eMudhra CA Compromise, OpenClaw, MiniLM Embeddings – Oct 21

OpenClaw: open-source AI assistant that runs locally

openclaw/openclaw

• ★ 392.7k
• ⮂ 82.5k

OpenClaw is an open-source personal AI assistant written in TypeScript and released under the MIT license, positioned as an assistant that runs on your own devices and chats while keeping your data under your control (a topic tag reads "own-your-data"). It is designed to work across operating systems and platforms, with a homepage at openclaw.ai. The repository has 392,704 stars and 82,545 forks, with 9,607 open issues.

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

sentence-transformers/all-MiniLM-L6-v2

• ♥ 5,978
• ⇣ 206M

all-MiniLM-L6-v2 is a sentence-embedding model from the sentence-transformers project that maps sentences and paragraphs to 384-dimensional dense vectors, suitable for clustering and semantic search. It is Apache-2.0 licensed and ships in multiple formats including PyTorch, ONNX, and OpenVINO. It has 206,019,071 downloads and 5,978 likes on Hugging Face, reflecting very wide adoption.

Voxtral 3

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Voxtral 3 is Mistral's voice agent SDK and speech model family for real-time speech applications in more than 50 languages. It combines accurate transcription, emotional text-to-speech, and deep tool use, so an agent can call external functions mid-conversation, as shown in an example where the model handles a dermatology referral by calling a tool. Deployment options are EU-hosted or self-hosted.

bge-m3: multilingual multi-function embedding model from BAAI

BAAI/bge-m3

• ♥ 3,907
• ⇣ 31.4M

bge-m3 is a sentence-embedding model from BAAI for sentence-similarity and feature-extraction tasks, usable with the sentence-transformers library. It is built on XLM-RoBERTa and supports multi-functionality (dense, sparse, and multi-vector retrieval), multilinguality, and multi-granularity (inputs up to 8192 tokens). Released under the MIT license, it has 31,379,839 downloads and 3,907 likes on Hugging Face.

bert-base-uncased: Google's base BERT masked-language model

google-bert/bert-base-uncased

• ♥ 3,042
• ⇣ 30.1M

bert-base-uncased is Google's pretrained English BERT base model for fill-mask (masked language modeling) tasks, released under the Apache-2.0 license. It was introduced in the original BERT paper and repository, ignores text case, and is served through the transformers library with weights in PyTorch, TensorFlow, JAX, Rust, CoreML, ONNX, and safetensors formats. It shows 30,080,477 downloads and 3,042 likes on Hugging Face.

Somewhere, Coding Stopped Being Allowed to Be Fun

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Somewhere in the last couple of years, a strange feeling crept in, and I don't think I'm the only one… Context: Dev.to – AI/ML.

agency-agents: collection of specialized AI agency agents

msitarzewski/agency-agents

• ★ 162.6k
• ⮂ 26.2k

This repository provides a set of AI agent prompts, written as specialized "agency" roles, such as frontend developers, Reddit community managers, and reviewers that challenge ideas. Each agent comes with a defined personality, working process, and expected deliverables, making it a practical prompt library rather than code. It is written in Shell, MIT-licensed, and has 162,576 stars on GitHub.

Google open-sources TorchTPU, a native PyTorch back end for TPUs

• ▲ 320
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TorchTPU is a native PyTorch backend that Google open-sourced for running PyTorch models and operations directly on Google's Tensor Processing Units. Written primarily in C++, the project lets users execute PyTorch code on TPU devices without leaving the PyTorch ecosystem. It drew 320 points and 73 comments on Hacker News and has 411 stars and 269 open issues on GitHub so far.

Graphify: turn a codebase into a queryable knowledge graph

Graphify-Labs/graphify

• ★ 130.6k
• ⮂ 12.6k

Graphify is a Python tool that converts a codebase, including docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph for AI coding assistants. It ships as a /graphify skill for Claude Code, Cursor, Codex, and Gemini CLI, using local deterministic AST parsing with every edge explained and no vector store. The Apache-2.0 repo has 130,615 stars and 12,562 forks.

impeccable: design skill for AI coding agents

pbakaus/impeccable

• ★ 84k
• ⮂ 5,036

impeccable is an open-source design system written in Rust and licensed under Apache-2.0, meant to be loaded into an AI coding agent so its generated frontend code looks better designed. It ships as one skill with 24 commands, live browser iteration, and 61 deterministic detector rules that critique AI-generated UI. The repo has 84,004 stars and 5,036 forks on GitHub.

2 Agent Skills Every Frontend Developer Should Try

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I love to try out new agent skills. Anything that can help me be more productive I'm all for. Today I… Context: Dev.to – Web Dev.

The Hardest Part of Robotics AI Isn't the AI

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Being a robotics and vision AI grad student at NAIST, I spend my days with a real robot arm, cameras,… Context: Dev.to – Ai.

Stress-Testing Gemini 4 Argon: Building a 3D Flutter Kart Game in 15 Prompts with Zero Assets

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Most AI coding benchmarks test standard web apps or CRUD dashboards. Frontier models can already… Context: Dev.to – AI/ML.

Next.js 16.3 Instant Navigations: How Partial Prefetching Works

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Next.js 16.3 shipped Instant Navigations: Partial Prefetching plus the App Shell. Learn the model, the Suspense gotcha, and a copy-paste cheat sheet. Context: Dev.to – Nextjs.

Mistral's Timestral is #1 by 0.003 MASE. I ran it — the model was not the variable.

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Mistral released Timestral, four open-weight time-series models that top three benchmarks — by 0.003 MASE on their own table. I ran all three sizes against one-line baselines, on a known generator and on fresh Paris weather. With one summer of context the 209M lost to "repeat ye… Context: Dev.to – Ai.

Your LLM Judge Is Lying to You, a Little

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Judge-only intervals miss the full-human value 18 of 21 times; PPI++ saves ~9% of labels while disagreement routing costs 2.6x. Pre-registered, coverage-gated. Context: Dev.to – Llm.

AI Made Coding Faster. Now Teams Are Cutting the Process That Catches Risky Changes

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• 💬 3

There's a piece of advice I've been seeing a lot lately…reduce friction, protect your engineers'… Context: Dev.to – DevOps.

ToDo.is

Turbocharge your productivity levels with our AI-driven app that brings efficiency to the forefront. Harness the power of artificial intelligence to automate task creation, optimize your schedule, and streamline your workflow. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

yggy

Most "chat with your data" tools throw a pile of text chunks at a model and hope for the best. yggy does what they skip: it turns your cluttered documents and connected systems into a real knowledge graph, with no schema to design and no pipeline to run. Every fact keeps its source. Duplicates merge themselves, and yo… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Inflight

Share a preview link or HTML prototype. Reviewers pin comments to real elements, or record video, right on the running app. Inflight turns that feedback into next steps your coding agent (Cursor, Claude Code, Codex) pulls in over MCP. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Composio Instant

Your AI agent knows what to do, Composio gives it the tools to actually do it. 1,000+ production-ready tools with managed auth, smart tool resolution, and sandboxed execution. Your agent calls the tool, we handle OAuth, permissions, and reliability. Five lines of code to go from chatbot to general-purpose agent. Used… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Kling 4.0

Kling 4.0 is an AI video model for creators, marketers and studios who need control, not lucky rerolls. Unlike prompt-and-pray generators, you lock the story first: up to 10 keyframes, 15 reference assets and 8,000-token prompts drive 30-second clips in a single pass. Stereo audio and lip sync in 10+ languages are bui… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Harness²

Harness² from Google Research is a plug-and-play recursive agent harnessing framework that lets LLM agents automatically evolve their execution harnesses (prompts, tools, memory) for open-world tasks—without ground-truth verifiers. Dual recursion: task-level Propose-Probe-Compose refinement + harnessing-level accumula… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

xtty

Spend your time on the work, not the terminal. xtty is a native macOS terminal for everyday SSH and coding-agent work. Batch-connect to saved hosts, use configured password autofill, transfer files with sz/rz, and work with tabs and split panes. Duplicate Tab opens an independent SSH connection in the same remote dire… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

New York City wants to fine companies that trap you in AI chatbot ‘doom loops’

A Reddit thread on r/artificial discusses a reported New York City proposal to fine companies whose AI customer-service chatbots trap callers in unhelpful loops. The linked discussion centers on so-called "doom loops," where customers cannot reach a human agent or resolution. Commenters were largely supportive, with one noting they had not known the term but regularly experience the frustration of being stuck with an AI agent when calling customer service.

Google DeepMind says four AI agents beat Minecraft in 27 hours by writing 2,783 programs of their own — AI team died 605 times on Easy difficulty and ran up an estimated $520 in t…

A community-reported claim says four Google DeepMind AI agents completed Minecraft in 27 hours by writing 2,783 of their own programs rather than relying on fixed scripts. The run reportedly involved 605 deaths on Easy difficulty and an estimated $520 in compute token costs. Treat the figures as community-sourced, since no official DeepMind page or paper was available in the context.

Spotify is cracking down on Family plans again, and the penalty can lock you out for a year

A community discussion on Reddit's r/artificial about Spotify enforcing rules on its Family subscription plans. According to the discussion's framing, the renewed crackdown carries a penalty that can lock affected accounts out for a year. The thread is surfacing in an AI-focused community, so context beyond the headline itself is thin, and specific enforcement mechanics are not detailed in the available material.

Hugging Face CEO calls Netflix hacking doc 'sci-fi'

A Reddit discussion in r/artificial reports that Hugging Face's CEO described a Netflix hacking documentary as "sci-fi," implying its portrayal of hacking is exaggerated or unrealistic. The post is a community signal rather than a verified security advisory, so the underlying claims have not been confirmed. Practitioners should treat the documentary's depicted attack scenarios with skepticism absent primary sources.

OpenAI acquires Orchestra Bio, folds drug-development agents into Rosalind

A community-reported acquisition item claiming OpenAI has purchased Orchestra Bio, a biology-focused company, and is integrating its drug-development agents into OpenAI's Rosalind. For practitioners, the significance is a further move by a frontier AI lab into drug discovery and wet-lab automation, though details of the deal, pricing, and the agents' capabilities are not covered in the available context.

LLM Memory: 5 Approaches to Handling New Information

A community-shared article about memory in large language models, posted to r/artificial. It surveys five approaches to handling new information, going beyond the conventional "memory layer" that is limited to what LLMs can do today. It also examines how much history LLMs can retain under each approach and what happens when new information conflicts with an existing stored state.

Discover AI – A Teaching & Learning Guide – 51 hands-on labs for learning how AI actually works.

Discover AI is a teaching and learning guide that breaks artificial intelligence down into its component parts so learners can study each one and then combine them to build their own systems. It offers 51 hands-on labs covering everything from the required mathematics through training a model, with text supplied at three reading levels. The emphasis is on learning by trying rather than reading alone.

eMudhra intermediate CA compromise

• ▲ 833
• 💬 369

This is a security incident report stating that the private keys of eight eMudhra intermediate CA certificates have been compromised. The affected intermediates chain to roots trusted by the Mozilla, Microsoft, Apple, and Chrome root programs as well as many downstream trust stores, so attackers could potentially issue trusted certificates for any domain. The Hacker News discussion (833 points, 369 comments) covers practical implications for TLS trust; verification remains c…

Upcoming critical PHP security release (CVE-2026-109618 / -109619)

• ▲ 463
• 💬 174

An official PHP announcement warns of an upcoming security release fixing two critical vulnerabilities, CVE-2026-109618 and CVE-2026-109619, both rated CVSS v4.0 9.2 (Critical). The release is scheduled for Wednesday, 21 October 2026 at 14:00 UTC. Administrators running PHP should prepare to patch promptly once details are published, though the vulnerabilities' technical specifics are not yet disclosed.

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

AfD Leak: What 421,179 Hacked Emails Show about the German Far Right

A Reddit thread on r/artificial shares reporting about a leak of 421,179 hacked emails from Germany's far-right AfD party and what they reveal. The discussion circulates as a community signal on how AI-assisted analysis of large leaked document sets is used in journalism. No technical details about the analysis methods or verification status were available in the fetched context, so treat the source as unconfirmed.

please tell me there is some entirely physical requirement to launch nukes

This is a community discussion thread on r/artificial expressing anxiety about AI systems and nuclear weapons safeguards. The poster asks whether missile launch sites have entirely physical requirements, such as a hose that must be screwed in or a crank that must be turned, completely outside any electronic system. The poster is not worried about AI directly launching attacks but about the possibility that electronic or software intermediaries could be compromised, and is se…

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

CVE-2026-106931: EG Secure Solutions SiteGuard Server Edition OS Command Injection Vulnerability

CVE-2026-106931 is an OS command injection vulnerability in EG Secure Solutions SiteGuard Server Edition, a WordPress security plugin widely used in Japan. The issue has been added to the CISA Known Exploited Vulnerabilities catalog, indicating active exploitation in the wild. Affected versions and specific mitigation steps were not available in the supplied context, so the NVD entry and vendor advisory should be consulted before acting.

Verification: cisa kev confirmed.

CVE-2026-96656: Plex Media Server External Control of File Name or Path Vulnerability

This is a CVE for Plex Media Server covering external control of a file name or path, a flaw class that can let an attacker read or write files outside intended locations. It is listed in the CISA Known Exploited Vulnerabilities catalog, indicating it is being actively exploited. The NVD page did not load usable detail, so affected versions and mitigation steps must be confirmed from the primary advisory.

CVE-2026-96655: Plex Media Server Server-Side Request Forgery (SSRF) Vulnerability

This is a server-side request forgery (SSRF) vulnerability affecting Plex Media Server, tracked as CVE-2026-96655 and listed in CISA's Known Exploited Vulnerabilities catalog, which signals active exploitation and drives urgency for patching. SSRF flaws let an attacker make the server issue unintended network requests. No affected versions or mitigation details were available in the supplied context, so the primary advisory should be consulted before acting.

Verification: cisa kev confirmed.

CVE-2026-96654: Plex Media Server Improper Neutralization of Encoded URI Schemes in a Web Page Vulnerability

A CVE affecting Plex Media Server involving improper neutralization of encoded URI schemes in a web page, a class of flaw that can enable browser-based injection attacks. The item appears in the CISA Known Exploited Vulnerabilities catalog, and the listing notes the primary advisory, affected versions, and mitigation guidance still need verification. No technical details were available from the fetched NVD page.

CVE-2026-96652: Plex Media Server Server-Side Request Forgery (SSRF) Vulnerability

A server-side request forgery (SSRF) vulnerability in Plex Media Server, tracked as CVE-2026-96652 and listed in CISA's Known Exploited Vulnerabilities catalog, meaning federal agencies and operators treat it as actively exploited and in need of prompt patching. SSRF flaws let an attacker make the server issue unintended network requests, potentially reaching internal services. The NVD page did not load usable detail, so affected versions and specific mitigations should be c…

Verification: cisa kev confirmed.

CVE-2026-110936: Siemens Software Center Uncontrolled Search Path Element Vulnerability

This is CVE-2026-110936, an uncontrolled search path element vulnerability in Siemens Software Center, now listed in the CISA Known Exploited Vulnerabilities catalog. An uncontrolled search path element flaw can allow an attacker to place a malicious library or executable in a location the software loads, potentially running arbitrary code with elevated privileges. The listing is confirmed against CISA KEV, but affected versions and specific mitigation steps were not availab…

Protecting Firefox users following the compromise of eMudhra intermediate certificates

This is a Mozilla Security Blog post describing a certificate authority incident affecting Firefox users. On Saturday, October 17, at 20:06 UTC, Mozilla received a report that private keys associated with eight eMudhra intermediate certificates had been compromised. Because these keys could allow attackers to issue fraudulent certificates, Mozilla took protective measures within Firefox to distrust the affected intermediates.

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

Do minor curl vulnerabilities in the open

This is a policy change announcement from the curl project about how vulnerability disclosure will work going forward. Starting October 26 2026, vulnerability reports deemed severity LOW or MEDIUM must be submitted as issues in curl's GitHub repository rather than through private channels; only HIGH-severity reports continue under the previous confidential process. The change affects anyone reporting or tracking curl security issues, since lower-severity flaws will now be ha…

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

Building an Open-Source Support Tool That Turns Your Docs into Reusable Knowledge

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I spend a good part of my day working with the community at CopilotKit, answering questions in… Context: Dev.to – Web Dev.

Why do we need ud2 when int 6 is right there?

This is a post on Microsoft's The Old New Thing dev blog, dated October 19, 2026, discussing why the x86 ud2 instruction exists when int 6 (the invalid-opcode interrupt) is also available. It is aimed at systems and compiler developers who care about how undefined instructions and exception handling work at the architecture level. The fetched snippet only confirms the blog and date, not the article's specific arguments.

I Fixed The Bug. Then My Pipeline Refused to Run.

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Every engineer knows the feeling. You finally fix the bug that's been blocking your ticket, you push… Context: Dev.to – DevOps.

Redis 8.4's digest-based SET option cuts a 1MB compare-and-set from 4.3ms to 1.6ms

• ♥ 8

Redis 8.4 adds IFEQ, IFNE, IFDEQ and IFDNE to SET. I measured a 1MB compare-and-set drop from about 4.3ms to 1.6ms using the new digest option, then found the official Python client silently drops the server's own GET reply on one code path. Context: Dev.to – DevOps.

Tuesday Isn't a Valid State Transition

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Calendars, evidence, and the difference between done and stuck I expected my pear wine to spend two… Context: Dev.to – DevOps.

Hoistbay

Hoistbay is a free desktop app for macOS and Windows that takes the repetitive work out of S3 and CloudFront. Set header rules once (Cache-Control, Content-Type, Content-Encoding by file pattern) and they apply on every upload. Download whole folders, clear CloudFront cache in one click, and switch AWS accounts instan… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Unauthorized Access to PingCAP Cloud Resources

This is a security incident report from PingCAP, the company behind the TiDB distributed SQL database, disclosing unauthorized access to PingCAP Cloud resources. The report was published in October 2026 and is presented on PingCAP's trust hub alongside other security updates. Practitioners running TiDB Cloud or evaluating PingCAP's managed offerings can use it to understand the scope and handling of the incident.

Asimov 1

Asimov 1 is a humanoid robot you can build a company on. Train it and shape it for whatever you're building. Bought by founders, researchers and developers in 20+ countries. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

/dev/null

/dev/null started as a live stream from the JetBrains office. On Oct 15, 2026, Nuno Maduro, Brent Roose, Matthieu Napoli, and Pauline Vos built a social network for web developers from scratch in 48 hours, in the open. Sign in with GitHub, share code snippets, like, reply, etc, etc! Hundreds of you sent PRs. Laravel’s… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Show HN: SimCity, but with Permits

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Permit Pending is a free browser-based city-building game where you play as a mayor who must shepherd every plan past the zoning board, neighbours, the appeals court, and the next election rather than simply placing buildings freely. It was shared on Hacker News as a Show HN project and drew notable engagement, reaching a score of 715 with 356 comments.

Hello world!!

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Hello everyone! My name is Star, and I am 10 years old. I am learning Python, and today is my first… Context: Dev.to – Python.

The Future of CSS

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A blog post by Josh Comeau reviewing the CSS features under consideration for Interop 2027, the annual project where Google, Apple, Microsoft, Mozilla, Igalia, and Bocoup coordinate browser support for web technologies. It walks through his top 10 picks for upcoming CSS capabilities so developers can preview what will soon be usable cross-browser. The post drew 222 points and 80 comments on Hacker News.

Feds suspect ransom negotiator ran ShinyHunters extortion site

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An investigative report by Krebs on Security claiming U.S. federal authorities suspect a professional ransom negotiator of operating the ShinyHunters extortion site. The case matters to security practitioners because it blurs the line between brokers who position as neutral intermediaries and active extortion operators. The Hacker News thread drew 172 points and 70 comments, reflecting strong practitioner interest.

How I landed a dev job with no degree

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I don't have a computer science degree. I have a job writing software, and I've had one for a while… Context: Dev.to – Web Dev.

The Other Epidemic: Trying to get off benzodiazepines

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A long-form personal essay in Believer Magazine recounting the author's attempt to stop taking benzodiazepines, starting with a 2021 visit to Toronto's Centre for Addiction and Mental Health amid worsening suicidal ideation. It examines how the drug class was widely prescribed and marketed as safe for decades while discontinuation can be destabilizing, and it drew a large Hacker News discussion with 155 points and 106 comments.

"I have to stop this": Retired professor arrested for blocking delivery robots she says are taking human jobs

A news story shared on Reddit's r/artificial reports that a retired professor was arrested for physically blocking delivery robots, saying she had to act because the machines are displacing human workers. The incident is being discussed as a flashpoint in the debate over automation's impact on jobs, particularly low-wage delivery work. No details about the location, charges, or robot operator are given in the available context.

Upcoming Critical PHP Security Release

This is an advance notice from the PHP security team that a critical security release for PHP is coming. It was published on PHP.net's 2026 news archive and surfaced through Lobste.rs' security discussion. Administrators and developers running PHP should watch for the release details and plan to upgrade promptly once the fixed versions are announced, since no patch is available at notice time.

Setting up SSH keys on macOS with Touch ID

A how-to blog post by Nicolas Mattia, published October 19, 2026, explaining how to create SSH keys stored in a Mac's Secure Enclave and protected by Touch ID. The author frames the setup as simple and secure, and the first part of the post walks through generating the key in three commands. It is aimed at practitioners who want hardware-backed SSH authentication on macOS.

NixOS is making me less afraid

A practitioner's blog post reflecting on how using NixOS reduced anxiety around system changes. The author describes installing FreshRSS after reading about it, deploying it on a server, and simply starting to use it, illustrating how NixOS's declarative configuration makes trying out new services feel low-risk. It is aimed at engineers curious about practical, day-to-day NixOS workflows rather than introductory theory.

Mastodon 5.0: A closer look

This is an official Mastodon blog post explaining the design decisions behind the version 5.0 release, described as a major UI overhaul. The post is a companion to an early preview announced in August, and it aims to shed light on why specific changes were made rather than just listing features. It is relevant to practitioners running or developing on Mastodon who want to understand the direction of the platform's interface.

Making a VGA Driver in SystemVerilog

A hands-on blog post by Lukas Werner walking through building a VGA driver in SystemVerilog, based on labs from a college Digital Logic Design course. It is written as a supplemental learning piece with interactive visuals rather than a full writeup, so students work toward the answer themselves. The author notes the project is surprisingly attainable, though debugging took considerable time.

How I got over 300 Tor exit nodes removed

A first-person write-up of an incident in which 333 infected Tor exit nodes were used in a coordinated campaign, starting October 2 at 09:35am, to intercept SSH connections and collect unencrypted data passing through them. The author describes how the malicious relays were identified and ultimately removed from the Tor network, offering practitioners a concrete example of detecting and reporting exit-node abuse.

Jepsen: Orkes Conductor 5.3.2

A Jepsen distributed-systems analysis by Kyle Kingsbury of Orkes Conductor, a workflow orchestration platform that runs user-defined tasks and routes data between them. Testing versions 5.3.2 through 5.5.0-rc2 found unexpectedly frequent concurrent execution of individual tasks, one issue that could significantly delay workflow execution, and four minor issues with startWorkflow errors or null IDs. The results matter for teams relying on Conductor for exactly-once task sched…

Lobsters NYC Meetup on the 28th of October

A community meetup announcement for readers of Lobste.rs, the practitioner-focused computing link aggregator, to be held in New York City on the 28th of October. The organizer, user veqq, previously arranged a 5-person Lobster meetup in Mexico by privately messaging everyone who expressed interest. The thread has drawn 3 comments so far on the event page.