Astra Weight Editing, Scrapling, and colibri Local MoE – Nov 3

Scrapling: Python web scraping framework with stealth browsing

D4Vinci/Scrapling

• ★ 93.4k
• ⮂ 9,822

Scrapling is a Python web scraping framework that combines fast HTTP requests, stealth browsers, parsing, and concurrent crawling in a single BSD-3-Clause licensed library. It covers use cases from a single request to a full-scale crawl, and its topics include AI scraping and automation. The repository has 93,431 stars and 9,823 forks, with documentation hosted on readthedocs.

Astra can read and write weights to improve Qwen

• ▲ 2,458
• 💬 769

A project called Astra that can read and write neural network weights directly, applied to improving Qwen models. Rather than adjusting prompts or fine-tuning, it operates in weight space to modify model behaviour. The approach is described in a blog post titled "weight-space programming" and drew a high-engagement technical discussion, with 2,458 points and 769 comments on Hacker News. Community signal, not independently verified.

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

sentence-transformers/all-MiniLM-L6-v2

• ♥ 6,059
• ⇣ 182.5M

all-MiniLM-L6-v2 is a sentence-transformers model that maps sentences and paragraphs to 384-dimensional dense vectors, suited for clustering and semantic search. It is Apache-2.0 licensed and ships in multiple formats including PyTorch, ONNX, safetensors, and OpenVINO. It is heavily adopted, with 182,461,837 downloads and 6,059 likes on Hugging Face.

bge-m3: multilingual multi-function text embedding model

BAAI/bge-m3

• ♥ 3,961
• ⇣ 30.4M

bge-m3 is a sentence-similarity embedding model from BAAI, built on XLM-RoBERTa and usable with the sentence-transformers library. It stands out for multi-functionality, multi-linguality, and multi-granularity, supporting dense, sparse, and multi-vector retrieval as described in its paper (arXiv:2402.03216). It is MIT licensed with 30,361,308 downloads and 3,961 likes on Hugging Face.

Best AI Web Scraper Tools in 2026: I Tested 7, These Are Worth It

• ♥ 40
• 💬 15

I tested seven AI web scrapers, from no-code point-and-click tools to scraping APIs and open-source… Context: Dev.to – Ai.

colibri: pure-C engine for running large MoE models locally

JustVugg/colibri

• ★ 46.8k
• ⮂ 5,402

colibri is an inference engine written in pure C with zero dependencies, designed to run frontier mixture-of-experts (MoE) models on consumer hardware by streaming expert weights from disk instead of holding them in memory. This lets a small engine serve very large open models on machines users already own. The repo is Apache-2.0 licensed and has 46,793 stars and 5,402 forks.

My Agent Gave the Right Answer. Then It Wrote Down That It Was Wrong.

• ♥ 18
• 💬 6

On October 31 at 15:15 Eastern I asked my agent about something that never happened. It was a planted… Context: Dev.to – Ai.

Can a research review leave a checkable record? Help me break this draft.

• ♥ 13
• 💬 16

Disclosure: much of the implementation and documentation was produced with AI assistance (ChatGPT for… Context: Dev.to – Security.

FreeToken: local inference engine for very large MoE models

FlashML-org/FreeToken

• ★ 16.3k
• ⮂ 1,601

FreeToken is an open-source Python project for running very large language models locally, aiming to bring datacenter-scale serving to consumer hardware. Its README says it can run 290B+ parameter mixture-of-experts frontier models on a gaming PC at interactive speeds. The repo is Apache-2.0 licensed, has 16,303 stars and 1,601 forks, and its topics reference DeepSeek, GLM, and MiniMax models.

The Missing Execution Layer in AI Agents: A Deep Dive into Deterministic Machine Skills

• ♥ 8
• 💬 1

Why production AI agents fail when relying on loose function calling, how Skillware provides a… Context: Dev.to – Ai.

agent-desktop: computer-use CLI for AI agents

vercel-labs/agent-desktop

• ★ 10.9k
• ⮂ 729

agent-desktop is an open-source command-line tool, written in Rust and Apache-2.0 licensed, that lets AI agents read and operate desktop applications through the OS accessibility tree. Built by Vercel Labs, it targets automation and computer-use scenarios for agents. The repository has 10,926 stars and 729 forks, with 128 open issues, so review its tracker before depending on it.

Launch HN: Momentic (YC W24) – Agents that catch bugs by using your app

• ▲ 141
• 💬 94

Momentic (a YC W24 startup) offers an AI QA engineer called Mo that tests web, iOS and Android apps by using them like a user would. When it finds a bug it produces reproduction steps, and each run can be turned into a regression test attached to every pull request. The company also publishes a QA Bench comparing Mo against Codex, Claude Code and Devin on 1,396 labeled bugs.

Your AI Agent Remembers Things. Who Audits What It Remembers?

• ♥ 3
• 💬 1

The problem nobody talks about AI agents are getting persistent memory. mem0, Zep, Letta,… Context: Dev.to – Ai.

17 GitHub Repositories to Learn AI

• ♥ 2

This is a curated Dev.to article listing seventeen GitHub repositories useful for learning artificial intelligence, framed around the idea that GitHub offers more than just code, including roadmaps and other learning material. The existing description is truncated, so specific repository names and their contents are not available from the supplied context. Readers should expect a list-style resource post rather than a single project or tool.

Halving the KV Cache Doubles Capacity and Buys 1% of Speed

• ♥ 1
• 💬 2

A reader found a bug in the script and asked whether an FP8 KV cache halves the long-context penalty. Computed: capacity is exactly 2x at every context, speed is 1% at 4k and 21% at 128k, and the crossover is where the cache read equals the weight read. Context: Dev.to – AI/ML.

Chronos-2: pretrained time-series forecasting foundation model

autogluon/chronos-2

• ♥ 94
• ⇣ 23.5M

Chronos-2 is a time-series forecasting model from the AutoGluon team, built as a T5-based foundation model that treats forecasting with pretrained weights. It runs via the chronos-forecasting library and is released under the Apache-2.0 license, allowing commercial use. It has 23,513,356 downloads and 94 likes, and the model card notes it can be deployed on AWS with AutoGluon-Cloud.

diff-tour

diff-tour is a newly launched tool aimed at developers who receive code written by AI and need to review it properly. Its pitch is that while AI can produce the code, engineers still need to learn to read those changes the way a senior engineer would. The Product Hunt listing provides only this positioning; specific features, pricing, and supported platforms are not detailed in the available context.

Linkly AI Clipper

Linkly AI Clipper is an AI signal; evaluate model capability, data requirements, cost, and operational limits. Worth checking for automation claims, data-access patterns, and human-in-the-loop requirements.

Almost half of all new Steam games use AI now

A Reddit thread on r/artificial claims that almost half of all newly released games on Steam involve AI in some form. For game developers and practitioners, this signals how quickly AI-assisted content generation is becoming standard in commercial game production, whether for art, dialogue, or other assets. The post is a community signal rather than a verified study, so the figure should be treated with caution.

OpenAI lowers funding goals as investors cool on AI

A Reddit thread on r/artificial discussing a report that OpenAI has lowered its fundraising goals amid growing investor caution toward AI. Commenters reportedly highlight a gap between venture capital narratives about AI and the technical realities of current systems. For practitioners, the thread is a signal of shifting sentiment in AI financing rather than a primary source of verified figures.

Marvell inks record-breaking $115B AI deal

A community-reported story from r/artificial claims that Marvell has signed a record-breaking $115 billion AI deal, presumably covering custom silicon or networking hardware supply for AI infrastructure. The figure marks it as one of the largest AI-related agreements to date. No primary source, counterparty, or deal terms were included in the available context, so the claim remains unverified beyond the community discussion.

Apple Intelligence in China will run on Alibaba's Qwen, testing starts Nov 4

Apple's China Newsroom announced on Oct 31 that Apple Intelligence will begin testing on November 4 via the iOS developer Beta and reach Chinese users in December with iOS 27.3. The China rollout integrates Alibaba's Qwen model rather than the models used elsewhere. Apple Intelligence was first unveiled at WWDC in June 2024, making China a notably delayed market.

OpenAI says its AI is getting better at doing things humans do, like shopping and meal planning

A Reddit thread in r/artificial links to a report that OpenAI says its AI is improving at everyday practical tasks such as shopping and meal planning. The thread signals ongoing community debate about AI governance as agentic consumer use cases advance. No technical details, benchmarks, or product specifics are available from the supplied context, so the underlying claim cannot be verified here.

I made ChatGPT, Claude, Gemini, etc. into FREE text-to-speech sites.

A Reddit post on r/artificial describes repurposing the built-in read-aloud feature of chat platforms like ChatGPT, Claude, Gemini, and Qwen to function as free text-to-speech tools. The author supplies their own text and has the assistant repeat it back, so the browser's spoken-output feature reads that text aloud instead of the model's answer. This matters to practitioners as a zero-cost workaround for TTS.

AI May Find a Multi-niche as Tech Skill Advances While Funding Retreats

This is a community discussion thread on r/artificial arguing that major AI companies face a funding pullback and must adapt rather than rely on endless investment. The poster's view is that AI giants will need to move from burning freely available capital toward negotiating financing tied to actual earnings, and that AI may settle into a multi-niche role as technical skills advance. Practitioners may find it relevant as sentiment on AI sector sustainability shifts.

Designers, how do you… work?

A discussion thread on r/artificial in which a software engineer asks designers how they work, arguing that AI is shifting emphasis from making software function to how it looks and feels. The poster, who says he previously focused only on functionality, observes that implementation is increasingly handled by AI, making visual and UX design more central to product work.

How to stop Meta, OpenAI, and Apple from training AI on your data in the UK

This is a Reddit discussion on r/artificial explaining how UK users can prevent Meta, OpenAI, and Apple from using their personal data to train AI models. It matters to practitioners because opt-out mechanisms vary by company and are often buried in privacy settings, making awareness the main barrier. Only the thread's general topic is known from the provided context; the article's specific steps and effectiveness claims were not retrieved.

CVE-2026-118527: Ivanti Connect Secure Generation of Predictable Numbers or Identifiers Vulnerability

CVE-2026-118527 is a vulnerability in Ivanti Connect Secure involving the generation of predictable numbers or identifiers, which can undermine security mechanisms that rely on those values being unguessable. The entry appears on the CISA Known Exploited Vulnerabilities catalog, indicating it is considered actively exploited. The exact affected versions, technical details, and mitigation steps were not available in the fetched context and should be confirmed via the NVD entr…

CVE-2026-111357: Ivanti Connect Secure Missing Authentication for Critical Function Vulnerability

CVE-2026-111357 is a missing authentication vulnerability affecting a critical function in Ivanti Connect Secure, a widely deployed VPN appliance frequently exposed to the internet. The item is listed in CISA's Known Exploited Vulnerabilities catalogue, indicating active exploitation and requiring urgent attention from operators. Affected versions and patch or mitigation details are not included in this signal and should be confirmed in the NVD entry and Ivanti's advisory.

CVE-2026-97229: GitLab Community Edition and Enterprise Edition Integer Overflow or Wraparound Vulnerability

CVE-2026-97229 is a published vulnerability affecting GitLab Community Edition and Enterprise Edition, classified as an integer overflow or wraparound issue. The signal is listed in the CISA Known Exploited Vulnerabilities catalog, indicating active exploitation has been reported. Exact affected versions, technical impact, and mitigation steps are not available from the provided context and should be confirmed via the primary GitLab advisory before acting.

Self-Employed? Solopreneur? NIST Has a Cybersecurity Guide Just for You

• ▲ 196
• 💬 54

This is a NIST news article announcing a cybersecurity guide aimed at self-employed people and solopreneurs. The guide helps them prioritize and implement a selection of actions drawn from the NIST Cybersecurity Framework, choosing those that would best protect their businesses. It attracted a Hacker News discussion scoring 196 points with 54 comments, reflecting practitioner interest in practical security guidance for very small operations.

DiscImageStudio: burn visible artwork onto CDs, DVDs and Blu-ray discs

• ▲ 156
• 💬 35

DiscImageStudio is an open-source C# application that burns visible artwork onto the data side of CDs, DVDs, and Blu-ray discs, using the disc burner's laser positioning to render images. It ships as a win-x64 executable plus experimental CLI builds for Linux and macOS, each bundling the .NET runtime, and is licensed under GPL-3.0. The repo has 3,823 stars and drew 156 points on Hacker News.

My Harness Reported 0 Findings on 100 Files. All 100 Were Ignored.

• ♥ 3
• 💬 1

Three separate mechanisms make an ESLint run report zero while reading nothing — and every one of them exits 0 with an empty stderr. A clean bill of health and a file nobody opened are the same output. Context: Dev.to – Javascript.

jiangshan-map: interactive historical atlas of China

DeanChensj/jiangshan-map

• ★ 3,693
• ⮂ 437

jiangshan-map is a JavaScript web application offering an interactive timeline map of Chinese history from 403 BCE to the present. It covers 18 dynasties with 164 territory snapshots, traces place-name genealogy from ancient to modern cities, and maps classical poetry routes. Written in JavaScript and licensed under GPL-3.0, it has 3,693 stars and 437 forks.

Claude Code Custom System Prompts in 2026: Overriding Defaults, Appending Instructions, and What You Cannot Change

• ♥ 1
• 💬 2

Developers discover that Claude Code ignores custom instructions because they set them in the wrong layer. Learn the three ways to shape Claude Code behavior, what the system prompt actually controls, and which parts remain locked no matter what you. Context: Dev.to – Typescript.

Your logos folder is already out of date

• ♥ 1

Copying brand SVGs into /public/logos feels free until a brand changes its logo. Here is why a versioned icon library beats hosting your own files, with a five minute setup. Context: Dev.to – Webdev.

Why did you choose the nix you nix?

A Lobste.rs ask thread where a practitioner opens with not knowing which Nix to choose and being afraid to ask, inviting community guidance on picking among Nix variants. It has drawn 7 comments so far. It is relevant to engineers evaluating reproducible build and declarative package-management tooling who want candid practitioner opinions rather than documentation marketing.

gp-grid: A Free, Open-Source TypeScript Data Grid for React, Vue, and Angular (No Paywalled Features)

• ♥ 28
• 💬 4

An open-source data grid can look impressive with 1,000 rows and still struggle when your application… Context: Dev.to – Web Dev.

I Built a Visual System Design Reference — Switch Any Architecture Between AWS, Azure, GCP & Open Source

• ♥ 12
• 💬 3

I Built a Visual System Design Reference — Switch Any Architecture Between AWS, Azure, GCP… Context: Dev.to – Web Dev.

Show HN: Warsaw in voxels – An interactive 3D map of the city centre

• ▲ 257
• 💬 41

A Show HN project rendering central Warsaw as an interactive 3D voxel map with 1-metre resolution, built from OpenStreetMap, LiDAR data and the city's tree database. Users can walk around the Palace of Culture, change the date, hour and weather, or take control of a pedestrian. The creator cites Minecraft, MagicaVoxel and Dungeon Keeper as inspirations. The Hacker News post drew 257 points and 41 comments.

Scaling Git at OpenAI

• ▲ 187
• 💬 104

An engineering article from OpenAI describing how the company adapted Git to serve its internal codebase as it grew. It covers the practical challenges of running Git at large scale and the tooling and infrastructure changes OpenAI made in response, which are relevant to any team maintaining big repositories or monorepos. The post drew 187 points and 104 comments on Hacker News.

Stop Hardcoding Your Timeouts

A blog post arguing that hardcoded, unconfigurable timeouts in developer tools silently penalise anyone outside fast-network regions. The author cites silent, arbitrary time limits baked into tools by developers who assume sub-200ms connections, with examples including npx skills and Docker Gordon, calling it a tax on developers outside the wealthy west. Relevant to anyone shipping CLI or tooling defaults.

An Introduction to Bε-trees and Write-Optimization

This is a USENIX-published technical article introducing Bε-trees, a write-optimized index structure that generalizes B-trees for storage engines. It explains how Bε-trees batch small writes into large sequential I/O operations by buffering updates in internal node pivots, trading some read amplification for substantially better write throughput. It is relevant background for engineers designing or evaluating database and file-system storage layouts.

beacon.sh

beacon.sh is a technology signal with supporting context: Product Hunt | verification: public_data. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Widgeteer

Widgeteer is a technology signal with supporting context: Product Hunt | verification: public_data. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Help

Help is a technology signal with supporting context: Product Hunt | verification: public_data. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Self-Growing Websites by Greta.sh

Self-Growing Websites by Greta.sh is a technology signal with supporting context: Product Hunt | verification: public_data. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Hyperresearch

Hyperresearch is a technology signal with supporting context: Product Hunt | verification: public_data. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Friday Work

Friday Work is a technology signal with supporting context: Product Hunt | verification: public_data. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

Xmind 2027

Xmind 2027 is a technology signal with supporting context: Product Hunt | verification: public_data. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

CuriousLM

CuriousLM is a technology signal with supporting context: Product Hunt | verification: public_data. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.

This is my first HacktoberFest, and I don't know what to feel.

• ♥ 62
• 💬 23

When reading this title, this may sound Netural… Let me explain further. I do recommend reading…

I built a 3D game about my Nigerian childhood (and I'm not a game developer)

• ♥ 25
• 💬 6

If you grew up in Nigeria, there is one sentence that can stop your heart in the middle of… Context: Dev.to – Web Dev.

Two Truths and a Lie: Developer Edition.

• ♥ 20
• 💬 17

We all know the classic icebreaker: three statements, two true, one a lie. Today we're playing it… Context: Dev.to – Web Dev.

Next.js Doesn't Render Pages Anymore. It Streams Something Stranger.

• ♥ 17
• 💬 1

A deep visual guide to how Next.js and React Server Components really work under the hood. Why Client Components run on the server, what the RSC Payload is, and how hydration connects them. Context: Dev.to – Nextjs.

Butter Scraped Over Too Much Bread

• ♥ 14
• 💬 2

Everyone I know is tired. Not "I stayed up too late" tired. The other kind. The kind where you open…

US boy names that became girl names and vice versa

• ▲ 370
• 💬 356

An article examining American baby names that have shifted from being predominantly male to predominantly female, and the reverse. It uses US naming data to trace which names crossed gender lines over time. The piece drew heavy engagement on Hacker News (370 points, 356 comments), where discussion covered data-analysis methods and naming trends.

Show HN: Hacker Times, a New York Times-inspired version of Hacker News

• ▲ 198
• 💬 61

Hacker Times is a side project that presents Hacker News content in a New York Times-inspired newspaper layout, refreshed every hour with independent headlines linking back to original sources. It publishes past editions as saved archives, such as the Tuesday, November 3, 2026 edition. The Hacker News discussion drew 198 points and 61 comments.

Resisting Cognitive Surrender

• ▲ 122
• 💬 40

An essay published on knlb.dev arguing against what the author calls cognitive surrender, likely the tendency to stop thinking for oneself and defer to tools or received opinion. It is part of the site's "Working Notes," described as a commonplace notebook for recording and exploring ideas. The piece drew notable discussion on Hacker News, reaching a score of 122 with 40 comments.

OpenAI’s quarterly commit growth has exploded this year, rising to 2442% by Q4 2026 relative to Q1 2024

A Reddit thread in r/artificial points to OpenAI's blog post "Scaling git at OpenAI," claiming OpenAI's quarterly commit growth rose to 2442% by Q4 2026 relative to Q1 2024. The figure is a community signal, not independently verified here, and the fetched page contained no additional detail beyond the link and submission notes. Practitioners may treat it as an indicator of OpenAI's engineering output scaling.

Jailbreaking my car's navigation system just so I can change the time

A hands-on blog post describing how the author jailbroke the navigation system in their 2014 Renault Latitude purely to correct the displayed time. It walks through the practical reverse-engineering and exploitation of the car's embedded infotainment unit, illustrating how locked-down automotive systems prevent even trivial user adjustments. For embedded and systems practitioners, it is a concrete case study in attacking vehicle head-unit software.

A Decade of Kill Bugs

This is an engineering blog post recounting the September 24th, 2026 outage of Endcrawl, framed around lessons from ten years of running the service. The available context is thin: the page confirms only the date and that a brief outage occurred that morning, so readers should expect an incident write-up covering operational causes and fixes rather than a product announcement.

This background sound leaks your exact location

This is a video, linked from Lobste.rs, arguing that ambient background sound in recordings can be used to infer a speaker's precise physical location. The likely mechanism involves matching identifiable ambient noise signatures against known sound sources to geolocate where audio was captured. No technical details beyond the title were available in the fetched context, which returned only a YouTube page configuration snippet rather than video content or a transcript.

My favourite laptop

A personal blog post in which the author argues that a worn 2015 ThinkPad X250 is the best laptop they have ever owned, despite not being a big collector of things. The piece is tagged as programming-related and was shared on Lobste.rs, where it drew community discussion. Only the opening of the post was available, so the full reasons for the preference are not in the fetched context.

Polyend releases the Tracker firmware source code

Polyend has published the firmware source code for its Tracker music-making devices, covering the original Tracker, Tracker+, and Tracker Mini, on GitHub. Alongside the code, the company released Tracker Community Edition 1.0, a firmware update with new features that can be installed on any of the three instruments and modified by owners. The move lets hardware tinkerers inspect and change device behavior directly.

What are you doing this week?

This is a recurring weekly discussion thread on Lobste.rs, a programmer-focused link aggregator, where readers share what they are currently working on. The thread is filed under the "ask programming" tag, was posted by user caius on 2026-11-02, and has drawn 45 comments. It offers a casual snapshot of practitioner projects and can surface side projects, tooling work, and problems in progress.

My reflex of assuming our servers need ever-growing amounts of RAM

This is a sysadmin blog post by Chris Siebenmann (utcc.utoronto.ca) examining the common assumption that servers require continually growing amounts of memory. Shared on Lobste.rs, it reflects on how this reflex shapes hardware provisioning and capacity planning in practice. The fetched page snippet only showed generic blog notice text, so the post's specific arguments and conclusions could not be verified from the provided context.

the lost malloc()

A blog post in which the author does Unix archaeology and reads the original malloc() sources, prompted by a separate project idea. The piece walks through the historical implementation of the classic C memory allocator, and a reader quoted on Lobste.rs called it the most fun they had reading someone else's code because of its historical significance. It is aimed at practitioners curious about early Unix internals.

Program

An essay arguing that people have always been surrounded by programmed media, from broadcast television schedules to VCR timers and home computers, but that its influence has grown stronger and riskier to ignore. The author's framing is that individuals should either learn to program and build alternatives together, or passively be programmed by the media they consume. It is aimed at a general technical audience.