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Seu LLM vai falhar e vai ser enganado: idempotência e segurança em fluxos de e-commerce
Web Application Ideas
DEV Community

Seu LLM vai falhar e vai ser enganado: idempotência e segurança em fluxos de e-commerce

Imagine um e-commerce que resolveu colocar IA no atendimento. Nada de exótico: um agente lê a mensagem do cliente, consulta o pedido e, quando faz sentido, emite um cupom de desconto para compensar um atraso ou um produto que chegou errado. Menos fila para o time de suporte, resposta em segundos, cliente feliz. Nas primeiras semanas, tudo funciona. Até que o financeiro aparece com uma planilha: clientes recebendo dois cupons pelo mesmo problema. Um de 10% e outro de 15%, emitidos com poucos segu

47m agoDaniel Camucatto
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7 AI Tools That Can Plan Your Entire Week in One Prompt
Web Application Ideas
DEV Community

7 AI Tools That Can Plan Your Entire Week in One Prompt

Published: October 18, 2026 You know that feeling — it's Sunday evening, your plate is full, and the thought of mapping out Monday through Friday makes you want to close the laptop and stare at the ceiling. What if you could just tell an AI what's on your plate and have it hand back a realistic, time-blocked week? That's no longer science fiction. Here are 7 tools that actually do this today — ranked by how close they get to the "one prompt, done week" fantasy. # Tool One-liner Starting Price 1

47m agoBhargav Bhatt
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Twelve Hours Apart: Leading DoCheck's Engineering Team From the Other Side of the Planet
Web Application Ideas
DEV Community

Twelve Hours Apart: Leading DoCheck's Engineering Team From the Other Side of the Planet

From 2021 to 2023 I was CTO of DoCheck, a productivity SaaS with a 20+ engineering team in Indonesia. I was in Orlando, finishing an M.S. in Computer Science at the University of Central Florida on a Fulbright scholarship. Indonesia runs roughly twelve hours ahead of Florida. My team's afternoon was my middle of the night; their standup was my bedtime. No scheduling trick makes that go away. With a twelve-hour offset the only overlap you get is the overlap you deliberately buy, and you pay for i

47m agoFaishal Wahiduddin
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Chrome 158 Drops XSLT on 17 November: Fix RSS and Sitemaps
Web Application Ideas
DEV Community

Chrome 158 Drops XSLT on 17 November: Fix RSS and Sitemaps

On 17 November 2026, Chrome 158 stops running XSLT on Stable for everyone except Origin Trial and Enterprise Policy participants, so any RSS feed, Atom feed or XML sitemap that relies on an XSL stylesheet will lose its styled browser view.[1] The XML itself still parses and still downloads. Feed readers and search engine crawlers read the data, not the stylesheet, so the damage is mostly to the page a human sees when they click your feed link. This post covers exactly which features are removed,

47m agoAnup Karanjkar
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How I Built ALIBI GRAPH: My Solo Journey Building a Multi-Agent Cyber-Forensics Lie Detector
Web Application Ideas
DEV Community

How I Built ALIBI GRAPH: My Solo Journey Building a Multi-Agent Cyber-Forensics Lie Detector

Building a hackathon project completely solo is always a chaotic rush, Why I Made It I wanted to solve the absolute nightmare of manual forensic analysis. When detectives have to sift through multi-page interrogation notes, vehicle tracking logs, and security footage, it takes hours to spot a lie. I wanted an AI app that could ingest these raw case files, map out the relationships, and instantly flag when a suspect's alibi falls apart. How I Put It Together (The Real Tech Stack) The Frontend: I

47m agoA-K
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vLLM vs TGI vs Ollama: Serving LLMs in Production in 2026
Web Application Ideas
DEV Community

vLLM vs TGI vs Ollama: Serving LLMs in Production in 2026

vLLM vs TGI vs Ollama: The Practical Guide to Serving and Running LLMs vLLM vs TGI vs Ollama: The Practical Guide to Serving and Running LLMs vLLM, Hugging Face Text Generation Inference (TGI), and Ollama are frequently compared, but they sit at different points on the deployment spectrum. vLLM is optimized for high-throughput server-side inference. TGI is a production-grade model serving stack with strong Hugging Face ecosystem alignment. Ollama prioritizes local developer experience and model

47m agoguang diyuzhi
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DuckDB and Arrow Win AI Data Prep, Then Hit a Wall at Serving
Web Application Ideas
DEV Community

DuckDB and Arrow Win AI Data Prep, Then Hit a Wall at Serving

TL;DR — Columnar engines like Arrow, DuckDB, Polars, and GPU dataframes are built for scan-heavy, amortized access — ideal for building training sets, terrible for single-row inference lookups. The real value of Arrow in AI systems isn't query speed, it's zero-copy interchange between the offline columnar world and the online row-oriented world. Teams that try to make one engine do both pay for it in p99 latency. Every few months another benchmark lands showing DuckDB or Polars or a GPU datafram

48m agoAI Explore
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Before AI Moves Money: The Eval Gate I Built for AutoKon
Web Application Ideas
DEV Community

Before AI Moves Money: The Eval Gate I Built for AutoKon

Most AI features fail quietly. A summary is a little off, a label is wrong, a suggestion gets ignored. Nobody files a ticket and the product keeps working. AutoKon is not that kind of product. It is a financial verification pipeline for Indonesian property developers: a field worker photographs a housing unit, a vision-language model reads the photo, and that reading is part of what releases a contractor's payment. A wrong description does not degrade the experience. It moves money to the wrong

48m agoFaishal Wahiduddin
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Gemini 4 Argon API Pricing: Your Bill Doubles on 1 December
Web Application Ideas
DEV Community

Gemini 4 Argon API Pricing: Your Bill Doubles on 1 December

Gemini 4 Argon (gemini-4-argon) costs $2.00 input and $10.00 output per 1M tokens on the Standard tier through 30 November 2026, and exactly double from 1 December: $4.00 and $20.00.[1] Every tier doubles, including Batch, Flex and Priority, and so does the cache-read rate. Google's own pricing page calls the current numbers introductory. The model went generally available on 13 October[2], so you get roughly seven weeks at the low rate. From 1 December, Argon costs the same as Claude Opus 5.5 a

48m agoAnup Karanjkar
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OKModel: the TypeScript ORM that says no to your worst SQL mistakes
Web Application Ideas
DEV Community

OKModel: the TypeScript ORM that says no to your worst SQL mistakes

You've probably lived one of these: A migration that looked harmless took an exclusive lock on a busy table, and production stalled. A query forgot the tenant filter, and one customer saw another customer's data. An UPDATE ran without a WHERE. Two people edited the same record, and one of them silently lost their work. None of these are exotic. They're the everyday ways data goes wrong, and most ORMs leave them for you to remember on a busy day. I'm building OKModel so you don't have to remember

48m agoOmq Khafi
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🚀 ScopeSaathi AI: Your AI-Powered Freelance Project Scope Assistant
Web Application Ideas
DEV Community

🚀 ScopeSaathi AI: Your AI-Powered Freelance Project Scope Assistant

This is my submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle. 💡 What I Built Freelancers often receive project briefs that look simple at first but contain missing requirements, unclear expectations, and hidden risks. These problems can lead to misunderstandings, unexpected extra work, and difficulty estimating project scope. ScopeSaathi AI is an AI-powered assistant designed to help freelancers understand client project briefs before starting work. It analyzes a pro

49m agoTanmay Dave
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Claude Code 2.1.293 to 2.1.302: Settings Worth Enabling Now
Web Application Ideas
DEV Community

Claude Code 2.1.293 to 2.1.302: Settings Worth Enabling Now

The three changes in Claude Code 2.1.293 to 2.1.302 that matter most are idle compaction (2.1.299), the 12-hook concurrency cap plus fork subagents on by default in headless mode (2.1.302), and onFailure: "block" for hooks (2.1.295). Between 7 and 16 October 2026 the Claude Code team shipped eight releases to npm: 2.1.293, 2.1.294, 2.1.295, 2.1.296, 2.1.299, 2.1.300, 2.1.301 and 2.1.302.[1] Versions 2.1.297 and 2.1.298 never appear in the changelog or on npm. Most entries are fixes for the VS Co

49m agoAnup Karanjkar
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Business Consulting
Forbes Business

How To Command The Room: Five Presentation Skills Every Leader Needs

Discover five presentation skills every leader needs to communicate clearly, build trust, engage audiences, and inspire action, based on Kevin Desrosiers' book.

1h agoShep Hyken, Contributor
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Germany's 17M Immigrants: Where They Come From
Web Application Ideas
Hacker News

Germany's 17M Immigrants: Where They Come From

Article URL: https://www.visualcapitalist.com/cp/where-germanys-immigrants-come-from/ Comments URL: https://news.ycombinator.com/item?id=50140638 Points: 4 # Comments: 1

1h agobushwart
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Business Consulting
Forbes Business

Every AI Company Now Sells An Agent. They Are Not Selling The Same Thing

Enterprise AI agent control is the new fight: OpenAI, Google and Workday each want agents to live with them, and buyers must choose which bet to make permanent.

1h agoGüney Yıldız, Contributor
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Business Consulting
Forbes Business

With Hormuz Closed, Central Asia Plays Every Side—And Gains Leverage

With Hormuz closed and Russia's Black Sea route under drone fire, Kazakhstan and Turkmenistan are reviving trans-Caspian pipelines to reach Europe and please the U.S.

1h agoKen Silverstein, Senior Contributor
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Business Consulting
Forbes Business

D.C. Questions Utility Capital Investors Amid Surging Power Demand

Methods of capital formation by power utilities will be in question when FERC considers whether to approve change of control at AES Ohio.

1h agoDavid Blackmon, Senior Contributor
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Business Consulting
Forbes Business

Troy Aikman Hints At Next Move As ESPN Contract Nears End

Aikman is making no secret that he is thinking about what comes next as her and longtime partner Joe Buck prepare for the Super Bowl.

1h agoRick Ellis, Contributor
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Business Consulting
Forbes Business

Dodgers Castoff Catcher Abruptly Ends Career Immediately After Season Ends

The Los Angeles Dodgers received an update on a former depth backstop who ended his career at age 34.

1h agoPeter Chawaga, Contributor
Read Article
Business Consulting
Forbes Business

The Iran War Has Cost $2,000 Per Household — So Far

The mounting costs of the Iran war are hitting home, impacting people's voting decisions and creating a demand for Congress to take action.

1h agoWilliam Hartung, Contributor
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341Approved banner pendingMake public procurement transparent

Original definition: Use objective criteria, open procedures, records, and oversight in public purchasing.

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342Approved banner pendingPrevent illicit enrichment

Original definition: Do not use public office to accumulate unexplained wealth through corruption.

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347Approved banner pendingConduct human-rights due diligence

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354Approved banner pendingRespect environmental and social defenders

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355Approved banner pendingPromote independence in later life

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359Approved banner pendingSupport self-fulfillment throughout life

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360Approved banner pendingReject ageism

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