Superpowers AI Methodology, CRISPR Cancer Tech, Embedding Models – Jun 12

superpowers: methodology for AI coding agents

obra/superpowers

• ★ 225.9k
• ⮂ 20.1k

Superpowers is a software development methodology and skills framework designed to be used by autonomous coding agents. It provides a set of composable skills combined with initial instructions that guide an agent on how to correctly apply them during development tasks. The repository has accumulated 225,942 stars and 20,080 forks, indicating significant interest in structured agent workflows.

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

sentence-transformers/all-MiniLM-L6-v2

• ♥ 4,937
• ⇣ 224.5M

all-MiniLM-L6-v2 is a compact sentence embedding model that maps text to a 384-dimensional vector space for tasks like semantic search and clustering. It runs in PyTorch, TensorFlow, ONNX, OpenVINO, and Rust, and is licensed under Apache-2.0. The model has accumulated 224,481,337 downloads and 4,937 likes on Hugging Face.

BGE-M3: versatile multilingual sentence embedding model

BAAI/bge-m3

• ♥ 3,104
• ⇣ 28.7M

BGE-M3 is an MIT-licensed sentence embedding model built on the XLM-RoBERTa architecture for sentence similarity and feature extraction tasks. It is distinguished by its multi-functionality, multilingual support, and ability to handle inputs of varying granularity. The model has accumulated 28,679,229 downloads and 3,104 likes, demonstrating significant adoption in the sentence-transformers ecosystem.

BERT-base-uncased: English masked-language model

google-bert/bert-base-uncased

• ♥ 2,682
• ⇣ 56.2M

BERT-base-uncased is a pretrained English language model that uses a masked language modeling objective to predict hidden tokens in text, forming the base for many downstream NLP tasks such as classification and question answering. Released by Google and licensed under Apache-2.0, it supports multiple frameworks including PyTorch, TensorFlow, JAX, ONNX, and Rust. The model has accumulated 56,153,648 downloads and 2,682 likes on Hugging Face.

agency-agents: AI specialist agents for task automation

msitarzewski/agency-agents

• ★ 112.3k
• ⮂ 18.3k

agency-agents is a collection of AI agents designed to function as a complete agency staff, handling specialized roles from frontend development to community management. Each agent has a distinct personality and workflow tailored to deliver specific outcomes. The project has accumulated 112,345 stars and 18,333 forks, reflecting a high level of interest in the approach of using role-specific LLM personas to automate complex workflows.

My daughter asked if developers used to write code by hand, but it was the follow-up question that surprised me.

• ♥ 49
• 💬 10

This is a brief personal essay on Dev.to in which a developer recounts a conversation with his 11-year-old daughter, Emma, who has started 'vibe coding' with AI assistance and is surprised to learn that programmers manually typed each character in an IDE until very recently. The piece highlights how quickly AI-assisted coding is reshaping expectations of software development. It has received 10 comments.

I Am Not a Reverse Centaur

• ▲ 229
• 💬 161

Miguel Grinberg argues that relying on large language models for software development is incompatible with how he works, even setting aside ethical or environmental concerns. The piece is a follow-up to an earlier post and expands on his view that AI-assisted coding does not fit his needs, a stance that sparked significant debate and drew 229 points and 161 comments on Hacker News.

"Don't You Just Upload It to ChatGPT?"

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• 💬 198

Can ChatGPT replace translators? A freelance translator shares a funny Ottawa story about AI translation, professional judgment and why human expertise still matters.

How to setup a local coding agent on macOS

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• 💬 58

This is a technical walkthrough explaining how to run large language models locally as a coding agent on Apple hardware. The guide leverages llama.cpp to run Gemma 4 26B-A4B and Qwen3.6 35B-A3B with Multi-Token Prediction speculative decoding for faster inference and multimodal support. The setup ensures development continuity during internet outages, earning 177 points and 58 comments on Hacker News.

Slightly reducing the sloppiness of AI generated front end

• ▲ 150
• 💬 102

This blog post outlines pragmatic techniques for improving the visual quality and structure of front-end code produced by AI assistants. The author shares concrete strategies aimed at personal projects where speed is critical, focusing on reducing the common formatting inconsistencies typical of AI outputs. The piece has generated significant community discussion, accumulating 150 points and 102 comments on Hacker News.

agent-skills: AI coding agent engineering skills library

addyosmani/agent-skills

• ★ 56.7k
• ⮂ 6,110

This repository provides a curated set of production-grade engineering skills intended to improve the effectiveness and reliability of AI coding assistants. Authored by Addy Osmani, the collection offers architectural and development guidance that can be integrated into agent workflows to solve real-world software problems. The project has accumulated 56,699 stars and 6,110 forks.

Maxproof

• ▲ 123
• 💬 10

MaxProof is an arXiv paper proposing a method to scale automated mathematical proof using generative-verifier reinforcement learning combined with population-level test-time scaling. The approach trains models to both generate and verify proofs, aiming to improve reliability and pass rates on challenging formal mathematics benchmarks. The submission is dated 11 Jun 2026 and has garnered 123 points on Hacker News with 10 comments, indicating active technical discussion around…

asgeirtj/system_prompts_leaks

• ★ 41.9k
• ⮂ 6,927

This repository collects and publishes extracted system prompts used by major AI products including Anthropic's Claude variants, OpenAI's ChatGPT and GPT models, Google's Gemini, xAI's Grok, and development tools like Cursor, Copilot, and Perplexity. With 41,857 stars and 6,927 forks, it is updated regularly and was notably referenced by The Washington Post for revealing the hidden instructions governing AI assistant behavior.

A PDF that changes based on how its read

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• 💬 56

This is an article introducing the concept of an adaptive PDF, a visual document format that displays normally for human readers while simultaneously exposing clean markdown structure for machine extractors and language models within the same file. The author outlines the core idea in a 926-word text dated March 22, 2026. The concept addresses the inherent limitation of PDFs as purely visual formats by embedding dual-purpose structure.

Mattermost: open-source collaboration platform for Dev teams

mattermost/mattermost

• ★ 37.6k
• ⮂ 8,711

Mattermost is a self-hosted, open core collaboration platform designed primarily for secure communication across the software development lifecycle. It integrates chat functionality with workflow automation, voice calling, screen sharing, and AI capabilities. The repository has accumulated 37,608 stars and 8,711 forks, reflecting its widespread adoption as an alternative to proprietary messaging tools for enterprise engineering teams.

You Fixed the Rate Limits. Now Your Agent Fails Quietly.

• ♥ 10
• 💬 13

This article explains that capacity fixes like retries, fallbacks, and caching improve availability but introduce a risk of agents failing quietly by acting on output they did not freshly earn. It argues that uptime and correct uptime are distinct SLOs and offers guidance on how to engineer the second one. The piece follows previous work on rate limits.

The Real AI Coding Breakthrough Is Not More Context. It Is Better Diagnostics.

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• 💬 4

The article argues that the next significant improvement in AI-assisted software development will come from enhanced diagnostics rather than simply feeding models more context. Drawing on the author's firsthand experience building a complex frontend and backend system using OpenAI's Codex, it explains that actionable diagnostic feedback is essential for overcoming practical coding bottlenecks. The piece has generated 4 comments on Dev.to.

PM Skills Marketplace: AI plugins for product decisions

phuryn/pm-skills

• ★ 16.9k
• ⮂ 1,736

PM Skills Marketplace is a curated collection of over 100 agentic skills, commands, and plugins designed to assist with the full lifecycle of product management from discovery through strategy, execution, launch, and growth. The project acts as an AI operating system for better product decisions and has accumulated 16,929 stars and 1,736 forks on GitHub.

The Death of Note-Taking and the Rise of the Digital Scribe

• ♥ 7
• 💬 1

This Dev.to article discusses the shift from traditional note-taking to AI-assisted digital scribes, continuing a prior series where the author built a tool called the Sovereign Vault to verify truth in existing records. The piece explores how digital tools are changing record-keeping, though the fetched context provides limited detail beyond the introductory premise linking verification to modern documentation workflows.

Auto-verifying your AI-SRE's fixes against your real cluster, with mirrord

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• 💬 1

This article explains how to integrate mirrord exec into an AI-driven Site Reliability Engineering (AI-SRE) loop, ensuring that every automated fix is tested against a real Kubernetes cluster before a human reviews it. It targets teams adopting tools like Resolve AI, incident.io's Investigator, or Datadog Bits, and notes that a follow-up piece will demonstrate the workflow with HolmesGPT.

I Built a Python Agent That Uses a Vector DB as Memory, Not Retrieval

• ♥ 5
• 💬 2

This article details the construction of a Python agent that uses a vector database for memory rather than standard retrieval-augmented generation. The author explains that while vector databases are typically used to store and retrieve document chunks, this implementation utilizes the database to give the agent persistent recall capabilities, moving beyond simple text retrieval at inference time.

DiffusionGemma: How Google's New Open LLM Hits 1,000 Tokens/sec and Changes Inference Economics

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DiffusionGemma is an Apache 2.0-licensed, diffusion-based large language model from Google that generates text up to 4x faster than standard autoregressive models. It achieves over 1,000 tokens per second on a single NVIDIA H100 GPU and fits within 18 GB of VRAM, making it deployable on consumer hardware such as an RTX 4090. The article covers the architectural trade-offs introduced by using a diffusion approach for text generation and provides guidance on deploying the mode…

Permission Is Not Purpose: The Next Failure Mode in Agent Memory (CLAIM-29)

• ♥ 4
• 💬 24

This article identifies a failure mode in AI agent memory systems where a legitimately authorized instruction can still lead to inappropriate actions. The author argues that merely verifying if an agent has the correct permission or access grant is insufficient; the system must also verify the underlying purpose of the request to prevent the automated execution of actions that, while technically permissible, violate organizational intent. The discussion has generated 24 comm…

train-llm-from-scratch: end-to-end LLM training tutorial

FareedKhan-dev/train-llm-from-scratch

• ★ 5,820
• ⮂ 784

This repository provides a hands-on guide for training a large language model entirely from scratch using PyTorch. Based on the "Attention is All You Need" paper, the project walks users through the full pipeline from downloading data to generating text. The tutorial has garnered 5,820 stars and 784 forks, reflecting substantial community interest in foundational LLM education.

OpenMed: on-device clinical AI assistant

maziyarpanahi/openmed

• ★ 3,172
• ⮂ 303

OpenMed is an open-source application designed to run AI-driven clinical tools directly on a user's device. It prioritizes data privacy by ensuring clinical text never leaves the local machine, a critical requirement for handling sensitive patient information. The project currently has 3,172 stars and 303 forks on GitHub.

agentsview: local analytics dashboard for AI coding agents

kenn-io/agentsview

• ★ 2,060
• ⮂ 196

Agentsview is a local-first session intelligence and analytics dashboard designed to track activity and costs across AI coding agents such as Claude Code and Codex. The tool supports more than 20 different agents, allowing developers to browse, search, and monitor their usage entirely on their local machines. Additionally, the project functions as a faster replacement for the ccusage utility. The repository has accumulated 2,060 stars and 196 forks.

Qursor

Qursor is a Chrome extension that lets developers point at any UI element and copy structured context such as selectors, classes, styles, fonts, colors, and spacing directly to an AI agent. It was built to solve the problem of wasted AI tokens caused by vague screenshot descriptions that lead agents to edit the wrong elements, thereby preventing burned credits and improving accuracy.

Bob's CLI

Bob's CLI is a locally run AI coding assistant that operates entirely on a developer's own hardware with zero API costs and no data leaving the machine. It auto-detects local AI models and uses behavioral DNA profiling to adapt to a user's specific workflow. The tool requires explicit approval before writing any code and performs autonomous code reviews directly within the terminal environment.

Meet Warren 3.0

Warren 3.0 is a free AI agent that generates a long-term financial plan for a user in roughly ten minutes. Aimed at individuals who want to plan from home, it converses about money and produces a personalized plan. The product has attracted 359 followers on its Product Hunt listing. It is categorized as a financial planning tool and is offered at no cost.

Datacenter & AI water use is overblown

This is a community discussion thread on r/artificial pushing back against claims that AI and datacenter water usage is a crisis-level issue. The poster offers counter-arguments and talking points for engineers engaging with critics, covering water consumption alongside related concerns about jobs and power. The thread acknowledges that data centers do consume water for cooling densely packed compute hardware, but contextualizes the scale of that usage.

Google's Genie 3 turns a text prompt into a playable open world you can explore. It's rough now. Future of games, or a tech demo?

Google's Project Genie is a generative AI model that creates playable, open-world 3D environments users can navigate in real time based on a text prompt or uploaded image, requiring no code or game engine. Community members have used it to build prototype experiences such as a GTA-style recreation of Istanbul, though current outputs are described as unpolished and the project's practical readiness remains an open question among practitioners.

This 2000s photo is 100% AI-generated. Be honest: how many details did you check before scrolling?

A Reddit thread in r/artificial showcases a photorealistic AI-generated image styled to look like an authentic 2000s-era photograph and asks readers how many visual details they actually inspected before scrolling past. The discussion underscores how quickly generative image quality has reached a point where casual viewers routinely fail to distinguish synthetic vintage photography from genuine pictures without deliberate scrutiny.

Continual learning in mid-2026. A map of everyone trying to crack it: memory layers, "dreaming" agents, and the Post-Transformer models that learn inside the network

This article maps the current research efforts to solve continual learning, the ability of a model to improve continuously from experience without forgetting previously learned information. It references Llion Jones's claim that 2026 is the continual learning year and the Sutton and Silver "era of experience" framing, surveying approaches that include memory-augmented layers, agents that rehearse via dreaming, and post-transformer architectures that embed learning directly i…

We are treating AI like a magic trick instead of software, and it’s making agents unmaintainable.

The article argues that developers are building AI agent systems as if they are magic tricks rather than dependable software, which leads to severe maintainability problems once prototypes move toward production. The author, experienced with multi-agent workflows, observes that initial demos look impressive but the architecture breaks down without disciplined engineering practices.

Claude Fable made me realize I don't need a better model

A community post discusses a user's experience with Anthropic's Fable, described as a Mythos-lite model, concluding that newer large language model releases no longer materially improve their personal workflow. The author tested Fable on security-related research for personal scripts and a few other routine tasks, finding that the model's capabilities met practical needs without requiring upgrades to stronger alternatives.

How accurate are LLM's right now?

A Reddit thread on r/artificial poses a practical question about the real-world reliability of large language models such as ChatGPT and Grok. The original poster observes that ChatGPT seems increasingly accurate on heavily discussed topics compared to other sources, but lacks hard data to confirm this impression. The discussion centers on where to find credible benchmarks or evaluations measuring LLM factual accuracy.

What project are you working on and what problem does it solve?

This is a community discussion thread on Reddit's r/artificial where the poster invited members to describe the AI projects they are currently building and the specific problems those projects address, prompted by noticing many people mention secretive work that could change the industry. The thread functions as an informal show-and-tell for practitioners working on applied AI tools, research, or products to share progress and use cases with peers.

The $20K/Month Website Redesign Blueprint Nobody Talks About

This is a discussion post on Reddit's r/artificial community written for web agency owners seeking consistent clients and scalable systems. The author, who has run a web agency for four years, explains that they only began seriously integrating AI into their workflow within the last year. The post promises a detailed redesign blueprint, though the actual verification of specific claims could not be completed due to content access restrictions.

AI Agent Bankrupted Their Operator While Trying to Scan DN42

This blog post by Lan Tian recounts an incident where an autonomous AI agent, tasked with scanning the DN42 decentralized network, generated unexpectedly high costs on AWS and effectively bankrupted its operator. The article details the sequence of events from the initial encounter through the agent's own pull request, serving as a cautionary tale about the financial risks of letting automated agents loose on cloud infrastructure without strict spending controls.

German court ruling declares Google's AI Overviews are Google's own words and makes it liable for false answers

A regional court in Germany has ruled that Google is directly liable for the content generated by its AI Overviews, treating the outputs as the company's own words. The judgment strips away previous limited liability protections normally afforded to search engine operators because the AI had falsely linked two publishers to fraud, legally establishing a new standard of accountability for automated search summaries.

WASI 0.3 Launched

WASI 0.3.0 is the newly ratified stable specification for the WebAssembly System Interface that officially makes async operations native to WebAssembly Components. The WASI Subgroup voted to rebase WASI onto the WebAssembly Component Model's async primitives, providing a standardized, stable foundation for building asynchronous programs that run outside the browser.

Reuse Less Software

Reuse Less Software is an essay arguing that software supply-chain attacks are growing largely because the cost model for sharing code has shifted, not because software maintenance itself has fundamentally changed. It examines how the current ecosystem arrived at heavy dependency reuse and proposes that practitioners should intentionally write more of their own code rather than relying on small, often-unmaintained packages from public registries to reduce attack surface.

our workplace LLM mass delusion

The article argues that current in-house workplace demonstrations of large language model technology are embarrassing, led by the wrong people, and likely should not happen at all. The author anticipates that the industry will look back on current AI workplace hype with confusion and embarrassment if models become closed, expensive, or fail to deliver on their promises.

Malware developers added nuclear and biological weapons text to to their spyware

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Security researchers have identified spyware where developers inserted text referencing nuclear and biological weapons, an unusual addition that may serve as a deliberate detection trigger or obfuscation layer. The discovery surfaced in a technical discussion attracting 233 points and 157 comments on Hacker News, though the underlying malware family and its deployment context remain unspecified in the available source material.

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

WordPress.org now distrusts my commits by default. As a plugin author, I think that’s right.

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This article describes a recent change where WordPress.org now distrusts plugin author commits by default, delaying new versions by roughly 24 hours before they reach user sites. The author initially feared they had broken something upon seeing the warning but ultimately argues that this heightened scrutiny is the correct approach to protect end users from compromised accounts.

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

RAG-Based Testing Series — Part 4: Edge Cases — What Breaks RAG & How to Catch It

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This article is the fourth part of a series focused on testing Retrieval-Augmented Generation systems, addressing the specific failure modes that standard happy-path testing often misses. It details how to identify and test edge cases such as empty knowledge bases, conflicting context, out-of-scope queries, and adversarial inputs. The guide demonstrates how to implement tests for each of these vulnerabilities using Python.

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

NVIDIA SkillSpector: security scanner for AI agent skills

NVIDIA/SkillSpector

• ★ 3,400
• ⮂ 261

SkillSpector is an open-source security scanner built by NVIDIA that inspects AI agent skills for vulnerabilities, malicious patterns, and general security risks before they are installed. The tool allows developers and security teams to audit third-party or custom agent capabilities prior to deployment, aiming to mitigate potential threats. The repository has accumulated 3,400 stars and 261 forks.

Verification: public data.

CVE-2026-35273: Oracle PeopleSoft Enterprise PeopleTools Missing Authentication for Critical Function Vulnerability

CVE-2026-35273 is a missing authentication vulnerability for a critical function in Oracle PeopleSoft Enterprise PeopleTools, allowing unauthenticated access to sensitive operations. The flaw is confirmed to be listed on the CISA Known Exploited Vulnerabilities catalog, indicating active exploitation risk. Detailed affected versions and specific impact metrics are not available in the provided context, so the primary advisory should be consulted for mitigation guidance.

CVE-2026-10520: Ivanti Sentry OS Command Injection Vulnerability

CVE-2026-10520 is a confirmed OS command injection vulnerability affecting Ivanti Sentry, and it currently appears on the CISA Known Exploited Vulnerabilities catalog. Because the flaw enables unauthenticated attackers to execute arbitrary commands on the underlying operating system, administrators should prioritize applying patches and following official mitigation guidance from Ivanti and NVD. The fetched context from NVD confirms the catalog entry but omits technical deta…

CVE-2026-11645: Google Chromium V8 Out-of-Bounds Read and Write Vulnerability

CVE-2026-11645 is a confirmed security vulnerability in the Google Chromium V8 JavaScript engine that allows out-of-bounds memory read and write operations. The flaw is listed on the CISA Known Exploited Vulnerabilities catalog, meaning it poses significant active risk. Engineers should consult the primary advisory for affected versions and apply mitigations immediately.

CVE-2026-7473: Arista Extensible Operating System Incomplete Comparison with Missing Factors Vulnerability

CVE-2026-7473 is a confirmed vulnerability in Arista Extensible Operating System involving an incomplete comparison with missing factors. Listed on the CISA Known Exploited Vulnerabilities catalog, it requires verification of the primary advisory, affected versions, and mitigation guidance. Specific technical details regarding exploitability and impact are unavailable in the provided context.

CVE-2026-20245: Cisco Catalyst SD-WAN Manager Improper Encoding or Escaping of Output Vulnerability

CVE-2026-20245 is a confirmed vulnerability in Cisco Catalyst SD-WAN Manager caused by improper encoding or escaping of output. The flaw is listed on the CISA Known Exploited Vulnerabilities catalog, meaning federal agencies and critical infrastructure operators are required to remediate it under binding operational directives. Specific affected versions, exploitation mechanics, and mitigation guidance should be verified through the primary Cisco security advisory.

CVE-2026-42271: BerriAI LiteLLM Command Injection Vulnerability

CVE-2026-42271 is a command injection vulnerability affecting BerriAI LiteLLM, a library used to proxy and manage calls to large language models. The flaw allows an attacker to execute arbitrary commands through the application. It is listed on the CISA Known Exploited Vulnerabilities catalog, indicating it has been confirmed to be actively exploited in the wild and requires urgent remediation by federal agencies and other organizations.

CVE-2026-50751: Check Point Security Gateway Improper Authentication Vulnerability

CVE-2026-50751 is an improper authentication vulnerability affecting Check Point Security Gateway products. The flaw has been confirmed and listed in the CISA Known Exploited Vulnerabilities catalog, indicating active exploitation in the wild has been verified by the US government. Affected organizations should consult the primary advisory from Check Point and CISA for specific impacted versions and required mitigation steps, as federal agencies are typically mandated to pat…

Hundreds of AUR packages attacked by infostealer

A coordinated infostealer attack compromised hundreds of Arch Linux User Repository (AUR) packages, a critical supply chain incident for a distribution where users routinely build software from these community-maintained build scripts. The Arch Linux mailing list thread documents the discovery and ongoing response, noting suspicious or malicious updates, including one affecting the alvr package, as maintainers work to identify and mitigate affected repositories.

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

restic: fast, secure open-source backup program

restic/restic

• ★ 34.3k
• ⮂ 1,790

Restic is an open-source command-line backup program designed to be fast, efficient, and secure when storing file system snapshots. It encrypts all backup data locally before sending it to a destination, protecting the contents of the archive. The project is actively developed and has accumulated 34,344 stars and 1,790 forks on GitHub, making it a heavily utilized data protection utility.

Tolaria: cross-platform markdown knowledge-base manager

refactoringhq/tolaria

• ★ 15.7k
• ⮂ 1,074

Tolaria is an open-source desktop application for macOS, Windows, and Linux that lets users manage markdown knowledge bases. The repository has garnered 15,728 stars and 1,074 forks on GitHub, reflecting significant early interest from the developer community.

I built a 3KB alternative to replace zxcvbn (389KB) without detection loss

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The author has released a 3 KB gzip JavaScript library designed to replace zxcvbn, the widely used password strength estimator, which is 389 KB gzipped and has not received a commit since 2017. While maintaining equivalent detection loss, the alternative addresses size constraints for modern web applications relying on the older tool that currently sees 1M npm weekly downloads.

Firma.dev

Firma.dev is an electronic signature API built for startups and SaaS companies that need to embed signing workflows without high minimum costs or long contracts. It charges roughly $0.029 per envelope, which it positions as about 99 percent cheaper than DocuSign's API pricing. Integration uses a REST API with embeddable template and signing editors, designed to take hours rather than weeks.

How I made a 60fps Eink monitor, the Modos Flow

The Modos Flow is an open-source Eink monitor engineered to operate at 60 frames per second. The creator shares the engineering process behind building this custom display hardware, offering practitioners insight into driving Eink panels well beyond their typical refresh rates. The project is available for purchase through CrowdSupply and the design remains open source.

Nix Flakes and their Guix Equivalents

This article is a practical comparison mapping the mechanisms of Nix Flakes to their corresponding concepts in GNU Guix. The author argues there is no single direct equivalent to a flake in Guix, a distinction that forms the core of the analysis. The guide is designed for users of either package manager who want to understand the architectural and operational differences between the two systems.

Turn your site into a place people can bump into each other

Town Square is a small JavaScript widget that website operators can embed to show when other visitors are browsing the same page, aiming to restore a sense of shared presence on otherwise static personal sites. The author released the feature on June 12, 2026 after running it as an experiment on their own website, where it renders as a small section at the bottom of every page.

Orthodox C++ (2016)

Orthodox C++ is a set of coding guidelines advocating the use of a minimal, stable subset of C++ that avoids complex modern features. It recommends sticking to a C++ style that closely resembles C, deliberately eschewing exceptions, RTTI, heavy templates, and the newest standard library additions. The approach targets game and systems developers who prioritize maximum portability, deterministic behavior, fast compile times, and full debuggability across platforms.

apple/container: Linux containers via lightweight VMs on Mac

apple/container

• ★ 35k
• ⮂ 974

apple/container is a Swift-based tool for creating and running Linux containers as lightweight virtual machines on macOS, optimized for Apple silicon hardware. The project has garnered 34,991 stars and 974 forks, indicating significant developer interest in a native container solution tailored to Apple's platform.

How I Recovered 35GB on a Production Server by Moving Docker Builds Off It

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A DevOps post-mortem detailing how performing Docker image builds directly on a production DigitalOcean droplet caused 35GB of disk consumption, and how relocating the build process elsewhere recovered that space. The server was already running a dozen containerized apps, and the accumulated build cache and intermediate layers from in-place builds were the primary culprit. The author argues production servers should never double as build machines.

MasterDnsVPN: Advanced DNS tunneling VPN for censorship bypass

masterking32/MasterDnsVPN

• ★ 5,983
• ⮂ 538

MasterDnsVPN is an open-source DNS tunneling VPN designed to bypass internet censorship by encapsulating traffic within DNS queries. It is engineered to outperform alternatives such as DNSTT and SlipStream by implementing low-overhead Automatic Repeat reQuest (ARQ) mechanisms and resolver load balancing to maintain stability and speed even under high packet-loss conditions. The repository has accumulated 5,983 stars and 538 forks.

Tide

Tide is a mobile iOS application that lets users record multi-layered sound sketches by stacking takes onto a single tape. Users can hum a bassline, beatbox over it, and sing the hook while the waveform paints itself in real time. The app allows scrubbing like vinyl, looping specific parts, and exporting to tools like Choppa or a DAW without requiring a subscription or cloud service.

Pond

Pond is a market infrastructure platform that enables verified startup founders to raise capital, acquire customers, and access a network of over 20,000 contributors in a single hub. The platform offers Stripe-verified metrics alongside Vault-protected funding, and it has facilitated over 10,000 bounty submissions with more than $36,000 distributed. One participating startup successfully raised $150,000 in three minutes. The product is launching today and currently has 308 f…

A columnar database for analytics in pure Clojure

Flatiron is a columnar analytics library implemented entirely in Clojure, designed for working with data in a column-oriented format. The project is MIT-licensed and currently has 17 stars on GitHub with 0 forks. It focuses on providing a native Clojure solution for analytical data processing tasks.

There Is Life Before Main in Rust

This article explores techniques for executing Rust code before the standard main function runs, a pattern sometimes needed for static initialization or infrastructure setup in systems programming. The author demonstrates the underlying mechanics using Rust's linker integration and attribute-based constructors, noting the trade-offs around portability and debugging complexity that practitioners should weigh before adopting the approach in production code.

CueBuddy

CueBuddy is an iOS teleprompter application for iPhone and iPad that automatically scrolls a script in real time by following the speaker's voice. Designed for creators recording talking videos, courses, speeches, and vlogs, the app pauses the script when the speaker pauses and resumes scrolling when speech continues, removing the need to manually control scrolling speed. The Product Hunt page notes 135 followers for the launch.

HyperSleep

HyperSleep is a mobile app that keeps social media locked until on-device multi-sensor detection confirms the user has actually slept, removing the need for willpower-based screen-time limits. It auto-starts at bedtime, runs entirely on-device, and is launching today on Product Hunt with 251 followers.

Keep

Keep is an iOS and macOS application that replaces the default clock with full-screen 3D ambient displays. It functions as a StandBy-style charging screen on the iPhone using Apple's Shortcuts automation and acts as an animated replacement for static Mac screensavers. The app features visual styles including holographic, glass, jelly, and wireframe. The product currently has 105 followers.

KOSH Money

KOSH Money is a newly launched financial product offering USD accounts and credit cards specifically for freelancers and creators across Asia, and it currently holds a 5.0 rating with 2 reviews and 274 followers. The service enables users to receive direct payments from global clients and platforms like Upwork, hold USD balances reliably, and spend via credit card without the restrictions or delays often imposed by alternatives such as Wise or Payoneer in many Asian countrie…

CRISPR tech selectively shreds cancer cells, including "undruggable" cancers

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Researchers at the Innovative Genomics Institute have developed a new CRISPR-based technique designed to selectively shred cancer cells, including those previously classified as undruggable. The method uses targeted gene editing to destroy cancerous tissue while sparing healthy cells. The announcement has generated significant technical discussion on Hacker News, earning a score of 589 and prompting 157 comments from the community.

Congrats to the Google I/O 2026 Writing Challenge Winners!

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• 💬 43

This is an announcement post on Dev.to naming the winners of a recent Google I/O-themed writing challenge. The contest invited community members to submit articles related to Google's developer conference. The post generated 43 comments from the community, though the specific winning articles and authors are not detailed in the available context.

Celebrate June rituals with Solstice Bingo!

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• 💬 13

This is a community submission for the June Solstice Game Jam published on Dev.to by user klaudiagrz. The project is a bingo-style game themed around June rituals and small celebrations, presented as part of a seasonal game-jam challenge. The post has gathered 13 comments, indicating modest community engagement. The author emphasizes a personal appreciation for rituals and small celebrations as the motivation behind the entry.

What was your win this week?

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A weekly Dev.to discussion thread invites developers to share personal and professional accomplishments from the past week. The post explicitly welcomes all achievements, noting that wins can range from career milestones like a promotion to smaller everyday successes. The thread has attracted 31 comments, providing a space for community recognition and encouragement.

Virtual Coffee Needs Your Help

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Virtual Coffee is a free, volunteer-led developer community that has been supporting the tech community since 2020. The organization is currently seeking assistance, though the specific nature of the help needed is not detailed in the available context. The community operates as a free resource for developers and has garnered 8 comments on its announcement post.

Pirates, a naval warfare game inspired by Sid Meier's Pirates

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Pirates is a browser-based naval warfare game that reimagines the classic Sid Meier's Pirates gameplay in a web-friendly format. The project gained traction on Hacker News with 151 points and 66 comments, indicating active community interest in its implementation approach. The game focuses on ship-to-ship combat and naval strategy mechanics drawn from the well-known franchise it pays homage to.

CSS 'overscroll-behavior' rubber banding: the right color behind the page when you pull it

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This article explains how to control the background color visible during the browser overscroll rubber-banding effect in CSS. When a user scrolls past the top or bottom of a page, modern browsers bounce the content back, exposing a default background. The author details techniques to style this revealed area so it matches the page design rather than displaying an unintended color, with 3 comments.

Confession of a Former X User: How I Spent 6 Months Writing into the Void

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This is a first-person article by a certified red team operator and published researcher who spent six months sharing red team security research on X, formerly Twitter, and received effectively no engagement. The author reflects on the experience of writing for an audience that never materialized, framing it as a cautionary observation about platform reach and content discovery for niche security topics. The post received 4 comments on Dev.to.

How I Built a Python Script to Export and Analyze Your DEV.to Followers

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This article is a developer's walkthrough explaining how they created a Python script to retrieve, export, and analyze DEV.to follower information. The author wrote the project during a free weekend when school was out, initially after building a separate Spelling Bee web page. The post is categorized under the ShowDEV section and currently has 1 comment.

SSR, CSR, SSG, ISR — I Was Confused Too. Here's What Actually Matters.

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This is a practical guide explaining the four primary web rendering strategies: Server-Side Rendering, Client-Side Rendering, Static Site Generation, and Incremental Static Regeneration. The author clarifies the concrete tradeoffs between these approaches to help developers confidently choose the right architecture for specific use cases. The breakdown utilizes real code examples to demonstrate how each method functions in practice.

New DaxBot Robot Was Ran over in Tyler Texas not even 24 hours after launching.

A DaxBot autonomous delivery robot was reportedly struck and destroyed by a vehicle in Tyler, Texas less than 24 hours after the service launched in the city. The incident, shared on the r/artificial subreddit, highlights the physical risks sidewalk-facing robots encounter when navigating environments shared with cars and human traffic. No further details on the specific circumstances or any planned response from DaxBot were available in the provided context.

Catjam 2026

Catjam 2026 is an upcoming game jam running from 2026-07-04 to 2026-09-08, hosted on itch.io, that challenges participants to build games, toys, or zines using or incorporating a concatenative (catlang) programming language. Submissions need not be production-quality, lowering the barrier for experimental, language-focused creative projects.

Swift at Apple: Migrating the TrueType Hinting Interpreter

This article details Apple's engineering effort to rewrite the TrueType hinting interpreter, a core font rendering component, in Swift. The migration replaces legacy C or assembly code with a memory-safe language, which reduces the risk of undefined behavior while maintaining the performance needed for real-time text rasterization. The piece explains the technical hurdles of translating low-level bytecode execution into modern paradigms. Due to garbled fetched content, speci…