugs before code ever runs.

Revisiting Yliluoma’s ordered dither algorithm

This article by Pekka Väänänen examines Joel Yliluoma's 2011 ordered dither algorithm, a method for reducing color depth in images while preserving visual quality through ordered dithering patterns. The author revisits the algorithm's implementation details, testing variants such as EMA-Constant and Knoll at 10% strength, offering practitioners concrete insights into how the technique performs with different parameter choices.

Evaluation order and nontermination in query languages

An article examining how evaluation order affects termination in declarative query languages such as Datalog. The author presented related work at FLOPS on λFS, an approach to combining functional programming with relational programming in the tradition of Datalog and SQL. The piece targets language designers and practitioners working on query evaluation strategies who need to reason about when recursive or relational queries will or will not terminate.

Memory Safe Context Switching

This is an engineering article from the Fil project documenting support for memory-safe context switching via the ucontext family of APIs. Introduced in release 0.680, the feature covers setcontext, getcontext, makecontext, and swapcontext, though users currently must build from source to experiment with these functions. It is relevant to systems programmers working with user-space coroutine or fiber scheduling.