Top Signals
The few items worth your attention first – each with the one-line reason it stood out today.
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1
Karakeep: self-hosted bookmark manager with AI tagging
karakeep-app/karakeep
Trending repository – 27.2k stars on GitHub.
- ★ 27.2k
- ⮂ 1.3k
Karakeep is a self-hostable bookmarking application that lets users save links, notes, and images in one place, formerly known as Hoarder. It uses AI for automatic tagging and includes full-text search so stored content stays findable over time. Written in TypeScript with a React Native mobile client and licensed under AGPL-3.0, the project has accumulated 27,175 stars and 1,335 forks.
GitHub Trending
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2
Chat Control 1.0 and 2.0 Explained
Top Hacker News discussion – 565 points.
- ▲ 565
- 💬 188
What is the difference between Chat Control 1.0 and Chat Control 2.0? A clear overview of both EU laws, their timelines, and where things stand today.
Hacker News
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3
sentence-transformers/all-MiniLM-L6-v2
Trending model – 247.9M downloads.
- ♥ 5k
- ⇣ 247.9M
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
The Next DEV Weekend Challenge Launches on July 9 – 13. Mark Your Calendar!
Popular developer article – 34 reactions.
- ♥ 34
- 💬 5
We're back with another installment of the DEV Weekend Challenge! If you missed the earlier…
Dev.to
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5
30papers.com – Ilya's 30 essential ML papers, in a beginner friendly format
Top Hacker News discussion – 466 points.
- ▲ 466
- 💬 72
A curated reading list of foundational AI and deep learning papers, hosted in full with plain-language explanations of difficult terms.
Hacker News
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6
Master Local Fine-Tuning with "gemma-trainer"
Popular developer article – 27 reactions.
- ♥ 27
- 💬 7
Take control of your AI models with our newest skill, designed to make local fine-tuning efficient. Context: Dev.to – AI/ML.
Dev.to
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7
BAAI/bge-m3
Trending model – 33.3M downloads.
- ♥ 3.2k
- ⇣ 33.3M
BAAI/bge-m3 is a machine-learning model signal worth checking for task fit, license, model card quality, and production constraints before adoption. Signal: Hugging Face – Sentence Similarity.
Hugging Face Trending
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8
ai-job-search: AI-powered job application framework built on Claude Code
MadsLorentzen/ai-job-search
Trending repository – 12.1k stars on GitHub.
- ★ 12.1k
- ⮂ 3.9k
ai-job-search is an open-source TypeScript framework that automates job application tasks using Anthropic's Claude Code. Users fork the MIT-licensed repository, fill in a personal profile, and the system evaluates job postings, tailors CVs, generates cover letters, and prepares candidates for interviews. It has accumulated 12,147 stars and 3,927 forks on GitHub.
GitHub Trending
AI & Machine Learning
Models, agents, and applied machine-learning work moving today.
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GitHub Trending
Karakeep: self-hosted bookmark manager with AI tagging
karakeep-app/karakeep
- ★ 27.2k
- ⮂ 1,335
Karakeep is a self-hostable bookmarking application that lets users save links, notes, and images in one place, formerly known as Hoarder. It uses AI for automatic tagging and includes full-text search so stored content stays findable over time. Written in TypeScript with a React Native mobile client and licensed under AGPL-3.0, the project has accumulated 27,175 stars and 1,335 forks.
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Hugging Face Trending
sentence-transformers/all-MiniLM-L6-v2
- ♥ 5,045
- ⇣ 247.9M
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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Hacker News
30papers.com – Ilya's 30 essential ML papers, in a beginner friendly format
- ▲ 466
- 💬 72
A curated reading list of foundational AI and deep learning papers, hosted in full with plain-language explanations of difficult terms.
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Dev.to
Master Local Fine-Tuning with "gemma-trainer"
- ♥ 27
- 💬 7
Take control of your AI models with our newest skill, designed to make local fine-tuning efficient. Context: Dev.to – AI/ML.
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Hugging Face Trending
BAAI/bge-m3
- ♥ 3,202
- ⇣ 33.3M
BAAI/bge-m3 is a machine-learning model signal worth checking for task fit, license, model card quality, and production constraints before adoption. Signal: Hugging Face – Sentence Similarity.
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Hugging Face Trending
google-bert/bert-base-uncased
- ♥ 2,700
- ⇣ 66.3M
Pretrained model on English language using a masked language modeling (MLM) objective. Signal: Hugging Face – Fill Mask.
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GitHub Trending
ai-job-search: AI-powered job application framework built on Claude Code
MadsLorentzen/ai-job-search
- ★ 12.1k
- ⮂ 3,927
ai-job-search is an open-source TypeScript framework that automates job application tasks using Anthropic's Claude Code. Users fork the MIT-licensed repository, fill in a personal profile, and the system evaluates job postings, tailors CVs, generates cover letters, and prepares candidates for interviews. It has accumulated 12,147 stars and 3,927 forks on GitHub.
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Hacker News
Herdr: One terminal to rule them all
- ▲ 243
- 💬 110
Herdr is an agent multiplexer that lets developers run multiple coding agents from a single terminal interface, analogous to how tmux manages multiple terminal sessions. It ships as a binary rather than a GUI application, displays real panes and agent state at a glance, and works over SSH so agents can be managed on remote infrastructure. The project drew 243 points and 110 comments on Hacker News.
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Hacker News
GPT-5.6 Sol, along with Terra and Luna, will launch publicly this Thursday
- ▲ 121
- 💬 53
OpenAI on X: "GPT-5.6 Sol, along with Terra and Luna, will launch publicly this Thursday.
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Hacker News
How to Build a Minimal ZFS NAS Without Synology, QNAP, TrueNAS (2024)
- ▲ 116
- 💬 63
If you need a basic NAS and don't care about GUI features, it is suprisingly simple to set up a ZFS dataset and share it over the network using Samba.
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Dev.to
Our AI agents fabricated "done" five times in 17 days. Here is what actually reduced it.
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- 💬 23
Five fabrication incidents in 17 days, what they had in common, and the boring checks outside the model that actually reduced them. Context: Dev.to – DevOps.
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Dev.to
The LLM API Failure Policy I Wish I Had Before My First Production Incident
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- 💬 10
Most LLM API error handling starts out looking like normal HTTP error handling. If it is a 429,… Context: Dev.to – Ai.
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Dev.to
Make Your Agent Return Data, Not Prose — Structured Outputs with NVIDIA NIM
- ♥ 5
Your agent prints a sentence a human reads. To build on it — a UI, an eval, an API — you need data. This post makes the final answer a validated JSON object. The honest catch is that strict schema enforcement isn't reliable on hosted open models, so we parse, validate, and repai… Context: Dev.to – Nvidia.
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Dev.to
What breaks an AI agent after 50 clean demos
- ♥ 3
- 💬 3
The demo ran 50 times without a failure. Then we shipped it. Three days into production, the agent… Context: Dev.to – DevOps.
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Product Hunt
AI Emaily
AI Emaily is the AI-native inbox that runs like your chief of staff. It reads every message, triages what actually needs you, and quiets the noise. It drafts replies in your own voice — not generic AI text — then schedules and sends across Gmail, Outlook, and any provider from one inbox. Three modes: Manual, Copilot,… Worth checking for automation claims, data-access patterns, and human-in-the-loop requirements.
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Product Hunt
Katalyst
Katalyst is the AI sales agent for teams on Salesforce. Hang up a call and it's already done: notes summarized, records created, fields updated, follow-up drafted, next step set. It runs 24/7, reading every call, email, and calendar, surfacing the right signals, prepping you for each meeting, and prompting you to act:… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
Kadoink AI
Gather people instantly by AI txt, video, or ringing phones Tell Kadoink Who You Need. AI Gets Them Together. Say Who. Say Why. Kadoink Gathers Everyone. AI-Powered Gathering for Real-Time Communication Kadoink Finds the Best Way to Reach Your People Video, Voice, Text, Push — AI Chooses the Path Stop Chasing People…. Worth checking for automation claims, data-access patterns, and human-in-the-loop requirements.
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Product Hunt
Ogment AI
@O is the ultimate AI coworker that lives natively in Slack. Tag @O like a colleague, to ask anything or delegate daily tasks in plain English. It connects to 1,000+ tools, runs automations while you sleep, and shares memory and skills across your whole team right in Slack. One-click install, everyone AI-enabled in un… Worth checking for automation claims, data-access patterns, and human-in-the-loop requirements.
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Product Hunt
Scribble Network
Your customers ask AI before they ask Google, and most brands have no idea whether they show up or lose to a competitor. Every other tool hands you a visibility score and stops there. Scribble does the whole loop: audit where you're invisible across every AI engine, create content that closes the gap, and amplify it t… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
Badge
Badge gives an AI agent that collects peer reviews to build proof of work. For job seekers – The agent connects to your contacts, requests anonymous reviews from your past colleagues, and builds a verified, portable trust score. score. For hiring managers – Badge gives you a 30 second reference checks on candidates, c… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
Mira
Unlike AI tools that stop at interview + transcript, Mira is a full AI researcher — plans studies, recruits globally (100M+ panel, 120 countries), runs dynamic interviews with intelligent probing, and uniquely captures what participants say AND feel via real-time facial coding, voice emotion AI, and webcam eye trackin… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
Ellis
Ellis is an AI notetaker for in-person meetings. Record your meeting, get a clean transcript with each speaker identified, then ask anything — what was decided, what you missed, how it went. No laptop. No extra hardware. Just your iPhone (or Apple Watch). Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Community Pulse
Air Force Engineer Accused of Cutting Down Flock AI Surveillance Cameras, Says U.S. is Becoming Police State
r/artificial: Air Force Engineer Accused of Cutting Down Flock AI Surveillance Cameras, Says U.S. is Becoming Police State – AI/LM community discussion.
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Community Pulse
AI can’t simulate human preferences – new study tests LLMs against thousands of real users
https://arxiv.org/abs/2605.18311 There’s a massive trend right now where companies are trying to replace real human feedback with LLM-driven "synthetic users." The idea sounds great on paper – why would you spend money and time recruiting real people to test products, pick design choices, or evalua….
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Community Pulse
Can we (and should we) tokenize everything into metrics using AI? (-1 to 1 Scale)
Hi everyone, I’ve been thinking about data obsession lately. Historically, we only measured structured data (clicks, time, revenue). But with LLMs, unstructured and subjective data (like text emotion, code readability, or team vibe) can easily be converted into a float value between -1 and 1. Theor….
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Community Pulse
AI is scaling 3x faster than the internet wave and it’s NOT slowing down
One thing that stands out about the current AI boom is that it hasn't had a slow phase. A lot of previous technology waves had a big moment, cooled off for a while and then found their next use case. Recent estimates suggest GenAI companies are generating around $110B in annual revenue and the grow….
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Community Pulse
LinkedIn's behavioral scoring system and what it means for anyone building AI automations on the platform
LinkedIn removed the fixed connection request cap sometime in the last couple of years. Well, it was more in general cuts, the latest of which happened this year, and replaced it with a dynamic per-account scoring model that most people building automation on the platform haven't fully mapped yet…..
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Community Pulse
Thieves Are Now Targeting AI Data Center Construction Sites for Copper and Expensive Equipment
A community discussion on r/artificial reports that thieves are targeting AI data center construction sites to steal copper and expensive equipment. The post claims a connection between AI-driven job losses and a rise in theft at these facilities. No underlying source, evidence, or corroborating data was retrievable, so the specific scope and factual basis of the claim cannot be verified from the available context.
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Community Pulse
Title I'm looking for engineers who enjoy solving problems that are more about correctness than AI.
Over the last few months I've been building a prototype around a question I can't stop thinking about: How do you know when an AI-generated financial claim is actually trustworthy? The obvious answer is "use a better model." The more I've built, the less I believe that's the real solution. The hard….
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Lobste.rs
Google’s exponential path to climate-wrecking digital bloat
Google's latest report reveals a completely unprecedented rise in energy consumption – more than any of us expected. Generative AI is a climate carbon bomb. Context: Lobste.rs – Programming.
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Lobste.rs
Mechanized type inference for record concatenation
Mechanized type inference for record concatenation is a practitioner-focused engineering link from Lobste.rs; review it for implementation detail, operational lessons, and discussion quality.
Security
Incidents, advisories, and defensive discussion – verify before acting.
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Dev.to
I Built a Zero-Dependency Env Validator with Full TypeScript Inference – Here's Why
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- 💬 3
Every Node.js project I've ever worked on has the same invisible vulnerability. Somewhere in the… Context: Dev.to – Javascript.
Verification: community signal; use the linked source as context, not final confirmation.
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Hacker News
Tenda firmware (multiple versions) contains hidden authentication backdoor
- ▲ 153
- 💬 42
A vulnerability disclosure reports that multiple versions of Tenda router firmware contain a hidden authentication backdoor, potentially allowing unauthorized access to affected devices. The CERT Coordination Center advisory (VU#213560) describes the issue as affecting several Tenda firmware revisions, meaning attackers could bypass normal login controls on consumer networking hardware. A Hacker News thread with 153 points and 42 comments discusses the practical security imp…
Verification: community signal; use the linked source as context, not final confirmation.
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Security Radar
CVE-2026-48908: JoomShaper SP Page Builder Unrestricted Upload of File with Dangerous Type Vulnerability
CVE-2026-48908: JoomShaper SP Page Builder Unrestricted Upload of File with Dangerous Type 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-2026-55255: Langflow Authorization Bypass Through User-Controlled Key Vulnerability
CVE-2026-55255: Langflow Authorization Bypass Through User-Controlled Key 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-2026-56290: Joomlack Page Builder Improper Access Control Vulnerability
CVE-2026-56290: Joomlack Page Builder Improper Access Control 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-2026-48282: Adobe ColdFusion Path Traversal Vulnerability
CVE-2026-48282: Adobe ColdFusion Path Traversal Vulnerability is a security signal; verify the primary advisory, affected versions, and mitigation guidance.
Verification: cisa kev confirmed.
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Lobste.rs
OpenBSD through 7.9 has a use-after-free allowing local privilege escalation to root (CVE-2026-57589)
NVD – cve-2026-57589 Official websites use .gov A .gov website belongs to an official government organization in the United States. Context: Lobste.rs – Security.
Verification: community signal; use the linked source as context, not final confirmation.
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Lobste.rs
Your Rust Service Isn't Leaking — It Could Be the Allocator
How we diagnosed unexplained memory staying pinned near the top of our container limit in a Rust event stream processor — not a leak or fragmentation, and why the allocator matters. Context: Lobste.rs – Programming.
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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Dev.to
Meteor 3.5 is out!
- ♥ 8
- 💬 2
Meteor 3.5 is a broad release, and it earns the word. Its center of gravity is the reactive data… Context: Dev.to – Javascript.
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GitHub Trending
kyutai-labs/pocket-tts
- ★ 6,362
- ⮂ 659
A TTS that fits in your CPU (and pocket). Github trending; mit license.
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GitHub Trending
bradautomates/claude-video
- ★ 5,434
- ⮂ 676
Give Claude the ability to watch any video. /watch downloads, extracts frames, transcribes, hands it all to Claude. Github trending; mit license.
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Dev.to
Omni Flash Preview with Claude Code
- ♥ 6
This article covers the MCP setup and configuration for using Google Omni Preview and underlying… Context: Dev.to – Cli.
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Lobste.rs
Waterfall CAD Playground – A Haskell powered programmable-CAD environment, in the browser with WASM
Download STL ▼ STL STEP GLB Examples ▼ Load URL Files Settings About Render stdout stderr High(ish) Bandwidth Warning This is a browser-based Haskell CAD environment.
Cloud & Infrastructure
Platforms, deployment, and the systems that run everything else.
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Hacker News
Show HN: Davit, a Apple Containers UI
- ▲ 275
- 💬 61
Davit is a free, open-source, fully native macOS app for Apple's container platform — containers, images, volumes and networks with live stats, logs, file browsing, private registries and one-click setup.
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Dev.to
Building a physical API
- ♥ 11
- 💬 2
Now my journey on building a physical API for the robot. It goes through sentinel, a Rust daemon that listens to the CAN bus and turns the robot's own traffic into telemetry, the API and time series database behind it, Grafana for dashboards and alerts, and a control plane where… Context: Dev.to – Robotics.
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Dev.to
Why Event-Driven Architecture Isn’t About Speed (and When You Actually Need It)
- ♥ 5
- 💬 5
Before you introduce a heavy event broker into your stack, let's talk about the real socio-technical costs, the reality of latency, and what EDA actually delivers. Context: Dev.to – DevOps.
Product & Launches
New products and launches worth a look.
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Product Hunt
Dupely
Most shopping tools chase coupons. Dupely tackles trust. Online shopping is full of manipulation: artificial price drops, fake reviews, paid influencers, and sketchy white label sellers reselling the same product at a markup. DupeScore finds identical products for less. Trust This Price flags fake savings using 90 day… Worth checking for pricing vs value, integrations, data ownership, and workflow fit.
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Product Hunt
Glideo
Glideo is a free macOS screen recorder built for product demos and dev tools. It turns raw screen recordings into polished demo videos: the camera zooms toward your clicks automatically, with no keyframing. Same automatic zoom that follows your clicks and cursor. Same polished output. Same "this looks way better than… 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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Hacker News
Chat Control 1.0 and 2.0 Explained
- ▲ 565
- 💬 188
What is the difference between Chat Control 1.0 and Chat Control 2.0? A clear overview of both EU laws, their timelines, and where things stand today.
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Dev.to
The Next DEV Weekend Challenge Launches on July 9 – 13. Mark Your Calendar!
- ♥ 34
- 💬 5
We're back with another installment of the DEV Weekend Challenge! If you missed the earlier…
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Hacker News
Local, CPU-Friendly, High-Quality TTS (Text-to-Speech) with Kokoro
- ▲ 372
- 💬 76
Just a few years ago, realistic local speech generation seemed unimaginable. Today, its quality is exceptional and, crucially, it delivers these results without compromising privacy.
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Dev.to
My rate limiter was doing exactly what I told it to do. That was the problem.
- ♥ 19
- 💬 6
I had a /image endpoint capped at 3 requests per minute. Simple express-rate-limit, keyed by IP,… Context: Dev.to – Web Dev.
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Hacker News
GAO: DOE Is Prematurely Excluding Less Expensive Options for Nuclear Cleanup
- ▲ 181
- 💬 79
To clean up nuclear waste, the Department of Energy spends billions of taxpayer dollars on large projects, like waste treatment facilities. When…
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Hacker News
Structure and Interpretation of Computer Programs Video Lectures (1986)
- ▲ 131
- 💬 11
MIT OpenCourseWare hosts the video lecture series for 6.001 Structure and Interpretation of Computer Programs, recorded in 1986 and taught by MIT Electrical Engineering and Computer Science faculty. The course uses Scheme to teach foundational programming concepts including abstraction, metalinguistic evaluation, and systems design. The Hacker News discussion drew 131 points and 11 comments, reflecting sustained practitioner interest in foundational computer science material.
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Hacker News
Is The Economist Always Wrong?
- ▲ 118
- 💬 102
High-engagement technical discussion worth reviewing for practical implications.
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Dev.to
Pre-allocate Like a Pro
- ♥ 7
- 💬 1
I’ve been playing with C# 15 quite a bit this week, and after yesterday’s post about the new with()… Context: Dev.to – Web Dev.
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Hacker News
Canada's only watchmaking school still ticking after 80 years
- ▲ 111
- 💬 47
High-engagement technical discussion worth reviewing for practical implications.
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Community Pulse
I stopped treating business setup like five separate chores
I kept putting off the business setup side because every step felt like another tool, account or subscription This time I tried running it through Claude and kept the whole thing in one workflow: setup, verification, bank account and basic finance admin after. Still early but it’s been way easier t….
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Lobste.rs
Together for a healthier Clippy
Empowering everyone to build reliable and efficient software.
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Lobste.rs
You shouldn't trust Trusted Publishing
You shouldn't trust Trusted Publishing is a practitioner-focused engineering link from Lobste.rs; review it for implementation detail, operational lessons, and discussion quality. Context: Lobste.rs – Programming.
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Lobste.rs
Jim's TrueType QR Code Font
Jim's TrueType QR Code Font Jim's TrueType QR Code Font This is a real TrueType/OpenType font that turns bracketed text into QR codes during text shaping.
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Lobste.rs
Why false sharing alignment should be 128 bytes on x64
False Sharing Alignment Monoidal Tranformation Table of Contents What is false sharing What to do Benchmark Digital Ocean Amazon Web Services, c5d (Skylake) Results Amazon Web Services, c6i (Ice Lake) Apple Silicon M1 Conclusion Reading list Disclaimer What is false sharing What…
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Lobste.rs
I was wrong about game development
Releasing Burst taught me that the hardest part of game development isn't how a game looks or feels, but getting the difficulty just right.
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Lobste.rs
Signed Integers By Default
As with many discussions in the programming space, there are "wars" between different ways of doing things. These are typically about minor aesthetic preferences, such as:Tabs vs Spaces for indentation vs vs for naming conventions vs for strings (if the language allows both)1TBS vs K&R vs Allman for brace stylesThese…
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Lobste.rs
Notes on software quality
Notes on software quality Notes on software quality Jump to: How I think about quality Universal signals of quality The six signals of quality in software The benefits of software quality Beliefs about quality I want to disprove Quality is impossible at scale Anecdotal evidence…
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Lobste.rs
a software engineering interview question I like: computing the median
a software engineering interview question I like: computing the median is a practitioner-focused engineering link from Lobste.rs; review it for implementation detail, operational lessons, and discussion quality.
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Lobste.rs
The Popup That Says the Quiet Part Out Loud
Part of the ongoing Big Tech's War on Users series. I've been watching this one develop for a while now, and this week it stopped being speculation and…