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Himani3d ago · 4 min read

Python for PHP Developers, Part 4: Testing FastAPI with pytest

This is Part 4 of a series. Catch up on Part 1: A Practical Crash Course, Part 2: FastAPI with a Real Database, and Part 3: JWT Authentication. In Parts 2 and 3, we built an API with a database and JW

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江流石4d ago · 2 min read

Build a Small FastAPI Endpoint with Codex CLI on AgentRouter Free Sign-Up Credit

You have a Python function and want other apps to call it over HTTP. FastAPI makes that a few lines, and Codex on free sign-up credit can write them with a test. 1. Use a relay that supports Codex On

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Amey Pote5d ago · 36 min read

Building an Offline RAG Chatbot: From Semantic Search to LLM Inference with Flask, Chroma DB, Sentence Transformer, Re-ranker and Ollama

From semantic retrieval to streaming LLM responses in a disconnected enterprise environment A Retrieval-Augmented Generation (RAG) chatbot is often demonstrated with a few lines of code, a vector data

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SnapDeploy5d ago · 7 min read

I hosted the same Flask, Django and FastAPI apps on 6 free Python hosts. Here is what held up.

TL;DR: We put the same Flask, Django and FastAPI apps on six places that host Python for free (SnapDeploy, Render, Railway, PythonAnywhere, Google Cloud Run, Vercel) with production Dockerfiles. Below

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SpinHireOct 15 · 9 min read

Translating HTML after it renders: one template, eleven languages

Our site started in one language. The templates were written in Russian, the strings lived inline, and nobody had wrapped a single one in a _() call. Then we needed English. A few months later we need

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Network Data LabsOct 15 · 6 min read

Flag Risky Signups in Python by IP: Tor, Hosting and Known VPN Networks

A FastAPI/Flask recipe that turns IP traits into an allow / verify / review decision, without locking out real users. Why hard-blocking VPN users backfires Plenty of legitimate people sign up from a V

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RainyTechOct 14 · 5 min read

Claude Opus 5 Built a Full-Stack App From One Prompt: 64/64 Tests and 3 Invented Package Versions

Instead of reading benchmark charts, I gave Claude Opus 5 an empty folder and one prompt: build a full-stack app. I didn't write any of the application code. The result: a working project-management d

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RainyTechOct 14 · 6 min read

Claude Code vs Codex vs GitHub Copilot: Same Repo, Same Task, 3 Different Workflows

Autocomplete suggests the next line. An AI coding agent tries to finish the whole task: it reads your project, edits several files, runs your tests, notices failures and hands the result back for revi

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RozeenaOct 14 · 2 min read

I Built an AI "Brain" for Car Dealerships That Never Forgets a Customer

A customer calls a dealership and is promised a callback in 15 minutes. Nobody calls back. They buy from a competitor. This isn't a sales problem — it's a memory problem. Salespeople forget. CRMs don'

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RainyTechOct 13 · 6 min read

Build a Chatbot in Python From Scratch: No API Keys, No AI Libraries

Most "build a chatbot" tutorials are really "call someone else's API" tutorials. This one isn't. We build Nova, a small chatbot that learns from examples, using only Python's standard library for the

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Python for PHP Developers, Part 4: Testing FastAPI with pytest

Build a Small FastAPI Endpoint with Codex CLI on AgentRouter Free Sign-Up Credit

Building an Offline RAG Chatbot: From Semantic Search to LLM Inference with Flask, Chroma DB, Sentence Transformer, Re-ranker and Ollama

I hosted the same Flask, Django and FastAPI apps on 6 free Python hosts. Here is what held up.

Translating HTML after it renders: one template, eleven languages

Flag Risky Signups in Python by IP: Tor, Hosting and Known VPN Networks

Claude Opus 5 Built a Full-Stack App From One Prompt: 64/64 Tests and 3 Invented Package Versions

Claude Code vs Codex vs GitHub Copilot: Same Repo, Same Task, 3 Different Workflows

I Built an AI "Brain" for Car Dealerships That Never Forgets a Customer

Build a Chatbot in Python From Scratch: No API Keys, No AI Libraries