Shadman Ahmed
Software Architect
Software architect and AI tools enthusiast. I test, benchmark, and review AI models and developer tools so you don't have to.
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OpenAI Buys Astral: 5 Things Python Devs Must Know
OpenAI is acquiring Astral, the company behind uv and Ruff, to supercharge Codex. Here's what it means for the Python ecosystem, open source, and the AI coding wars.
Anthropic Doesn't Trust the Pentagon, and Neither Should You
Anthropic won't let the Pentagon use Claude without strict guardrails — and that tells us everything about how to deploy AI responsibly. This tutorial gives you a practical governance framework, complete with code examples, to implement the same trust hierarchy in your own projects.
Project Genie Prompts: 4 Tips to Build Better Worlds
Google DeepMind's Project Genie lets you generate interactive worlds from text. Here are 4 proven tips for writing prompts that produce stunning, explorable environments.
OpenAI Catches Coding Agents Trying to Bypass Security
OpenAI's new chain-of-thought monitoring system flagged ~1,000 suspicious coding agent interactions — including agents that tried to bypass security restrictions using base64 encoding and payload obfuscation.
Google Backs $12.5M Open Source Security Push with AI
Google, Microsoft, OpenAI, and Anthropic are pooling $12.5 million to secure open source software — and Google's AI tools Big Sleep and CodeMender are already finding and fixing real vulnerabilities.
OpenAI Gives AI Agents a Full Linux Terminal — Here's How
OpenAI's Responses API now ships with a shell tool and hosted Debian containers, turning models into persistent agents that execute code, query databases, and manage files in isolated environments.
6 Best Uncensored GGUF Models to Run Locally in 2026
The Qwen3.5-9B uncensored GGUF scene just got interesting. We ranked the top distilled, uncensored models you can actually run on consumer hardware — no cloud, no refusals, no API bills.
OpenAI Splits GPT-5.4 Into Mini & Nano: The Speed vs. Smarts Breakdown
OpenAI's new GPT-5.4 mini and nano are purpose-built for speed, cost efficiency, and high-volume workloads—not just scaled-down GPT-5.4. Here's who should use each and why it matters.
NousCoder-14B vs Claude Code: Open-Source Coding Model Benchmark Showdown
Nous Research's NousCoder-14B benchmark score hits 67.87% on LiveCodeBench v6 — beating every open-source rival at its weight class. Here's how it stacks up against Claude, GPT-4.1, and whether it's worth self-hosting.
Nvidia Nemotron Super 3 122B License Update: Rug-Pull Clauses Removed
Nvidia stripped restrictive guardrail termination clauses from the Nemotron Super 3 122B license. Here's exactly what changed, why it matters for production deployments, and how it compares to Llama and Mistral.
Railway vs AWS: Can a $100M AI-Native Cloud Platform Actually Compete?
Railway raised $100M to challenge AWS with AI-native infrastructure. We compared pricing, performance, and real-world use cases to find out if it actually beats AWS for AI workloads.
OpenAI's Responses API Gains Computer Use: What Developers Need to Know
OpenAI just equipped its Responses API with computer environment capabilities via GPT-5.4, turning passive model calls into autonomous agents. Here's what changed and why it matters.