That does not make the demo worthless. It makes it a workflow demonstration rather than a discovery claim, and the distinction matters for anyone deciding whether an open-weight model can take a place in a security team's triage queue. The…
Wing Python has been updated with improvements including better debug stepping & exception handling in async coroutines & generators and better debugging, analysis and project creation for Django. Wing 8 also added a new Packages tool for installing, removing, and updating packages found…
Wing Python IDE version 12.1 has been released with a new Tasks Manager, an agent that runs the Tasks tool's queues for you. Other improvements include support for other AI agents and a redesigned new project page. Wing Python is an…
DSPy’s LM layer now uses the lm15 objects bundled inside DSPy. Import them from dspy.lm15; no separate installation is needed. They are the original lm15 classes, not DSPy wrappers or subclasses. 3.4 was the transition release; 3.5 removed the old LM integration interfaces. For…
Learn Flask development in 2026 with a step-by-step roadmap. Build core skills, complete practical projects, and grow confidence for a new career for today’s development roles This roadmap is designed for learners at any stage—those switching careers, upskilling, or expanding…
Language Power is a vocabulary trainer I've built three times. The current version is a Python backend, FastAPI with PostgreSQL and Redis, and a React client, kept in two separate repositories and talking over REST. It runs as a private…
Most first APIs are a list of URLs, one per button. A senior engineer's API follows a few rules, so you can guess every address. That list breaks once a second developer joins. Here are the 5 rules that fix it:…
To use Tailwind CSS v4 with Django, run the Tailwind CLI in watch mode so it compiles a CSS file into your app's static folder, and load that compiled file in your templates with the static tag. You don't need a…
We have switched to using the template. This module will use a fixed set of tools as developed in python-copier-template and can pull from this template to update the packaging to the latest techniques. As such, the developer environment may…
An adapter label such as provider_rejected_402 leaves an important question unanswered: did the server send HTTP 402, or did the adapter find 402 inside a JSON body? Those are different observations. If the adapter merges them, the next person debugging the request has…
Django, Flask, FastAPI, async servers, and ORMs for Python backends.
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