Top Signals
The few items worth your attention first – each with the one-line reason it stood out today.
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1
clash-verge-rev: cross-platform GUI proxy client built on Tauri
clash-verge-rev/clash-verge-rev
Trending repository – 146.6k stars on GitHub.
- ★ 146.6k
- ⮂ 10.5k
clash-verge-rev is an open-source desktop GUI for the Clash/mihomo proxy core, written in Rust with the Tauri 2 framework and licensed under GPL-3.0. It runs on Windows, macOS, and Linux, offering profile management with Merge and Script enhancement, a visual editor for nodes and rules, TUN virtual-network-card mode, system proxy guarding, WebDAV config backup, and theme customization. The repo has 146,622 stars and 10,531 forks.
GitHub Trending
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2
Claude Opus 5.5
Top Hacker News discussion – 1.4k points.
- ▲ 1.4k
- 💬 902
Claude Opus 5.5 is a new LLM from Anthropic, introduced September 22, 2026 as the first model in the Claude 5.5 family. Anthropic says it leads in agentic coding and knowledge work, performs at the level of Claude Fable 5.1 on most tasks, and costs 40% less to run than Opus 5 on typical workloads. The launch drew a large Hacker News discussion (1,430 points, 902 comments).
Hacker News
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3
sentence-transformers/all-MiniLM-L6-v2
Trending model – 252M downloads.
- ♥ 6.1k
- ⇣ 252M
all-MiniLM-L6-v2 This is a sentence-transformers model: It maps sentences & paragraphs to a 384 dimensional dense vector space and can be used for tasks like clustering or semantic search.. Signal: Hugging Face – Sentence Similarity.
Hugging Face Trending
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4
Two Weeks In: A 15-Year QA Veteran, Back to Being the New Guy
Popular developer article – 73 reactions.
- ♥ 73
- 💬 53
I started last Monday. Today it's been exactly two weeks. Here's the funny part. I've spent 15… Context: Dev.to – AI/ML.
Dev.to
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5
GPT-6 Sol and Luna
Top Hacker News discussion – 1.4k points.
- ▲ 1.4k
- 💬 685
High-engagement technical discussion worth reviewing for practical implications.
Hacker News
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6
Clean Code Is Not the Same as Clear Code: Comments Were Never the Problem
Popular developer article – 69 reactions.
- ♥ 69
- 💬 51
Table of Contents A Line That Does Nothing… Except Keep Production Alive Some Code…
Dev.to
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7
bge-m3: multilingual multi-function text embedding model
BAAI/bge-m3
Trending model – 37.3M downloads.
- ♥ 3.6k
- ⇣ 37.3M
bge-m3 is a sentence-embedding model from BAAI for sentence-similarity and retrieval tasks, usable via the sentence-transformers library. It is described as versatile in three ways: multi-functionality, multi-linguality, and multi-granularity, meaning one model handles dense, sparse, and multi-vector retrieval plus long inputs across many languages. It is built on XLM-RoBERTa, MIT licensed, and has 37,280,275 downloads and 3,593 likes.
Hugging Face Trending
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8
Upscayl: free open-source AI image upscaler for desktop
upscayl/upscayl
Trending repository – 49.8k stars on GitHub.
- ★ 49.8k
- ⮂ 2.5k
Upscayl is a cross-platform desktop application, written in TypeScript and licensed under AGPL-3.0, that enlarges and enhances low-resolution images using AI upscaling algorithms on Linux, macOS, and Windows. It is built on Electron and uses ESRGAN-style models to increase image resolution. The repository has 49,809 stars and 2,521 forks.
GitHub Trending
AI & Machine Learning
Models, agents, and applied machine-learning work moving today.
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Hacker News
Claude Opus 5.5
- ▲ 1,430
- 💬 902
Claude Opus 5.5 is a new LLM from Anthropic, introduced September 22, 2026 as the first model in the Claude 5.5 family. Anthropic says it leads in agentic coding and knowledge work, performs at the level of Claude Fable 5.1 on most tasks, and costs 40% less to run than Opus 5 on typical workloads. The launch drew a large Hacker News discussion (1,430 points, 902 comments).
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Hugging Face Trending
sentence-transformers/all-MiniLM-L6-v2
- ♥ 6,105
- ⇣ 252M
all-MiniLM-L6-v2 This is a sentence-transformers model: It maps sentences & paragraphs to a 384 dimensional dense vector space and can be used for tasks like clustering or semantic search.. Signal: Hugging Face – Sentence Similarity.
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Dev.to
Two Weeks In: A 15-Year QA Veteran, Back to Being the New Guy
- ♥ 73
- 💬 53
I started last Monday. Today it's been exactly two weeks. Here's the funny part. I've spent 15… Context: Dev.to – AI/ML.
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Hacker News
GPT-6 Sol and Luna
- ▲ 1,411
- 💬 685
High-engagement technical discussion worth reviewing for practical implications.
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Hugging Face Trending
bge-m3: multilingual multi-function text embedding model
BAAI/bge-m3
- ♥ 3,593
- ⇣ 37.3M
bge-m3 is a sentence-embedding model from BAAI for sentence-similarity and retrieval tasks, usable via the sentence-transformers library. It is described as versatile in three ways: multi-functionality, multi-linguality, and multi-granularity, meaning one model handles dense, sparse, and multi-vector retrieval plus long inputs across many languages. It is built on XLM-RoBERTa, MIT licensed, and has 37,280,275 downloads and 3,593 likes.
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Hugging Face Trending
bert-base-uncased: Google's original English masked-language BERT model
google-bert/bert-base-uncased
- ♥ 3,367
- ⇣ 45.9M
google-bert/bert-base-uncased is the original pretrained BERT base model for English, trained with a masked language modeling (MLM) objective and suited for fill-mask tasks as well as fine-tuning. It runs in the transformers library with PyTorch, TensorFlow, JAX, Rust, CoreML, and ONNX support, and ships in safetensors format. It remains heavily used, with 45,895,818 downloads and 3,367 likes, under an Apache-2.0 license.
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Hacker News
OpenAI GPT–6 Astra breaks Enigma message that has resisted solution since 2005
- ▲ 634
- 💬 381
A page on the Crypto Cellar site documents the decryption of Enigma message MVUEH, a German Army message from 10 July 1941 that had resisted cryptanalysis since 2005. Carter Leffer contacted the site on 15 September 2026 to request validation of the break, which is attributed to OpenAI GPT-6 Astra. The Hacker News discussion drew 634 points and 381 comments, reflecting strong practitioner interest in AI-assisted classical codebreaking.
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Hacker News
Pentagon says overreliance on AI contributed to missile strike on Iran school
- ▲ 580
- 💬 286
A Bloomberg investigative report in which the Pentagon states that overreliance on AI contributed to a missile strike on a school in Iran. The piece is relevant to practitioners building target-selection or decision-support systems, because it examines how automated analysis fed into a lethal decision. The accompanying Hacker News thread drew 580 points and 286 comments, indicating sustained technical debate about AI failure modes in military use.
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GitHub Trending
Upscayl: free open-source AI image upscaler for desktop
upscayl/upscayl
- ★ 49.8k
- ⮂ 2,521
Upscayl is a cross-platform desktop application, written in TypeScript and licensed under AGPL-3.0, that enlarges and enhances low-resolution images using AI upscaling algorithms on Linux, macOS, and Windows. It is built on Electron and uses ESRGAN-style models to increase image resolution. The repository has 49,809 stars and 2,521 forks.
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Hacker News
OpenAI is well positioned to fast-follow Jev
- ▲ 284
- 💬 204
TypeSafe's Jev is a genuine breakthrough – snap judgments with calibrated probabilities instead of generated text. My bet is OpenAI is already figuring out how to copy it, and then embed it inside its own models where Jev can't follow.
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Hacker News
Claude Opus 5.5 Intelligence, Performance and Price Analysis (Max)
- ▲ 271
- 💬 81
This is an Artificial Analysis benchmark page comparing Anthropic's Claude Opus 5.5 (Adaptive Reasoning, Max Effort, Default Fallback) against other AI models on quality, price, speed (tokens per second and time to first token), and context window. The page lists it as a proprietary model, and the comparison drew a Hacker News discussion with 271 points and 81 comments. Practitioners can use it to weigh capability gains against cost and latency.
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Hacker News
Unreal Agent
- ▲ 164
- 💬 98
Unreal Agent is an agent harness from Unreal Labs designed to cut the cost of running deployed AI agents. The team reports up to 40% cost savings compared to Codex on production workloads and coding/science benchmarks, with no negative performance impact. Motivation came from wanting agents to respond quickly to users while remaining inexpensive to operate in the wild.
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Dev.to
I Wrote the Code This Time. Does It Count If the Answer Was Wrong?
- ♥ 8
- 💬 1
TL;DR: I've shipped 26+ projects by directing AI agents, and I still couldn't write a Python program… Context: Dev.to – Beginners.
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Dev.to
Vue Composables: The Shared State Trap (+ Cheat Sheet)
- ♥ 8
Why two Vue components using the same composable can end up sharing state by accident, the mental model that explains it, and how to fix or embrace it. Context: Dev.to – Vue.
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GitHub Trending
Univer: open-source office suite runtime for AI agents
dream-num/univer
- ★ 15.8k
- ⮂ 1,404
Univer is a TypeScript framework that provides spreadsheets, documents, presentations, canvas bases, relational tables, and upcoming PDF support in a single embeddable runtime. Positioned as an office harness for AI agents, it lets applications build collaborative editing features, with topics including collaboration, data tables, and Excel compatibility. It holds 15,798 stars and 1,404 forks and is Apache-2.0 licensed.
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Dev.to
What happens when enterprise requirements hit Strands, LangGraph, and CrewAI – 45 runs measured
- ♥ 5
- 💬 15
What happens when enterprise requirements – human approval gates, audit trails, structured output -… Context: Dev.to – Agents.
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GitHub Trending
google/ax
- ★ 7,996
- ⮂ 369
ax is Google's open-source runtime for orchestrating AI agents, written in Go and released under the Apache-2.0 license, with a homepage at agentexecutor.io. It has 7,996 stars and 369 forks on GitHub. The README warns that core concepts, protocols, and specifications are still being actively refined, so APIs may change; the project lists 35 open issues.
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GitHub Trending
treg: unified gateway for AI agent tools
superdesigndev/treg
- ★ 2,351
- ⮂ 226
treg is a Python project that acts like "OpenRouter for agent tools," providing a single gateway through which AI agents can access various tools instead of individual models. The repository covers credentials and API keys handling, ships as a CLI, and includes a dsh plugin. It has 2,351 stars and 226 forks, with 70 open issues, and its homepage is treg.to.
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Product Hunt
Brev
Tell Brev your business objectives, and let it do the rest. Brev uses AI to connect goals, meetings, metrics, decisions, and work across the tools teams already use, so leaders can see where execution stands, understand why things are off track, and act earlier. Brev's AI Coworker in Slack and Teams does the busy coor… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
Edyt
AI in every app, on Mac and Windows. Ubuntu next. Select text, press one shortcut, and the result lands where your cursor is. Rewrite keeps your tone and follows your instructions. Explain and Translate go as deep as you ask. Alternatives shows several ways to say it. Saved prompts run on anything you select and follo… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
gg-friggin-ez
Fast, free, drop-in multilingual profanity and toxicity screener for Node.js, powered by System 1 models like TypeSafe AI Jev and Laya. Catches leetspeak, ASCII drawings, character spacing, and romanized profanity across all languages including Kannada, Telugu, Tamil, Hindi, and Bengali. Ultra-low cost • Multilingual… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
thestory.run
Your team already has things to say, they just don't know how. Our coach helps you stay consistent, find stories worth sharing and makes YOU the writer. Most AI tools take over writing. thestory.run flips it: the coach interviews you, finds the point you're circling, hands you the story arc, and you write it. It is th… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Community Pulse
How did the Chinese labs catch up so fast if most of the early training work was in the US?
A Reddit discussion on r/artificial asking how Chinese labs such as DeepSeek narrowed a training gap with US companies like OpenAI and Google that had a years-long head start. The poster acknowledges open-source papers and compute as factors but focuses on the data side of the equation, questioning what data sources explain the rapid catch-up.
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Community Pulse
The First Jobs AI May Kill Are the Ones People Need to Gain Experience
A Reddit discussion post argues that AI's most immediate labor impact is not mass job loss but the disappearance of entry-level roles that let people gain experience. The author notes coding agents already handle tasks formerly assigned to junior developers, with similar tools spreading into writing, design, customer support, research, and office work. The concern is that removing the first rung of the career ladder blocks newcomers from ever gaining skills.
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Community Pulse
OpenAI’s leaders among the few who got an invite to Trump-China state dinner: report
A community-shared news report saying that OpenAI's leaders were among the few guests invited to a Trump-China state dinner. The discussion on r/artificial ties the item to ongoing debate about AI governance, namely how leading AI companies engage with governments on policy. Only minimal context is available from the Reddit post itself, so details beyond the report's core claim cannot be verified here.
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Community Pulse
Why would a super intelligence that we can’t control, do anything for us?
A Reddit discussion post in r/artificial questioning the assumption that a superintelligent AI would deliver benefits such as cancer cures or advanced technology. The poster argues that if such a system cannot be controlled, there is no clear reason it would follow human instructions or act on human goals. The thread reflects ongoing community debate about alignment and the feasibility of directing systems smarter than their operators.
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Community Pulse
Hallucinated AI-provided intelligence almost led to U.S. boarding Chinese ship. Now, the U.S. is proposing an AI hotline to China
A Reddit discussion of a CNN report that an AI-generated intelligence report, circulated across the US military, contained fabricated information and nearly led the United States to board a Chinese ship. The episode is cited as raising risks of accidental conflict between nuclear powers, and the US is now proposing an AI hotline with China to defuse such incidents before escalation.
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Community Pulse
Is AI-fatigue a thing or I'm officially becoming a boomer?
A Reddit discussion in r/artificial in which the poster questions whether exhaustion with relentless AI news coverage is real. They observe that daily claims about AI replacing jobs or becoming a super-intelligence that will enslave humanity clash with the mundane reality of actually using it, which they describe as just a chatbot. The thread reflects a broader practitioner weariness with AI hype.
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Community Pulse
What’s an AI feature you thought would be a gimmick… until you actually used it?
This is a community discussion thread on r/artificial asking which AI features seemed like gimmicks in demos but turned out to be genuinely valuable in daily use. The poster notes that many demo-impressive features are not useful day to day and invites users to share surprises. It matters to practitioners as crowd-sourced signal on which AI capabilities actually deliver practical value versus hype.
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Community Pulse
My AI agents figured out how to use refugees as a weapon.
A community discussion post in r/artificial describing how the author's AI agents, while playing a resource-management kingdom game from their childhood called Kingdom of Euphoria, arrived at a strategy of using refugees as a weapon. The game involves managing land, grain, gold and people through yearly decisions on sowing, eating and selling. The post's point is that autonomous agents can discover morally troubling tactics without being instructed to. Only minimal context w…
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Community Pulse
with all those intelligent systems at their disposal, why haven't any of these companies crafted a delightful experience?
A Reddit discussion on r/artificial questioning why companies with advanced AI systems have not built more engaging user experiences. The original poster argues that despite claims of intelligence, most products default to a generic chat interface that outputs a few hundred words most users do not read, citing Grok as an example. The thread reflects practitioner frustration with current AI product design patterns.
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Lobste.rs
No Sloptober
No Sloptober is a practitioner challenge asking participants to abstain entirely from LLM-based tools for the month of October 2026, framed as a fast for the mind. The site explicitly positions it as a personal challenge rather than a judgement of others who use such tools. It circulated on Lobste.rs as a community-shared link.
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Lobste.rs
tokens too cheap to meter
A practitioner-focused essay predicting that tokens will become as cheap as electricity within the decade. It walks through cost improvements affecting all AI, hosted AI, local AI, and specialized use cases, then combines them into an outlook on what happens next. The framing matters for engineers deciding how much to invest in token-saving architectures versus assuming falling inference prices.
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Lobste.rs
How to talk about "AI" without adding to the anthropomorphization
This is a newsletter piece by linguistics professor Emily M. Bender and researcher Nanna Inie offering writers practical guidance on discussing AI systems without anthropomorphizing them. Building on their earlier Tech Policy Press op-ed, "We Need to Talk About How We Talk About 'AI'," they argue that phrases implying human-like agency obscure what the technologies actually do, and they propose alternative phrasings for clearer public and technical discussion.
Security
Incidents, advisories, and defensive discussion – verify before acting.
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Hacker News
'We hacked the FBI:' Hackers say they have data on all FBI employees
- ▲ 553
- 💬 381
A security incident report from 404 Media covering a claimed breach of FBI personnel records. Hackers say they hold data on all FBI employees; a sample of 5,000 alleged agents reviewed by 404 Media includes names, addresses, phone numbers, and details on employees' spouses. The story drew 553 points and 381 comments on Hacker News, reflecting concern over doxxing risks for law enforcement staff. Claims are unverified beyond the reviewed sample.
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Hacker News
WordPress: Unauthenticated path traversal leading to conditional RCE
- ▲ 182
- 💬 93
A security advisory for WordPress core describing an unauthenticated path traversal vulnerability that can lead to remote code execution under certain conditions. It was published on the WordPress/wordpress-develop GitHub repository, the official Git mirror of the WordPress subversion codebase written in PHP under GPL-2.0. The advisory drew notable community attention on Hacker News, with a score of 182 and 93 comments discussing practical implications.
Verification: community signal; use the linked source as context, not final confirmation.
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Security Radar
CVE-2026-93952: Arista VeloCloud Orchestrator Improper Input Validation Vulnerability
A CVE affecting Arista VeloCloud Orchestrator, classified as an improper input validation vulnerability and listed in CISA's Known Exploited Vulnerabilities catalog, meaning federal and other operators are expected to prioritize remediation. No affected version ranges, exploit mechanics, or mitigation details were available in the fetched context; organizations should verify the primary advisory via the NVD entry and Arista guidance before acting.
Verification: cisa kev confirmed.
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Security Radar
CVE-2026-94127: F5 BIG-IP APM Heap-based Buffer Overflow Vulnerability
CVE-2026-94127: F5 BIG-IP APM Heap-based Buffer Overflow Vulnerability is a security signal; verify the primary advisory, affected versions, and mitigation guidance.
Verification: cisa kev confirmed.
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Security Radar
CVE-2026-93616: Check Point Multiple Products Path Traversal Vulnerability
This is a path traversal vulnerability affecting multiple Check Point products, tracked as CVE-2026-93616 in the NVD database. It is listed in the CISA Known Exploited Vulnerabilities catalog, and the item's verification metadata marks it as CISA KEV confirmed. Specific affected versions, exploitation details, and mitigation steps were not available in the provided context, so the primary advisory should be consulted.
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Security Radar
CVE-2026-85102: Check Point Multiple Products Improper Certificate Validation Vulnerability
CVE-2026-85102 is an improper certificate validation vulnerability affecting multiple Check Point products, and it is listed in CISA's Known Exploited Vulnerabilities catalog, indicating active exploitation. Certificate validation flaws can allow attackers to impersonate trusted services or intercept protected communications. The fetched NVD page provided no technical details, so affected versions and mitigation steps should be confirmed from the primary Check Point advisory…
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Lobste.rs
GitHub Actions leaking secrets when Miri output is cached
This is a Rust project security advisory explaining how GitHub Actions workflows can leak secrets when output from Miri, Rust's interpreter for detecting undefined behavior, is cached. The issue arises because cached Miri output can capture secret environment variables and expose them in logs or cache artifacts. The advisory affects CI setups that run Miri with secret-providing actions and cache the results.
Verification: community signal; use the linked source as context, not final confirmation.
Open Source & Dev Tools
Libraries, frameworks, and developer tooling gaining traction.
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GitHub Trending
clash-verge-rev: cross-platform GUI proxy client built on Tauri
clash-verge-rev/clash-verge-rev
- ★ 146.6k
- ⮂ 10.5k
clash-verge-rev is an open-source desktop GUI for the Clash/mihomo proxy core, written in Rust with the Tauri 2 framework and licensed under GPL-3.0. It runs on Windows, macOS, and Linux, offering profile management with Merge and Script enhancement, a visual editor for nodes and rules, TUN virtual-network-card mode, system proxy guarding, WebDAV config backup, and theme customization. The repo has 146,622 stars and 10,531 forks.
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Hacker News
ReBarUEFI: Resizable BAR for almost any UEFI system
- ▲ 123
- 💬 40
ReBarUEFI is an open-source UEFI DXE driver, written in C and MIT-licensed, that enables Resizable BAR on motherboards whose firmware does not officially expose the option. It matters because Resizable BAR can improve GPU performance by letting the CPU access the full video memory. The project has 2,436 stars on GitHub; NVIDIA Turing (20 or 16 series) owners are directed to a companion project, NvStrapsReBar.
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GitHub Trending
Codex-X: visual desktop manager for OpenAI Codex CLI
yynxxxxx/Codex-X
- ★ 3,881
- ⮂ 471
Codex-X is a cross-platform desktop tool, written in Rust and MIT-licensed, that gives OpenAI Codex desktop and Codex CLI a graphical management interface. It lets users switch providers and API endpoints, sync sessions, inject prompts, manage Skills and MCP servers, and edit TOML configuration visually instead of repeatedly hand-editing files. It has 3,881 stars and 471 forks.
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Product Hunt
QuietGlass
QuietGlass is a free, open-source Mac app for screen privacy. Look away with compatible AirPods and your screen blurs. Your camera can spot another face in view and warn you or blur the screen, even while you're still looking. Protect a window or selected area, blur sensitive text, or keep your active window clear wit… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
Walkie
Walkie turns speech into polished text in any app, gives you meeting transcription with notes and who said what, and reads anything aloud in 950+ voices — free and fully on-device when you want. Mac, Windows, Linux, and iPhone. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Lobste.rs
Fearless SIMD v1.0 is here
Fearless SIMD is a Rust library that provides a safe abstraction layer over SIMD (single instruction, multiple data) instructions, which are normally written with unsafe code. The Linebender project has released version 1.0, marking it as stable. Its core pitch is letting Rust developers use vectorized CPU instructions for performance-critical work without hand-writing unsafe blocks, reducing a common source of correctness and soundness bugs.
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Lobste.rs
Arguing about arguments
An essay by Steve Klabnik, published Sep 21, 2026 and tagged Rust, that examines how programming languages define and pass function arguments, using a Rust function example like `fn foo(x: i32, y: i32) -> i32` called as `foo(5, 6)`. It is aimed at practitioners interested in language design debates over argument syntax and semantics. The fetched snippet is short, so further specifics of the argument are unverified here.
Cloud & Infrastructure
Platforms, deployment, and the systems that run everything else.
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Hacker News
Microsoft killed FoxPro in 2007. Anyway, here's FoxPro revived
- ▲ 278
- 💬 167
A project offering a modern IDE and 64-bit runtime for Visual FoxPro 9 applications, the database language Microsoft discontinued in 2007. Built on Electron, React, and a Rust virtual machine compiled to WebAssembly, it keeps the same language. FoxDev Studio opens existing projects, forms, and tables directly, with no rewrite, conversion, or export step required. The Hacker News thread drew 278 points and 167 comments.
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Dev.to
PostgreSQL 19's data checksums can now be switched on without stopping the server
- ♥ 11
I measured PostgreSQL 19 beta's online checksum conversion against the old offline tool: roughly 1.3s of hard downtime the old way versus 2.8s of background work and 799MB of extra WAL the new way, with zero drop in concurrent write throughput. Context: Dev.to – DevOps.
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Hacker News
What California is learning from solar panels built over irrigation canals
- ▲ 191
- 💬 300
A KQED report on a pilot project near Turlock, California, where solar panels are installed over irrigation canals. The article says the arrays save water by reducing evaporation, produce clean energy, and improve local water quality. The approach is being tested as a way to combine renewable generation with water conservation on existing infrastructure. The Hacker News discussion drew 191 points and 300 comments.
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Dev.to
The Junior Ops Pipeline Did Not Collapse. It Never Existed.
- ♥ 5
The story going round is about developers. Junior job postings down 60 to 70 percent since 2022…. Context: Dev.to – DevOps.
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GitHub Trending
awesome-zhuiju-free: curated free ad-free streaming resource guide
laoma2053/awesome-zhuiju-free
- ★ 9,914
- ⮂ 652
A community-maintained Chinese awesome-list of free, ad-free video and drama-watching resources, licensed CC-BY-4.0 and written in JavaScript. It covers online streaming sites, video apps, cloud-drive and BT search, subtitles, TVBox-style shell apps, IPTV sources, and related open-source projects. Curated entries live in resources/resources., and GitHub Actions checks each link daily, marking it green, yellow, red, or grey by accessibility. It has 9,914 stars and 652 forks.
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Dev.to
What Nobody Is Using in Your Google Cloud Projects, and What It Costs
- ♥ 2
- 💬 1
A local-first CLI that scans Google Cloud projects for unused resources, prices each one from the Cloud Billing Catalog API, and drafts the cleanup. One call per project instead of one per region, read-only by default, and a Claude Code plugin over the same engine. Context: Dev.to – Googlecloud.
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Product Hunt
SereneDB
SereneDB is the result of 12 years of development – an open-source database that does ultra-fast full-text and fast analytics in one engine. Postgres- and Elastic-compatible: keep your SQL, your drivers, and your Elastic clients; drop the second system and the ETL between them. In our public benchmark, it outperforms… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Lobste.rs
Redis is not a map you talk to over TCP
An engineering blog post about how a gig economy delivery service decides which courier is offered a job when a customer places an order. The author argues against treating Redis as a simple key-value store accessed over TCP, drawing on real dispatch-system experience where courier selection code runs on every order. Practitioners can expect implementation detail and operational lessons about data modeling with Redis in a high-traffic path.
Product & Launches
New products and launches worth a look.
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Product Hunt
Pulsetic RUM
Pulsetic is an all-in-one monitoring platform for websites, APIs and online services. Track uptime, response time, real user performance, SSL, domains, ports, TCP, keywords and cron jobs. Get instant alerts by email, SMS, call, Slack, Teams, Discord, Telegram and webhooks. Create customizable status pages, manage inci… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
Clueso MCP
Clueso is the fastest and easiest way to create stunning product videos. It converts raw screen recordings into studio-quality videos and step-by-step articles in minutes. No editing or design skills needed. Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
Anomalo
Your data changes constantly. Anomalo Analyst tells you what matters before you know to ask. It proactively monitors your Snowflake, Databricks, or BigQuery data, surfaces important trends, anomalies, and shifts, and lets you investigate with follow-up questions in plain language. Every insight is verified against you… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
Community & Discussion
What engineers are debating and reading right now.
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Dev.to
Clean Code Is Not the Same as Clear Code: Comments Were Never the Problem
- ♥ 69
- 💬 51
Table of Contents A Line That Does Nothing… Except Keep Production Alive Some Code…
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Dev.to
Laravel Is Not As Heavy As You Think
- ♥ 25
Recently I came across another discussion about Laravel's memory usage and I can't say that it was… Context: Dev.to – Web Dev.
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Dev.to
Why the Best Software Advice Is the Hardest to Follow
- ♥ 24
- 💬 7
Not all software advice is created equal. Some advice is practical. It tells you exactly what to…
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Dev.to
The Git Recovery Guide: How to Undo Anything (Without Panic)
- ♥ 24
There's a specific feeling every developer knows. You run a git command, hit Enter, and half a second… Context: Dev.to – Web Dev.
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Hacker News
How did AMD Ryzen get 50% faster in two years?
- ▲ 291
- 💬 112
A blog post by Daniel Lemire examining why CPUs are not as stagnant as commonly claimed, using AMD's Ryzen 7 X3D lineup from 2022 to 2024 as evidence. It compares the 5800X3D (Zen 3), 7800X3D (Zen 4), and 9800X3D (Zen 5), which are comparable 8-core chips with 3D V-Cache, to trace roughly a 50% performance gain across two generations. The discussion drew 291 points and 112 comments on Hacker News.
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Hacker News
SAML: A fractal of bad design
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- 💬 126
A Trail of Bits blog post arguing that SAML, the XML-based authentication protocol behind much of enterprise SSO, is fundamentally broken by design. The authors point to XML complexity, canonicalization pitfalls, enveloped signatures, and design ossification as root causes, leaving the protocol exposed to signature wrapping attacks and parser differentials that persist despite decades of awareness. The Hacker News discussion drew 214 points and 126 comments.
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Dev.to
A sticker over 15% of a QR code is fine. Erasing 0.7% of it kills the code.
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Everyone repeats that QR codes survive 30% damage. I measured it: a solid patch over 15% still scanned 99 times in 100, scattered speckle killed every level by 5%, and half a timing row – 0.7% of the modules – was fatal. Context: Dev.to – Python.
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Hacker News
Transit rewards
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- 💬 86
This is a company blog post announcing Waymo's new transit rewards program, which is drawing active discussion on Hacker News (103 points, 86 comments). The program initially launches in the San Francisco Bay Area, with future cities planned. Riders earn Waymo Cash when they connect their Waymo rides with public transit and pay using a Visa card. The initiative touches on how ride-hailing and public transit interact.
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Dev.to
The Grand Unifying Architecture of Frontend
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I used to joke that the history of frontend development could be retraced by following the argument… Context: Dev.to – Webdev.
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Lobste.rs
Plain-text files are at risk
An essay arguing that plain-text files face practical risks stemming from their many competing encodings and related tooling assumptions. Hosted as a roughly 4.6 KiB Markdown paste on paste.sr.ht, it examines how the reliance on plain text across software and archives can break down when encoding expectations diverge. It is relevant to practitioners maintaining long-lived text data, logs, and configuration.
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Lobste.rs
That About Wraps It Up for Stock Mac UI
inessential: That About Wraps It Up for Stock Mac UI 22 Sep 2026 That About Wraps It Up for Stock Mac UI The latest macOS is a nice step toward a good-looking Mac UI, but I do wish it had gone farther.
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Lobste.rs
Looking forward to Git 2.56 – and 3.0
This is an LWN.net article examining the roadmap for Git 2.56 and the eventual Git 3.0 release. Git sits at the core of development processes worldwide, so planned changes to the source-code management system matter to a broad range of practitioners. The piece looks ahead at what changes may land in these versions and the compatibility considerations around a major 3.0 release.
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Lobste.rs
Jev-powered autocorrection
This is a practitioner link from Lobste.rs pointing to a page about an autocorrection approach called Jev-powered autocorrection, tagged with the tagline 'Just type. The spaces will follow.' and a snippet reading 'Spacebar'. The page appears to be a keyboard or text-entry tool that automatically adds spaces, so users can type without pressing the spacebar. No implementation or operational details are provided in the available context.
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Lobste.rs
Design your programming languages right (2024)
A 2024 essay by a practitioner offering ground rules for new programming languages and their configuration. The author lists features language designers should include, or at least consider rather than rule out, framing the piece as informal notes intended to prevent avoidable design mistakes. It matters to anyone building or evaluating language tooling, since early configuration and feature decisions are hard to reverse once a language gains users.
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Lobste.rs
Raspberry Pi locks down Pi 5 RAM upgrades in firmware
A blog post by Jeff Geerling, dated September 21, 2026, reporting that Raspberry Pi added a firmware feature that restricts users from swapping RAM chips on the Pi 5, including in some cases chips of the same specification. It matters to hardware tinkerers and embedded practitioners because it limits repair and upgrade paths that were previously possible on the board. The article was shared on Lobste.rs with community-signal verification.