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Same Chat App, 4 Frameworks: Pydantic AI vs. LangChain vs. LangGraph vs. CrewAI

https://oss.vstorm.co/blog/same-chat-app-4-frameworks/
1•kacper-vstorm•1h ago

Comments

kacper-vstorm•1h ago
Everyone has opinions about AI frameworks. Few people show code.

We maintain full-stack-ai-agent-template — a production template for AI/LLM applications with FastAPI, Next.js, and 75+ configuration options. One of those options is the AI framework. You pick from Pydantic AI, LangChain, LangGraph, or CrewAI during setup, and the template generates the exact same chat application with the exact same API, database schema, WebSocket streaming, and frontend. Only the AI layer differs.

This gave us a unique opportunity: a controlled comparison. Same functionality, same tests, same deployment — four implementations.

Bucketsquatting Is (Finally) Dead

https://onecloudplease.com/blog/bucketsquatting-is-finally-dead
1•boyter•1m ago•0 comments

Utm-Builder – Bulk UTM Link Generator CLI for Marketers

1•mbinatorom•3m ago•0 comments

ManuscriptFormatter – Instant Standard Manuscript Format for Writers

1•mbinatorom•3m ago•0 comments

Curses-exec: interactive xargs for less

https://github.com/dnewcome/curses-exec
1•dnewcome•9m ago•1 comments

Ask Maps and Immersive Navigation: New AI Features in Google Maps

https://blog.google/products-and-platforms/products/maps/ask-maps-immersive-navigation/
1•yread•12m ago•0 comments

100 Jumps

https://100jumps.org/play/
2•pompomsheep•20m ago•1 comments

Black logos are taking over Silicon Valley

https://old.reddit.com/r/dataisbeautiful/comments/1rs2wzq/oc_black_logos_are_taking_over_silicon_...
2•ghghgfdfgh•24m ago•0 comments

A defense official reveals how AI chatbots could be used for targeting decisions

https://www.technologyreview.com/2026/03/12/1134243/defense-official-military-use-ai-chatbots-tar...
2•joozio•25m ago•0 comments

Show HN: CacheLens – Local-first cost tracking proxy for LLM APIs

https://github.com/stephenlthorn/cache-lens
1•stephenlthorn•27m ago•0 comments

Tracking and analysis of a hidden mesh network operating across iOS devices

https://lists.nanog.org/archives/list/nanog@lists.nanog.org/thread/YDTTFIWTVGTLOUNLUXL6VNKWOIEDJ37Q/
2•speckx•30m ago•0 comments

2025 State of Rust Survey Results

https://blog.rust-lang.org/2026/03/02/2025-State-Of-Rust-Survey-results/
2•olalonde•34m ago•0 comments

Lenovo ThinkStation PGX Review: The Nvidia GB10 128GB AI Workstation

https://www.servethehome.com/lenovo-thinkstation-pgx-review-the-nvidia-gb10-128gb-ai-workstation-...
1•teleforce•36m ago•0 comments

We are not alone: Our sun escaped together with stellar 'twins' from galaxy cent

https://phys.org/news/2026-03-sun-stellar-twins-galaxy-center.html
1•bookmtn•39m ago•0 comments

Dennis Ritchie, Ken Thompson And others on the Unix system [video]

https://www.youtube.com/watch?v=tc4ROCJYbm0
1•tzury•43m ago•0 comments

GitHub – REST API version 2026-03-10 is now available

https://github.blog/changelog/2026-03-12-rest-api-version-2026-03-10-is-now-available/
1•stevehipwell•44m ago•0 comments

AutoExp: One-liner turn any traning code to autoresearch

https://github.com/wizwand/autoexp
1•allanhahaha•47m ago•0 comments

HP has new incentive to stop blocking third-party ink in its printers

https://arstechnica.com/gadgets/2026/03/hp-has-new-incentive-to-stop-blocking-third-party-ink-in-...
2•XzetaU8•53m ago•0 comments

What if compiler errors were an API? (AI-native language demo)

https://asciinema.org/a/834560
1•hvoetsch•54m ago•1 comments

Show HN: YAOS – A 1-click deploy, real-time sync engine for Obsidian

2•kavinsood•54m ago•0 comments

Shiny Object Syndrome

https://en.wikipedia.org/wiki/Shiny_object_syndrome
1•esher•59m ago•0 comments

I ran /autoresearch on liquid codebase. 53% faster combined parse+render time

https://twitter.com/tobi/status/2032212531846971413
2•tosh•1h ago•0 comments

The parasite continues to eat the host. The cancer is trying to spread

https://twitter.com/wordpress/status/2032291317871468554
1•docdeek•1h ago•0 comments

NVFP4: Efficient and Accurate Low-Precision Inference

https://developer.nvidia.com/blog/introducing-nvfp4-for-efficient-and-accurate-low-precision-infe...
1•tosh•1h ago•0 comments

Chicken Nuget

https://daniel.haxx.se/blog/2026/03/12/chicken-nuget/
2•HieronymusBosch•1h ago•0 comments

Private LLM Inference on Consumer Blackwell GPUs

https://arxiv.org/abs/2601.09527
1•rohansood15•1h ago•0 comments

Show HN: ROI-first AI automation framework for B2B companies

https://roihacking.ai/
1•roihacking•1h ago•1 comments

Ask HN: What benchmarks do you trust most when comparing large LLMs?

1•QubridAI•1h ago•0 comments

LLMs: Using a single Unix-style tool instead of multiple tools/function calling

https://old.reddit.com/r/LocalLLaMA/comments/1rrisqn/i_was_backend_lead_at_manus_after_building_a...
4•drtse4•1h ago•0 comments

Atlassian Is Not Collapsing – But Its Business Model Might Be

https://www.ctol.digital/news/atlassian-credibility-crisis-not-a-collapse/
2•donutshop•1h ago•0 comments

Ask HN: Resources for a conceptual model of LLMs as applicable to coding?

2•pramodbiligiri•1h ago•0 comments