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DEV Social Network @DevNetwork4U

Social Network for Developers morioh.com/p/b56ae6b04ffc Joined May 2016
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DEV Social Network retweeted
PythonDvz Profile Picture

Python Developer @PythonDvz

a day ago

Frontend vs Backend vs Database 💻🔥 🎨 Frontend What users see and interact with 🌐 HTML, CSS, JavaScript ⚡ ⚙️ Backend Handles business logic, APIs, and servers 🧠 Processes requests & manages data 🚀 💾 Database Stores and organizes information 📊 Keeps user accounts, posts, orders, and more 🔐 Frontend = User Interface 🎨 Backend = Brain 🧠 Database = Memory 💾 Together, they build complete applications 🌍💡 frontend vs backend vs database, full stack development, web development basics, programming concepts, software engineering, developer roadmap #Frontend #Backend #Database #Programming #WebDevelopment

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Python Crafted @PythonCrafted

3 days ago

LLM vs Agent vs Agentic Workflow vs Multi-Agent System ⚡ People throw these four terms around like they mean the same thing. They don't — and the difference decides your cost, your latency, and whether you can actually debug the thing when it breaks. Here's the clean mental model 👇 🧠 LLM → GENERATE A model that produces text from the context it's given. Single-step, no real autonomy. → Best for: chat, summarization, drafting, Q&A → Autonomy: Low 🤖 AGENT → ACT Reasons, chooses actions, uses tools, iterates toward a goal. Keeps working memory. → Best for: task execution, research, troubleshooting → Autonomy: Medium 🔀 AGENTIC WORKFLOW → ORCHESTRATE A structured flow where AI runs predefined steps. Deterministic, controllable, human approvals optional. → Best for: business processes, document pipelines, repeatable tasks → Autonomy: Medium–High 👥 MULTI-AGENT SYSTEM → COLLABORATE Multiple specialized agents working together. Parallel, powerful, but more overhead. → Best for: complex projects, large multi-step problems → Autonomy: High The biggest mistake? Reaching for the most autonomous option because it sounds impressive — a multi-agent system for a job a single prompt could handle. You pay all the coordination cost and get none of the benefit. Production AI isn't one thing. It ranges from simple generation to coordinated autonomous systems. The skill is matching the architecture to the real problem. Save this for the next time someone calls a chatbot an "agent." 🔖 Where do you draw the line between an agentic workflow and a true agent? Tell me below 👇 Credit: codewithbrij

DEV Social Network retweeted
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Python Developer @PythonDvz

4 days ago

Most people think RAG is just “add a vector database.” But real RAG is a full retrieval pipeline. The model does not magically know the truth. It depends on what your system retrieves, ranks, filters, assembles, and verifies before generation. A weak RAG pipeline creates confident hallucinations. A strong RAG pipeline creates grounded answers. The real magic happens before the LLM responds: Query rewriting. Hybrid search. Vector retrieval. Reranking. Context assembly. Grounding checks. Citations. Feedback loops. In 2026, RAG is no longer just retrieval. It is becoming agentic. The agent decides what to search, when to search, where to search, and how to verify the answer. Retrieval is not a side feature. It is the truth layer of your AI system. Credit: codewithbrij

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Python Developer @PythonDvz

a week ago

Can you spot the coding error?

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PythonCrafted Profile Picture

Python Crafted @PythonCrafted

a week ago

DEV Social Network retweeted
PythonCrafted Profile Picture

Python Crafted @PythonCrafted

a week ago

DEV Social Network retweeted
PythonDvz Profile Picture

Python Developer @PythonDvz

a year ago

PYTHON DEVELOPERS ARE USING AI TO BECOME 10x ENGINEER LEARN AND CODE IN PYTHON LIKE AN EXPERT 👇 #abacusai #codellm #chatllm #python #programming #developer #programmer #coding #coder #softwaredeveloper #computerscience #webdev #webdeveloper #webdevelopment #pythonprogramming #pythonquiz #ai #ml #machinelearning #datascience

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PythonDvz Profile Picture

Python Developer @PythonDvz

a year ago

Never pay $200 for ChatGPT; that's too expensive! I just found an all-in-one AI tool that is 10X better and cheaper. Here's how to use it↓ #GlobalGPT #GlbGPT #chatgpt

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Python Developer @PythonDvz

2 years ago

FREE Kindle ! Mastering Python: Unlock the full potential of Python programming with in-depth tutorials, real-world projects, and expert tips, from foundational concepts to advanced development techniques amzn.to/4iYeSvz #python #programming #developer #programmer #coding #coder #softwaredeveloper #computerscience #webdev #webdeveloper #webdevelopment #pythonprogramming #pythonquiz #ai #ml #machinelearning #datascience

DevNetwork4U Profile Picture

DEV Social Network @DevNetwork4U

2 years ago

Full Stack Quiz with React, Next.js, Tailwind CSS and MongoDB ☞ morioh.com/p/aaaab1ce36b8… #react #reactjs #nextjs #tailwindcss #mongodb

DevNetwork4U Profile Picture

DEV Social Network @DevNetwork4U

2 years ago

Synchronize Multiple Python Applications using File Locks ☞ morioh.com/p/1cb11649fca1… #python

DevNetwork4U Profile Picture

DEV Social Network @DevNetwork4U

2 years ago

FREE Kindle Basics Python Programming Language for Beginners: Covers all the Basics Information that Learners Needs to Know in 10 Weeks with 180+ Questions (Exercises ... Topics Discussed (Computer Horizon Book 1) amzn.to/3W2oOJI #programming #developer #python

DevNetwork4U Profile Picture

DEV Social Network @DevNetwork4U

2 years ago

Build and Deploy an Amazing Developer Portfolio with Next.js and Framer Motion ☞ morioh.com/p/5bdd03c8b83f… #nextjs #javascript

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DEV Social Network @DevNetwork4U

2 years ago

Handwritten Digit Recognition using PyTorch ☞ morioh.com/p/a554e12433c6… #python #pytorch

DevNetwork4U Profile Picture

DEV Social Network @DevNetwork4U

2 years ago

FREE Kindle Rust Programming Language Learning Guide amzn.to/3W1EFIs #programming #developer #programmer #coding #coder #softwaredeveloper #computerscience #rust #rustlang

DevNetwork4U Profile Picture

DEV Social Network @DevNetwork4U

2 years ago

Build a Pandas AI Agent with Langchain and Plotly Dash ☞ morioh.com/p/3147e91f18b8… #python

DevNetwork4U Profile Picture

DEV Social Network @DevNetwork4U

2 years ago

Truth about Rust/WASM Performance ☞ morioh.com/p/c7af14a93019… #rust #wasm

DevNetwork4U Profile Picture

DEV Social Network @DevNetwork4U

2 years ago

FREE Kindle Python Programming Language. Introduction for Beginners: Your Path to Coding Mastery amzn.to/3WgJ2Rb #programming #developer #programmer #coding #coder #softwaredeveloper #computerscience

DevNetwork4U Profile Picture

DEV Social Network @DevNetwork4U

2 years ago

Real-Time Chat App with NextJS, React, ShadcnUI, and Tailwind ☞ morioh.com/p/199a4b3ea4d1… #react #nextjs #tailwindcss

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