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Research Report Automation: AI Full Pipeline

研究报告自动化:从问题到完整报告的AI全流程 输入一个问题,输出一份专业的研究报告。这不是科幻,这是DeepScope正在做的事。本文解析研究报告自动化的完整技术栈。 前言 写一份研究报告需要多少步骤? 理解需求 — 明确研究目标 搜集资料 — 搜索、阅读、整理 分析信息 — 提取关键点、找规律 撰写报告 — 组织结构、写作润色 添加引用 — 标注来源、

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System Architecture: Building a Real-Time Physical Analytics Dashboard with MQTT and Edge RFID

In standard web development, building a live analytics dashboard is relatively straightforward: you drop a JS tracker on the frontend, ingest the payload into a message broker like Kafka, and pipe it

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Functional Doesn’t Mean Correct: Why AI-Generated IaC Still Needs Human Validation

I used a coding agent to help generate infrastructure as code for an AWS solution. It did what I asked. The code was deployed. Everything looked fine at first. But when I checked the AWS console mor

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Magento Modernization: A Technical Case Study on Migration, Performance & UX

Magento Modernization: A Technical Case Study on Migration, Performance & UX Modernizing an enterprise Magento store is never just a platform upgrade. It’s a complex balancing act of managi

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The best Jira alternative depends on what made you leave

Most "best Jira alternative" lists hand you the same shortlist and let you sort it out: Linear, ClickUp, Monday, Plane, GitHub Issues. That list is fine. The problem is it answers the wrong question.

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Running a Bitcoin Core Node with Docker — Compile from Source vs Pre-built Binaries

This guide walks you through two approaches to setting up a local Bitcoin Core v28.0 node using Docker, targeting both regtest (a fully local, isolated chain you control) and testnet (a public test ne

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What I Shipped in June: A Major Update for Invoiso (v4.2.7)

June was a big month for me since I started working on Invoiso. I did not just add things. I made it better for businesses that use Invoiso every day. I made it more flexible and reliable. Here is e

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I Built FinTrack - My Personal Finance App from Scratch

Hey everyone! I'm Thakurpal Rajput and I just built my own personal finance tracking app called FinTrack. Here's my story! Why I Built This? I was tired of using complicated finance apps.

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100k lines of TypeScript to Rust via LLM is not a port. It's a mess with a demo.

A person boasted that they converted 100k lines of TypeScript to Rust in a month with the help of an LLM. Now, folks are treating this accomplishment as if it’s some phenomenal leap. No, it's not rea

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97M MCP Downloads and Still No Production Playbook: What I Learned the Hard Way

MCP hit 97 million monthly SDK downloads. The blog posts are everywhere. The GitHub stars keep climbing. And yet, when I tried to run MCP servers in anything resembling a production environment, I kep

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How We Made Our AI Browser Agent Stop Clicking the Wrong Button

At Smoketest.sh, you describe a flow in a sentence ("log in, add a paid seat, confirm the invoice updates") and an AI agent runs it in a real browser. The agent reads the page, decides what to do, and

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LiveOps Rollback Planning: What to Do When a Game Event Goes Wrong

The event failed. Now every minute writes more damage. Rollback is not a button you press in panic. It is a stack of design decisions you made months earlier. A bad live event is rarely fixed by "dep

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Your AI agent's leak risk depends more on the model than the prompt

(Early, single-configuration findings — read the caveats before you quote a number.) If you ship a self-hosted AI agent, you've probably worried about the wrong thing. Most of us obsess over writing

dev.to Jun 29, 2026 Read more →

Understanding Database Relationships: From Relational Models to Star and Snowflake Schemas

INSIGHTS INTO POWER BI DATA ANALYSIS :FROM DATA TO DECISIONS Databases are much more than collections of tables—they're systems designed to organize, connect, and retrieve data efficiently.

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4 AWS Infrastructure Gotchas That Will Get Your Account Hacked (And How to Fix Them in Terraform)

We’ve all heard the horror stories: a developer pushes a quick Terraform module on Friday afternoon, and wakes up Monday to a $14,000 AWS bill because bots turned their staging environment into a Mone

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ReAct Inside — From Message to State, Understanding How AI Agents Really Work

When people first encounter ReAct (Reason + Act), they often think it's just adding three fields—Thought / Action / Observation—to the prompt. But in reality, the core of ReAct isn't the prompt form

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A practical release checklist for AI voice agents before they talk to real customers

Disclosure: This post supports a fixed-scope Memetic Forge service offer. No affiliate links are included. Most AI voice-agent demos sound good in a five-minute founder walkthrough. Production is dif

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Layer 2 Unpacked: How Rollups Slash Ethereum's Fees and Fix Congestion [EN]

When I first started architecting blockchain solutions over a decade ago, the dream was simple: build decentralized applications that anyone, anywhere, could use without friction. Reality, however, ha

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Layer 2: A Engenharia Secreta Que Destrava a Velocidade do Ethereum [PT-BR]

Quando comecei a trabalhar com aplicações descentralizadas há mais de uma década, lembro bem da frustração de pagar US$ 50 em taxas de transação para mover alguns tokens na rede Ethereum durante um pi

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Cómo solucionar `docker run` con error `Exited (1)` en Raspberry Pi

Cómo solucionar docker run con error Exited (1) en Raspberry Pi ¿Por qué ocurre este error? El código de salida 1 indica que el proceso principal del contenedor terminó con un er

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