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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

2h 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

2h 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

2h 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,

2h 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

2h 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

2h 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

2h 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

2h 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

2h 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

2h 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

2h 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

2h 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.

3h 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

3h 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.

3h 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.

3h 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

3h 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

3h 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.

3h 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

4h agoGabriel Anhaia
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1141Digital Marketing Agency in Malta

Premier digital marketing agency in Malta. Expert SEO, AIO, GEO, social media and iGaming marketing services for businesses across Malta.

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1142Digital Marketing Agency in Mexico

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

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Leading digital marketing agency in New Zealand. Expert SEO, AIO, GEO, social media & content marketing across Auckland, Wellington & all regions.

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

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

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

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1147Digital Marketing Agency in Peru

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

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1148Digital Marketing Agency in the Philippines

Leading digital marketing agency in the Philippines. Expert SEO, AIO, GEO, social media & content marketing in Manila, Cebu, Davao & across all major cities.

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1149Digital Marketing Agency in Puerto Rico

Expert digital marketing agency in Puerto Rico. Bilingual SEO, AIO, GEO & web development for Act 60 businesses, tourism & pharma.

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1150Digital Marketing Agency in Singapore

Premier digital marketing agency in Singapore. Expert SEO, AIO, GEO, social media & content marketing for businesses across the Lion City.

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1151Digital Marketing Agency in South Africa

Leading digital marketing agency in South Africa. Expert SEO, AIO, GEO, social media & content marketing across Johannesburg, Cape Town & all provinces.

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1152Digital Marketing Agency in Spain

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

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1153Digital Marketing Agency in St. Kitts and Nevis

Expert digital marketing agency in St. Kitts and Nevis. SEO, AIO, GEO & web development for tourism, CBI programs, real estate and businesses in Basseterre.

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1154Digital Marketing Agency in St. Lucia

Premier digital marketing agency in St. Lucia. Expert SEO, AIO, GEO & web development for luxury tourism & businesses in St. Lucia.

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1155Digital Marketing Agency in St. Vincent and the Grenadines

Professional digital marketing agency in St. Vincent and the Grenadines. Expert SEO, AIO, GEO & web development for yacht tourism & businesses.

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1156Digital Marketing Agency in The Bahamas

Expert digital marketing agency in The Bahamas. SEO, AIO, GEO & web development for tourism, banking, real estate and businesses across Nassau & Grand Bahama.

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1157Digital Marketing Agency in Trinidad and Tobago

Top digital marketing agency in Trinidad and Tobago. Expert SEO, AIO, GEO, social media and content marketing for businesses in Port of Spain and across T&T.

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1158Digital Marketing Agency in the United Kingdom

Premier digital marketing agency in the United Kingdom. Expert SEO, AIO, GEO, social media & content marketing across the UK.

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1159Digital Marketing Agency in the United States

Leading digital marketing agency in the United States. Expert SEO, AIO, GEO, social media & content marketing services across all 50 states.

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1160Digital Marketing Agency in Akron , OH

Digital marketing agency in Akron, OH. Expert SEO, AIO, GEO, social media & web design for local businesses.

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