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Meta and Apple have teamed up for the launch of the social media giant's newest model, Muse Spark Open, which will run locally on Apple silicon.

Panay said that it's possible to recover and learn from all sorts of failures, even catastrophic ones, when building products.

Intero Biosystems beat out 199 other Startup Battlefield companies to take home the $100,000 grand prize at TechCrunch Disrupt 2026.

The company generated over $30 million in revenue in two years and was acquired by MyFitness for an undisclosed amount of money in March.

Mapping Self-Hosted LLM API Gateways: What the CISA Distillation Advisory Means for Asset Owners The advisory published by NSA, CISA and the FBI (AA26-251A) describes industrial-scale knowledge distillation campaigns run through native APIs, cloud providers, third-party aggregators and a gray market of proxy relays it calls "transfer stations". For organizations that operate model-serving infrastructure, the practical question is narrower: which of the systems that front frontier-model APIs ...

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle What I Built ListLens is an AI listing writer for Etsy and eBay sellers. Upload 1–8 product photos, and it writes a full listing — title, description, tags, and category — optimized for the platform you're selling on. Who pays for it: Casual sellers and side-hustlers who list 5–50 items a month. Writing good listings is tedious: keyword research, tag limits, platform-specific tone, hones...

TL;DR: I built a Python CLI that generates enterprise NestJS (CQRS/DDD) and React backends from YAML. It's open-source on PyPI. Here is how I architected it. You can check out the source code on GitHub or install the package directly from PyPI. For Nest.js maher1719 / Nestjs-clean-architecture-crud-modules-generator 🚀 Python CLI to auto-generate strict Clean Architecture, DDD, and CQRS modules for NestJS from YAM...

We build Colitu , a VPN with open-source apps for Android , iOS , Windows , Linux and a browser extension . The apps carry traffic over several transports. Hysteria2 is a QUIC-based one that our apps prefer on many networks, because it holds up well on lossy mobile links. The apps also check their own connection. Every 5 seconds they send a small request through the tunnel. If three checks in a row get no answer within 4 seconds, the transport is declared dead, and traffic moves to a T...

How Loreflow's answer pipeline is designed so that cross-tenant leakage, prompt-injection exfiltration, and silent field leaks can't happen — no matter what the model does. October 2026. The problem with prompt-level safety Most AI products bolt safety on at the prompt: "don't reveal other users' data," "ignore instructions in retrieved documents." That works until it doesn't — a clever injection, a model update that shifts behavior, a developer who forgets the magic sentence in one code path....

TVL Trend Analysis & Liquidity Risk Assessment: Arbitrum Bridge Target Protocol : Arbitrum Bridge (TVL: $3518.8M) Technical Security & Audit Report Subject: TVL Trend Analysis & Liquidity Risk Assessment – Arbitrum Bridge Date: 15 Oct 2026 Prepared by: Senior DeFi Security Researcher – [Your Name] 1. Executive Summary Metric Current Value Trend (30‑day) Trend (90‑day) Total Value Locked (TVL) ...

Dacă ai un catalog propriu (o agenție imobiliară, un CRM) și vrei să publici anunțuri fără să le introduci manual, poți folosi API-ul public al Listara, o platformă românească de anunțuri. Mai jos parcurgem cu curl și JSON tot fluxul: token, câmpuri dinamice, creare, verificarea rezultatului, actualizare. Endpointurile și câmpurile sunt cele din documentația publică . Ce ai nevoie un cont cu acces API (dacă rolul contului nu îl permite, primești 403); un token Bearer creat...

An AI agent for Tekmetric connects one of two ways: an app approved by Tekmetric that the shop admin authorizes under Shop Settings, Integrations, or a webhook an admin adds themselves. API credentials are not self-serve (one review reports a wait of 2 to 3 weeks). Tekmetric already covers texting, reminders and campaigns; an agent adds follow-up judgment on estimates and declined work, with a service advisor approving every message. An AI agent for Tekmetric is a small program that watches w...

I landed in the United States in August 2022 with one plan: get the master's, get the job, build the life. Four years later I have the degree, the job, two companies, and seven publications. None of it happened in the order I expected. I came for a Master of Science in Computer and Information Sciences at Oklahoma State University, which I finished in May 2024. My thesis, supervised by Dr. J. Cecil and Dr. John Tetnowski, investigated the impact of virtual reality-based interactions among stu...

La plupart des gens utilisent Claude comme un simple chatbot : une question, une réponse. Pourtant, c'est devenu une vraie plateforme de travail. Voici la carte des fonctionnalités à connaître, du premier prompt aux agents autonomes. 1. Les bases Prompts : un bon prompt est clair, contextualisé et réutilisable. Garde tes meilleurs modèles sous la main. Projects : regroupe fichiers, contexte et consignes dans un espace dédié. Claude ne repart plus de zéro à chaque conver...

Full disclosure: my team built a tool that does this, so I'm biased. The format below works in any doc or chat, with or without it. TL;DR A good meeting recap has four parts and takes a few minutes to write. Send it the same day, and mark anything you don't know as TBD instead of guessing. TL;DR: two or three sentences. Decisions: only what was actually agreed. Action items: a table with task, owner, due date. Open questions: what is still unanswered, and who has to an...

Ask five developers what makes a good first open-source project and you will hear five different weightings. Porchlamp makes that explicit: it scores every project on five pillars, and what you see depends on how those pillars are weighted. This post reads the list a newcomer actually sees: what the first-timer lens weighs, which projects come out on top, and what the caveats beside each row mean. What the lens weighs The five pillars are Responsiveness, Criticality, Governanc...

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No more leap seconds . Sorry, about the title, but I couldn‘t resist. Comments

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Every team that ships software eventually builds a staging environment. And every team that builds a staging environment eventually discovers the same problem. Staging is shared. One environment, many

Video: https://youtu.be/-CfCyvIKYyo?si=hCLuStkXxanCUJD1 Video on multi-target rendering: https://youtu.be/pJx84jdBDKU?si=HRRd6dgUWXiqeWhq Benchmarks: https://github.com/Proa-Labs/proa-benchmarks Comments URL: https://news.ycombinator.com/item?id=50105467 Points: 84 # Comments: 22

Article URL: https://respawnfirst.com/steam-client-is-now-faster-than-epics-new-vibe-coded-launcher/ Comments URL: https://news.ycombinator.com/item?id=50105635 Points: 265 # Comments: 268

https://twitter.com/nickcammarata/status/2110757819427574056 Comments URL: https://news.ycombinator.com/item?id=50105647 Points: 462 # Comments: 175

Article URL: https://www.krea.ai/krea-3 Comments URL: https://news.ycombinator.com/item?id=50105648 Points: 229 # Comments: 78

Article URL: https://zachlandes.com/trolley-problem/ Comments URL: https://news.ycombinator.com/item?id=50106023 Points: 259 # Comments: 120

https://dev.meta.ai/resources/blog/build-with-muse-spark-ope... https://huggingface.co/meta-models/Muse-Spark-Open-816B-A42B https://9to5mac.com/2026/10/15/meta-launches-new-muse-spark-... Comments URL: https://news.ycombinator.com/item?id=50107379 Points: 570 # Comments: 326

https://web.archive.org/web/20261015180401/https://www.eink.... Comments URL: https://news.ycombinator.com/item?id=50108229 Points: 111 # Comments: 68

Article URL: https://thereallo.dev/blog/someone-on-torrent-sites-kept-fucking-with-my-sonarr-setup Comments URL: https://news.ycombinator.com/item?id=50108872 Points: 178 # Comments: 69