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🌍 Dev.to

The Validation Rule That Could Never Fail

A pipeline that writes children's cartoons I run a small studio where an agent pipeline produces short animated episodes for a children's channel: a language model writes the script as structured data, a text-to-speech provider reads it, and a renderer turns the whole thing into video. Nobody watches it happen. That is the point, and it is also the problem, because the only thing standing between a language model and a published video is a set of validation gates. One of those gates check...
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🌍 Dev.to

Static Forms in Astro: Handling Submissions Without a Server

Static Forms in Astro: Handling Submissions Without a Server with onsubmit.dev (form backend) Astro is a great fit for content-heavy sites that ship very little JavaScript, but that creates an interesting problem as soon as you add a contact form: where does the POST request go? With onsubmit.dev (form backend) , an Astro site can submit forms to an external endpoint instead of adding its own API route or server. This is particularly useful for Astro projects deployed as static files to ...
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🌍 Dev.to

Your Form Is Not Portable If It Contains Callbacks

What makes a form portable? Not JSON alone. Its validation, conditions, collections and submission semantics must survive the trip too. I wrote about the architecture behind Modyra and the trade-offs involved. Your Form Is Not Portable If It Contains Callbacks Most form libraries help us manage forms inside an application. They track values, execute validators, expose errors and eventually produce a submission payload. That works well until the form needs to exist somewhe...
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🌍 Dev.to

Beyond Passing Tests: A 100-Lens Framework for Evaluating Context-Aware AI Coding Agents πŸ€–

AI coding agents are getting better at writing code. But I think we are approaching a more difficult question: How do we know that an AI agent made the right engineering decision for the current state of a software system? Passing tests is important. But passing tests alone does not necessarily tell us whether an agent understood: the current architecture, project constraints, previous engineering decisions, repository conventions, dependency relationships, secur...
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🌍 Dev.to

Building a Modular C++ Static Library: Clean Architecture, Encapsulation, and Safe Input Handling

As C++ codebases scale, housing utility routines, state management, and primary execution logic inside a single main.cpp file inevitably leads to technical debt. Code duplication increases, compilation times degrade, and testing isolated features becomes virtually impossible. Modular architecture solves this problem by enforcing a strict separation of concerns. By decoupling function declarations from their definitions and compiling utility modules into reusable static libraries, developer...
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🌍 Dev.to

Coding Agents Invent Facts When Denied Them. All 4 of My Probes Returned a False Zero.

A new arXiv paper watched coding agents get denied the facts they needed. They did not stop. They invented. On August 17th, a group of researchers posted a paper to arXiv with an unglamorous title and a genuinely unsettling core finding. The paper is "The Working Set of a Coding Agent: Coherence Debt in Repository-Scale Tasks" (arXiv:2608.16630), by Bardia Mohammadi, Lars Klein, Aman Chadha, Akhil Arora, and Laurent Bindschaedler. Before going further, one honesty note that will hold for ...
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🌍 Dev.to

100 Writing, Productivity, Coding & Research Lenses for ChatGPT πŸ§ πŸ’»

From fixing one sentence to designing an algorithm, AI becomes much more useful when you stop treating it as a single-purpose chatbot. Instead, think of it as a collection of specialized working modes . Need to debug? /debug Need to design an algorithm? /algorithm Need to plan research? /researchplan Need to challenge your own argument? /critic Need to turn a large project into manageable work? /roadmap90 The underlying idea is simple: Don't j...
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🌍 Dev.to

Node.js Express vs. Python FastAPI: Which Should You Choose in 2026?

Node.js Express vs. Python FastAPI: The Definitive Guide for Choosing Your Next Backend Choosing a backend framework used to be simple. If you liked JavaScript, you built with Express. If you liked Python, you went with Flask or Django. But the landscape has fundamentally shifted. With the explosion of AI, machine learning, and strict type safety, Python FastAPI has emerged as a powerhouse alternative to the traditional JavaScript runtime. Meanwhile, Node.js Express remains the unopinionat...
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🌍 Dev.to

We open-sourced 449 real equipment financing quotes so nobody has to trust our math

We open-sourced 449 real equipment financing quotes so nobody has to trust our math Commercial equipment financing sites are almost always a black box: you land on a page, see a monthly payment, and have no way to check how that number was actually derived. The APR is picked out of thin air, the "starting at" price is aspirational, and the amortization math is never shown. We built Equipment Capital Index to do the opposite β€” every page shows the real per-machine price, the actual amort...
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Prompt Injection Is Now an RCE Primitive
🌍 HackerNoon

Prompt Injection Is Now an RCE Primitive

When AI controls tools, prompt injection becomes execution risk. Map primitives, remove authority, isolate runtimes, validate inputs, and monitor hosts.
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AI Code Review Tools: Benchmarks & Comparison
🌍 HackerNoon

AI Code Review Tools: Benchmarks & Comparison

Compare the best AI code review tools in 2026 using five criteria: codebase context, standards enforcement, review architecture, SDLC coverage, and benchmarks.
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