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Mean Pooling vs CLS: Watch Transformers.js Turn a Sentence Into an Embedding in Node
Web Application Ideas
DEV Community

Mean Pooling vs CLS: Watch Transformers.js Turn a Sentence Into an Embedding in Node

Book: AI That Reads The series: AI in TypeScript — 5 books, from your first LLM call to agents in production — all five here My project: Hermes IDE | GitHub — an IDE for developers who ship with Claude Code and other AI coding tools Me: xgabriel.com | GitHub Somewhere in your RAG code there is a line like const vec = await embed(text). A list of 384 floats comes back, you store it, and you never look inside again. That function hides a choice. In Transformers.js, the feature-extraction pipeline

54m agoGabriel Anhaia
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A Go-Live Checklist You Can Hand Any Agency: Alerts, Fallbacks and a Kill Switch for Small-Business WhatsApp Flows
Web Application Ideas
DEV Community

A Go-Live Checklist You Can Hand Any Agency: Alerts, Fallbacks and a Kill Switch for Small-Business WhatsApp Flows

If you are a developer helping a small business (a friend's shop, a family firm, a client) evaluate an agency, this is the checklist I would hand over before go-live. It is short on purpose. It also works as a filter when an owner asks you to help pick the best AI automation agency in Mumbai for small businesses with no in-house tech person: ask each shortlisted agency how they handle every line. # feature flags, readable by a non-developer auto_draft_replies: true # assistant drafts, staff appr

55m agoUjjwal Dubey
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How to Choose Self-Hosted Portfolio Management Software
Web Application Ideas
DEV Community

How to Choose Self-Hosted Portfolio Management Software

Self-hosting can keep portfolio data under your organization’s control, but it does not by itself solve portfolio management. The useful question is whether the tool connects priorities to the requirements, schedules, risks, capacity, effort, and delivery evidence behind them. This guide compares 10 options across deployment fit, portfolio and delivery workflow, resource decision support, management visibility, and adoption effort. Some products emphasize detailed scheduling or financial governa

55m agoSubramanyam C. P.
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Build a Qibla Finder in Flutter
Web Application Ideas
DEV Community

Build a Qibla Finder in Flutter

A Qibla finder looks like a simple feature: point the needle at Mecca and be done. When I built one for the Punj Surah app, I learned it is actually two hard problems glued together: computing the bearing to the Kaaba from anywhere on Earth, and reading the device compass in a way that does not jitter like a nervous dashboard light. This guide shows both, end to end, in Flutter. You will compute the great-circle bearing with plain Dart math, read the magnetometer with the flutter_compass plugin,

55m agoMuhammad Uzair
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Why One Wrong Column In Your Stock Upload CSV Gets The Whole Batch Rejected
Web Application Ideas
DEV Community

Why One Wrong Column In Your Stock Upload CSV Gets The Whole Batch Rejected

Last March I lost a full weekend to a single header row. I had 120 finished assets sitting in output/, metadata built, uploads queued. I submitted the Adobe batch and got rejections back within the hour. The cause was one column. I had written Keywords where the template demanded Keywords; style parsing, and Adobe's validator does not care that your actual data is fine. A wrong header means the whole CSV is unreadable to their importer, so all 120 rows came back rejected, not just the broken one

55m agoMuhamad Revanza Rafif Hamdani
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Scheduling Weekly Upload Batches Around A Day Job With A 2 Gb Server And Four Scripts
Web Application Ideas
DEV Community

Scheduling Weekly Upload Batches Around A Day Job With A 2 Gb Server And Four Scripts

Last November I ran a batch of 40 asset uploads at 11pm after my day job, on my phone, from a parking lot. Halfway through I lost the connection, restarted the script in the morning, and double-posted 17 files. Adobe flags accounts for duplicate submissions, and cleaning that up took more time than the original batch. That was the night I decided the scheduling had to be boring, automatic, and impossible to fumble by hand. Here is what actually works for me now, running weekly batches on a 1 vCP

55m agoMuhamad Revanza Rafif Hamdani
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Conheça o Codex CLI: agente de código da OpenAI no terminal
Web Application Ideas
DEV Community

Conheça o Codex CLI: agente de código da OpenAI no terminal

O que é O Codex CLI é um agente de código leve desenvolvido pela OpenAI que roda localmente no terminal do seu computador. Além da versão de linha de comando, a ferramenta possui integrações para editores de código (como VS Code, Cursor e Windsurf), uma versão em aplicativo desktop (codex app) e uma opção baseada na nuvem chamada Codex Web. Esta ferramenta é voltada para pessoas que desenvolvem software e desejam utilizar assistentes de código diretamente na linha de comando do sistema operacion

56m agoVictor Hugo
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4 Gemini 4 Argon Agents Beat Minecraft in 27 Hours, No Humans
Web Application Ideas
DEV Community

4 Gemini 4 Argon Agents Beat Minecraft in 27 Hours, No Humans

Google DeepMind just dropped four Gemini 4 Argon agents into a random Minecraft survival world. No assigned roles. No strategies. No game-specific tools beyond the standard Mineflayer library. Then they watched. 27 hours and 14 minutes later, the Ender Dragon was dead. Along the way the four agents wrote 2,783 JavaScript programs, swapped 229 chat messages, died 605 times, and organized themselves into emergent roles (one even handled cleanup duty). A fifth "Observer" agent audited the run. Tota

56m agoToolPilot Pro
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Virtual Memory Explained
Web Application Ideas
DEV Community

Virtual Memory Explained

Hey dev.to 👋 Post 5/8 of my Operating Systems Explained series is out. This one is about virtual memory: address spaces, paging and page tables, the TLB, page faults and swap, and how mmap, brk, and malloc finally get memory from the OS. It also closes a loop from the Computers Explained series: the CPU post waved at malloc as library bookkeeping. This is the machinery underneath it — how the same address numbers in two processes land in different physical frames, enforced by hardware on every

56m agoWesley Bertipaglia
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GitHub Actions pull_request_target: what to check before November 2, 2026
Web Application Ideas
DEV Community

GitHub Actions pull_request_target: what to check before November 2, 2026

Disclosure: This is an independently prepared, AI-assisted technical explainer from Workflow Guard. It is based on GitHub's current official documentation and public, synthetic workflow examples. It is not an official GitHub announcement, penetration test, or claim that any repository was reviewed. If you maintain an open-source project with a pull_request_target workflow, November 2, 2026 is worth putting on your calendar. GitHub has announced a new default Actions event policy for eligible pub

56m agoWorkflow Risk Check (AI-assisted)
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Holding Bridal Consultation Slots: A Two-Phase Booking Pattern With Human Confirmation
Web Application Ideas
DEV Community

Holding Bridal Consultation Slots: A Two-Phase Booking Pattern With Human Confirmation

Bridal jewellery in India is usually bought in long, planned visits: the family comes together, often on a weekend, and expects a salesperson's full attention. Double-booking that slot is a real problem. When I sketch AI automation for jewellery retail India showrooms booking bridal visits on WhatsApp, I use a two-phase pattern: the system holds a slot, a person confirms it. from datetime import datetime, timedelta HOLD_MINUTES = 30 slots = {} # slot_id -> dict(state, phone, held_until, party) d

58m agoUjjwal Dubey
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5 Cloudflare Free-Tier Tricks I Use to Run My Side Projects
Web Application Ideas
DEV Community

5 Cloudflare Free-Tier Tricks I Use to Run My Side Projects

Cloudflare's free tier is, pound for pound, the best deal in web infrastructure. Not "free trial" free — actually free, no card, no gotchas. Here are five things I genuinely run on it for my side projects. This is the trick most people sleep on. Buy a domain for ~$10/year, add Cloudflare Email Routing, and suddenly [email protected], [email protected], [email protected] all work — forwarded to one real inbox. No mailboxes to pay for, no "5 free aliases" limits. The setup takes abou

59m agoJianfang Peng
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Orangetheory Fitness Is Closing Studios: See Updated List of Doomed Locations for 2026
Business Consulting
Inc.

Orangetheory Fitness Is Closing Studios: See Updated List of Doomed Locations for 2026

High rents, steep royalties, and competition from big gyms are squeezing franchisees. Experts say the boutique fitness model isn’t broken.

1h agoAmaya Nichole
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Web Application Ideas
Hacker News

OpenBSD 8.0: released Oct 20, 2026

Article URL: https://marc.info/?l=openbsd-misc&m=179245849770356&w=2 Comments URL: https://news.ycombinator.com/item?id=50160419 Points: 6 # Comments: 1

2h agoerikschoster
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Business Consulting
Forbes Business

Good Good’s 50 States In 50 Days: Five More Courses, Five State Battles

Good Good’s 50-state golf tour hits five Midwest states, featuring course reviews, team battles and a hole-in-one at Jason Day’s backyard course.

2h agoTim Corlett, Contributor
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Business Consulting
Forbes Business

Why ‘You Can See Everything’ Is A Box Office Hit

'You Can See Everything,' the buzzy documentary about Elizabeth Holmes, is snowballing in popularity following a strong oopening weekend. This article explores why.

2h agoDavid Deal, Contributor
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Novo Nordisk, Eli Lilly Report GLP-1 Signals of Slowed Biological Aging at ARDD
Web Application Ideas
Hacker News

Novo Nordisk, Eli Lilly Report GLP-1 Signals of Slowed Biological Aging at ARDD

Article URL: https://trial.medpath.com/news/novo-nordisk-and-eli-lilly-report-glp-1-signals-of-slowed-biological-aging-at-ardd Comments URL: https://news.ycombinator.com/item?id=50160289 Points: 18 # Comments: 6

2h agohnburnsy
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Developing Taste
Web Application Ideas
Hacker News

Developing Taste

Article URL: https://emilkowal.ski/ui/developing-taste Comments URL: https://news.ycombinator.com/item?id=50160135 Points: 7 # Comments: 5

2h agocat-whisperer
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Elizabeth Holmes Didn’t Think She’d Go to Prison. Nathan Fielder Reveals What She Thought Would Save Her
Business Consulting
Inc.

Elizabeth Holmes Didn’t Think She’d Go to Prison. Nathan Fielder Reveals What She Thought Would Save Her

Fielder’s “You Can See Everything” follows the Theranos founder in the 34 days before her prison sentence began.

2h agoAmaya Nichole
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Cloudflare's Clairic Writes No Output Tokens. Read value, not guess
Web Application Ideas
DEV Community

Cloudflare's Clairic Writes No Output Tokens. Read value, not guess

Book: LLM Observability Pocket Guide Also by me: Thinking in Go (2-book series) — Complete Guide to Go Programming + Hexagonal Architecture in Go My project: Hermes IDE | GitHub — an IDE for developers who ship with Claude Code and other AI coding tools Me: xgabriel.com | GitHub The invoice in the example on Cloudflare's Clairic docs page has no purchase order number. The model gets that right: the po_number answer comes back with "value": null and "p_null": 1. The same answer object also carrie

2h agoGabriel Anhaia
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1121Digital Marketing Agency in Bolivia

Leading digital marketing agency in Bolivia. Expert SEO, AIO, GEO & web development for businesses across Bolivia.

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1122Digital Marketing Agency in Canada

Leading digital marketing agency in Canada. Expert SEO, AIO, GEO, social media & content marketing in Toronto, Vancouver, Montreal & across all provinces.

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1123Digital Marketing Agency in the Cayman Islands

Leading digital marketing agency in the Cayman Islands. Expert SEO, AIO, GEO & custom web development for finance, tourism & real estate.

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1124Digital Marketing Agency in Chile

Leading digital marketing agency in Chile. Expert SEO, AIO, GEO & web development for businesses across Chile.

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Leading digital marketing agency in Colombia. Expert SEO, AIO, GEO & web development for businesses across Colombia.

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Leading digital marketing agency in Costa Rica. Expert SEO, AIO, GEO & web development for businesses across Costa Rica.

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1127Digital Marketing Agency in Dominica

Expert digital marketing agency in Dominica. SEO, AIO, GEO & web development for eco-tourism & businesses in the Nature Island.

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1128Digital Marketing Agency in the Dominican Republic

Expert digital marketing agency in the Dominican Republic. SEO, AIO, GEO & content marketing for tourism & businesses across the DR.

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1129Digital Marketing Agency in Ecuador

Leading digital marketing agency in Ecuador. Expert SEO, AIO, GEO & web development for businesses across Ecuador.

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1130Digital Marketing Agency in El Salvador

Leading digital marketing agency in El Salvador. Expert SEO, AIO, GEO & web development for businesses across El Salvador.

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1131Digital Marketing Agency in Equatorial Guinea

Leading digital marketing agency in Equatorial Guinea. Expert SEO, AIO, GEO & web development for businesses across Guinea Ecuatorial.

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1132Digital Marketing Agency in Grenada

Professional digital marketing agency in Grenada. Expert SEO, AIO, GEO & web development for tourism & businesses in the Spice Island.

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1133Digital Marketing Agency in Guatemala

Leading digital marketing agency in Guatemala. Expert SEO, AIO, GEO & web development for businesses across Guatemala.

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1134Digital Marketing Agency in Guyana

Leading digital marketing agency in Guyana. Expert SEO, AIO, GEO & web development for oil, mining & businesses across Guyana.

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Leading digital marketing agency in Honduras. Expert SEO, AIO, GEO & web development for businesses across Honduras.

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1136Digital Marketing Agency in Hong Kong

Leading digital marketing agency in Hong Kong. Expert SEO, AIO, GEO, social media marketing and content strategy for businesses across Hong Kong.

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1137Digital Marketing Agency in Ireland

Premier digital marketing agency in Ireland. Expert SEO, AIO, GEO, social media & content marketing across Dublin, Cork, Galway & all counties.

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1138Digital Marketing Agency in Jamaica

Leading digital marketing agency in Jamaica. Expert SEO, AIO, GEO, social media marketing and content strategy for businesses across Jamaica.

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1139Digital Marketing Agency in Kenya

Top digital marketing agency in Kenya. Expert SEO, AIO, GEO, social media marketing and content strategy for businesses in Nairobi, Mombasa and across Kenya.

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1140Digital Marketing Agency in Malaysia

Leading digital marketing agency in Malaysia. Expert SEO, AIO, GEO & web development for businesses across Malaysia.

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