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Rohan G retweeted
๐Ÿš€ Finally shipped my Football Match Outcome Prediction System โšฝ Built with Python, XGBoost, FastAPI, PostgreSQL & Streamlit. ๐Ÿ”— football-match-outcome-prediโ€ฆ โณ First load may take ~1 min (free tier). #Python #MachineLearning
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Replying to @astra_095
Hi,Lets Connect! I work in full stack with Next and FastAPI
Replying to @DelusionalDevX
Hi Shrikant ,Lets Connect! i am full stack dev working with Next and FastAPI
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FastAPI repo have absolutely zero issues right now.
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Just sent you a DM, the AI/ML backend role is right in my lane (agentic AI, RAG, FastAPI, 1.5 yrs shipping production). Would love to be considered
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Yash retweeted
Which one do you use for backend frameworks? - Spring Boot - NestJS - FastAPI - Express - Django - Go Gin - Ruby on Rails - Laravel
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Want to become a Python Developer in 2026? Start here first: - Python Basics & Syntax - Functions Advanced Concepts (decorators, generators) - OOP (Classes, Inheritance, Dunder Methods) - File Handling Data Formats (CSV, JSON) - Working with APIs (requests, FastAPI) - SQL for Data Operations - Git GitHub (version control) - Virtual Environments Packaging - Error Handling Logging - Testing Basics (pytest) - Web Frameworks (Flask or FastAPI) - Deployment (Docker basics cloud) Python development isnโ€™t just writing scripts. Itโ€™s about building clean, scalable, and maintainable applications that solve real problems. Master these foundations first. Then start shipping projects. Save this list. Build daily.
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Sai retweeted
Fresh IT Graduate | AI Engineer Built multi-agent AI systems, RAG applications, and ML-powered products with Python, FastAPI, React, and LangGraph. Seeking AI Engineer or ML Engineer opportunities. Building AI that solves real problems. #OpenToWork #AIJobs #GenAI #Python #LLM
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This talk explores the systems engineering aspects of building production-grade ML inference platforms and systems using PyTorch and FastAPI, focusing on the architectural and operational complexities involved in serving DL workloads reliably under real-world traffic constraints.
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๐Ÿš€ 5 Stages of Python Web Development Every Developer Should Learn Most beginners think learning Python alone is enough. Itโ€™s not. Follow this if you starting from scratch 1๏ธโƒฃ Frontend * HTML * CSS * JavaScript 2๏ธโƒฃ Backend (Python) * Django * Flask * FastAPI 3๏ธโƒฃ Database * PostgreSQL * MySQL * SQLite * MongoDB 4๏ธโƒฃ APIs * REST * GraphQL * JSON * SOAP 5๏ธโƒฃ Deployment * Docker * Render * Vercel ๐Ÿ“Œ Learn them in this order: HTML/CSS/JS โ†’ Python โ†’ Framework โ†’ Database โ†’ APIs โ†’ Deploy Master this stack, and youโ€™ll be able to build and ship complete web applications from scratch. ๐Ÿ’ป๐Ÿ”ฅ
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Shubh retweeted
The Best Open Source Repos to Start Contributing Today A. Python 1. github/fastapi/fastapi 2. github/pandas-dev/pandas 3. github/scikit-learn/scikit-learn 4. github/matplotlib/matplotlib 5. github/scrapy/scrapy 6. github/pytest-dev/pytest 7. github/cookiecutter/cookiecutter 8. github/zulip/zulip B. Java 1. github/JabRef/jabref 2. github/trinodb/trino 3. github/open-metadata/OpenMetadata 4. github/questdb/questdb 5. github/elastic/elasticsearch 6. github/TEAMMATES/teammates 7. github/commons-app/apps-android-commons 8. github/zaproxy/zaproxy C. JavaScript / TypeScript 1. github/freeCodeCamp/freeCodeCamp 2. github/storybookjs/storybook 3. github/vitejs/vite 4. github/vitest-dev/vitest 5. github/microsoft/TypeScript 6. github/microsoft/vscode 7. github/eslint/eslint 8. github/fastify/fastify 9. github/hoppscotch/hoppscotch 10. github/appsmithorg/appsmith D. Go 1. github/kubernetes/kubernetes 2. github/helm/helm 3. github/docker/cli 4. github/containerd/containerd 5. github/moby/moby 6. github/gohugoio/hugo 7. github/mattermost/mattermost 8. github/pingcap/tidb 9. github/hashicorp/terraform 10. github/SigNoz/signoz E. Rust 1. github/rust-lang/rust-clippy 2. github/rust-lang/rustfmt 3. github/nushell/nushell 4. github/hyperium/hyper 5. github/servo/servo 6. github/tikv/tikv 7. github/GyulyVGC/sniffnet 8. github/tensorzero/tensorzero F. Cloud / DevOps / Infrastructure 1. github/kubernetes/kubernetes 2. github/helm/helm 3. github/argoproj/argo-cd 4. github/prometheus/prometheus 5. github/grafana/grafana 6. github/open-telemetry/opentelemetry-collector 7. github/hashicorp/terraform 8. github/crossplane/crossplane 9. github/backstage/backstage 10. github/meshery/meshery G. AI / ML / Data 1. github/pytorch/pytorch 2. github/scikit-learn/scikit-learn 3. github/pandas-dev/pandas 4. github/jupyter/notebook 5. github/ray-project/ray 6. github/mlflow/mlflow 7. github/apache/airflow 8. github/apache/superset 9. github/bokeh/bokeh 10. github/pymc-devs/pymc H. Backend / API / Databases 1. github/fastapi/fastapi 2. github/fastify/fastify 3. github/supabase/supabase 4. github/appwrite/appwrite 5. github/hasura/graphql-engine 6. github/PostgREST/postgrest 7. github/trinodb/trino 8. github/questdb/questdb 9. github/pingcap/tidb 10. github/open-metadata/OpenMetadata I. Frontend / UI 1. github/storybookjs/storybook 2. github/vitejs/vite 3. github/vuejs/core 4. github/mui/material-ui 5. github/gatsbyjs/gatsby 6. github/electron/electron 7. github/Leaflet/Leaflet 8. github/webdriverio/webdriverio
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ใ€่ฃœ่ถณใ€‘hermes-agent ใ‚’ไฝฟใ†ใชใ‚‰ โ‘  GitHubใ‹ใ‚‰cloneใ—ใฆrequirementsใ‚’pip install โ‘ก ใƒญใƒผใ‚ซใƒซใงFastAPIใ‚ตใƒผใƒใƒผใ‚’่ตทๅ‹•ใ—ใฆ /chat ใซPOST โ‘ข APIใ‚ญใƒผใฏ.envใง็ฎก็†ใ€GPUๆŽจๅฅจ๏ผˆ8GBไปฅไธŠ๏ผ‰ ๆณจ็›ฎใฏ๏ผš ใƒปไผš่ฉฑๅฑฅๆญดใ‚’่‡ชๅ‹•ใงไฟๆŒใ—ใฆๆˆ้•ทใ‚’ๅฏ่ฆ–ๅŒ– ใƒปใƒ„ใƒผใƒซๅ‘ผใณๅ‡บใ—ใจ่‡ชๅทฑๆ”นๅ–„ใƒซใƒผใƒ—ใŒใƒฏใƒณใ‚ณใƒžใƒณใƒ‰ ๅฎŸ้š›ใซๅ‹•ใ‹ใ—ใฆใ€Œๆˆ้•ทใ€ใ‚’ไฝ“ๆ„Ÿใ—ใฆใฟใฆใใ ใ•ใ„
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Replying to @g_vered
Unrelated to HTMX/FastAPI. I'm rebuilding devpu.sh to be Docker Compose compatible. It's a completely different model from what I was doing before and would have required a complete rewrite even if I stuck to FastAPI HTMX. But since I'm doing the rewrite, I thought I might as well pick a stack that manages async better and is more popular (it's open source).
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๐Ÿ Why did adding just one keyword make a Python app handle more users? โšก Letโ€™s talk about async. ๐Ÿงฉ The Setup A team built an API using Python. Flow: User โ†’ FastAPI โ†’ External API โ†’ Database Everything worked fine. Then traffic grew. Suddenly: โ€ข Responses became slow โ€ข Requests started piling up โ€ข More servers were needed โ€ข Costs increased ๐Ÿ” The Root Cause The app spent most of its time waiting: โ€ข API calls โ€ข Database queries โ€ข Network requests While waiting, it couldn't do other work. ๐Ÿ›  The Fix They switched key endpoints from: def to async def Now Python could handle other requests while waiting for I/O operations. ๐Ÿ’ก What Changed Asyncio became the traffic manager. It helped them: โ€ข Serve more users โ€ข Reduce response times โ€ข Use resources efficiently โ€ข Scale without adding many servers ๐Ÿง  The Real Insight async doesn't make code execute faster. It makes waiting smarter. ๐ŸŽฏ Final Lesson In Python, performance problems aren't always solved with more hardware. Sometimes, one async keyword can unlock far better scalability. ๐Ÿš€๐Ÿ
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I'm rewriting /dev/push entirely, moving it from FastAPI HTMX to TanStack Start. Not because I love React (I don't), but because it doesn't matter once somebody else is writing the code. And Codex is actually writing the code (mostly).
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During a home lab set up, ArRENCE even gives you the raw code to run the LLM from. It's a small, simple, light weight, no frills llama.cpp|fastapi build; but it will get you up and running and then you can easily expand off that code to customize/optimize/further secure it :)
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express? fastapi? sure. but if you want a stack that doesn't make you write boilerplate for auth, validation, and routing... morojs. it's just better. ๐ŸŒฒโšก๏ธ

MODERN AI APP STACK โ€” MASTER TREE ๐ŸŒฒ AI Applications โ”‚ โ”œโ”€โ”€ 01. Frontend Layer โ”‚ โ”œโ”€โ”€ React โ”‚ โ”œโ”€โ”€ Next.js โ”‚ โ”œโ”€โ”€ Tailwind CSS โ”‚ โ”œโ”€โ”€ TypeScript โ”‚ โ””โ”€โ”€ Framer Motion โ”‚ โ”œโ”€โ”€ 02. Backend Layer โ”‚ โ”œโ”€โ”€ Node.js โ”‚ โ”œโ”€โ”€ Express โ”‚ โ”œโ”€โ”€ FastAPI โ”‚ โ”œโ”€โ”€ NestJS โ”‚ โ””โ”€โ”€ GraphQL โ”‚ โ”œโ”€โ”€ 03. AI Layer โ”‚ โ”œโ”€โ”€ OpenAI API โ”‚ โ”œโ”€โ”€ Claude API โ”‚ โ”œโ”€โ”€ Gemini API โ”‚ โ”œโ”€โ”€ LangChain โ”‚ โ””โ”€โ”€ Vector Embeddings โ”‚ โ”œโ”€โ”€ 04. Database Layer โ”‚ โ”œโ”€โ”€ PostgreSQL โ”‚ โ”œโ”€โ”€ MongoDB โ”‚ โ”œโ”€โ”€ Redis โ”‚ โ”œโ”€โ”€ Pinecone โ”‚ โ””โ”€โ”€ Supabase โ”‚ โ”œโ”€โ”€ 05. Authentication โ”‚ โ”œโ”€โ”€ JWT โ”‚ โ”œโ”€โ”€ OAuth โ”‚ โ”œโ”€โ”€ Clerk โ”‚ โ”œโ”€โ”€ Auth.js โ”‚ โ””โ”€โ”€ Firebase Auth โ”‚ โ”œโ”€โ”€ 06. Realtime Systems โ”‚ โ”œโ”€โ”€ WebSockets โ”‚ โ”œโ”€โ”€ Socket.IO โ”‚ โ”œโ”€โ”€ Live Collaboration โ”‚ โ”œโ”€โ”€ Streaming APIs โ”‚ โ””โ”€โ”€ Event Queues โ”‚ โ”œโ”€โ”€ 07. DevOps Layer โ”‚ โ”œโ”€โ”€ Docker โ”‚ โ”œโ”€โ”€ Kubernetes โ”‚ โ”œโ”€โ”€ GitHub Actions โ”‚ โ”œโ”€โ”€ CI/CD Pipelines โ”‚ โ””โ”€โ”€ Terraform โ”‚ โ”œโ”€โ”€ 08. Monitoring โ”‚ โ”œโ”€โ”€ Logs โ”‚ โ”œโ”€โ”€ Analytics โ”‚ โ”œโ”€โ”€ Error Tracking โ”‚ โ”œโ”€โ”€ API Monitoring โ”‚ โ””โ”€โ”€ Cost Tracking โ”‚ โ”œโ”€โ”€ 09. Deployment โ”‚ โ”œโ”€โ”€ Vercel โ”‚ โ”œโ”€โ”€ AWS โ”‚ โ”œโ”€โ”€ Cloudflare โ”‚ โ”œโ”€โ”€ Render โ”‚ โ””โ”€โ”€ Railway โ”‚ โ””โ”€โ”€ 10. Future Stack โ”œโ”€โ”€ AI Agents โ”œโ”€โ”€ Autonomous Apps โ”œโ”€โ”€ Voice Interfaces โ”œโ”€โ”€ AI Operating Systems โ””โ”€โ”€ Self-Healing Infrastructure Most developers still build apps. The next generation will build intelligent systems.
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wpk retweeted
ๅคงๅž‹่ฏญ่จ€ๆจกๅž‹ๅŽ่ฎญ็ปƒ็š„็Žฏๅขƒๆญๅปบ๏ผŒๆฏ”็ฎ—ๆณ•ๆœฌ่บซๆ›ดๆŠ˜่…พใ€‚OpenEnvๆžไบ†ไธ€ๅฅ—ๆ ‡ๅ‡†ๅŒ–ๆŽฅๅฃ๏ผŒๆŠŠRL่ฎญ็ปƒ็Žฏๅขƒๅšๆˆ็‹ฌ็ซ‹ใ€ๅฎนๅ™จๅŒ–็š„ๆœๅŠก๏ผŒ็”จWebSocket้€šไฟก่€Œไธๆ˜ฏ่ฝฎ่ฏข๏ผŒๅปถ่ฟŸๅ’Œ้š”็ฆป้ƒฝๅ…ผ้กพไบ†ใ€‚่ฎพ่ฎกไธŠๅ€ผๅพ—็œ‹็š„ๆ˜ฏๅฎƒ็”จFastAPIๅšserver๏ผŒๆฏไธช็Žฏๅขƒไธ€ไธชๅ•็‹ฌๅฎนๅ™จ๏ผŒCLIไธ€้”ฎ้ƒจ็ฝฒๅˆฐHF Spaces๏ผŒ่€Œไธ”ๅฎนๅ™จๆไพ›ๅ•†ๆŠฝ่ฑกๅฑ‚่ฎฉไฝ ่ƒฝๅœจๆœฌๅœฐDockerใ€K8s็”š่‡ณUVไธŠ่ท‘๏ผŒๆžถๆž„ๅˆ†ๅฑ‚ๅพˆๆธ…ๆ™ฐใ€‚ github.com/huggingface/OpenEโ€ฆ
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Figlarz ๐Ÿ‡ต๐Ÿ‡ฑ e/acc retweeted
production-ready full-stack AI agent template you didn't know you needed FastAPI Next.js pick your framework: โ†’ PydanticAI โ†’ LangChain / LangGraph โ†’ CrewAI / DeepAgents WebSocket streaming, auth, multi-DB, 20 integrations all out of the box just run: pip install fastapi-fullstack github.com/vstorm-co/full-stโ€ฆ
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