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I'm Safdar Ali. I build React and Next.js for a living — frontend at Cube, client work on the side, and this portfolio you're reading on safdarali.in. For the last year, my editor has been Cursor wit
Most agent failures aren't reasoning failures. They're policy failures. The model picked the right tool, then called it with arguments outside its scope. The delegation chain expanded one step beyond
There's a moment coming in your company, if it hasn't arrived already. A developer wires up an AI agent — Claude, Cursor, whatever your team uses — to a Model Context Protocol server. Suddenly the ag
The Shift from Chatbots to Autonomous AI Systems Artificial Intelligence is rapidly evolving beyond simple chatbot interactions. The next major disruption is not just larger language models
This is a submission for the Gemma 4 Challenge: Write About Gemma 4 Most AI debugging workflows are still on demand. A year ago, that usually meant copying a stack trace, pasting it into a large m
In the dynamic landscape of software development, effective communication isn't just a soft skill—it's a critical driver of efficiency and a foundational element for measuring developer productivity.
I wanted to see how far PostgreSQL extensibility could go. Most People Think PostgreSQL Is Just a Database, but PostgreSQL is actually a programmable system. With extensions and procedural language
I scored 3/50 on a take-home benchmark for a job application. And I still got the job. At the time, I hadn't built a fully agentic system before. While I had worked with LLM pipelines and small AI t
This is a submission for the Gemma 4 Challenge: Build with Gemma 4 What I Built Demo Code How I Used Gemma 4
[ The full infrastructure at peak scale. This is what 600+ nodes of parallel agent execution looks like.] Most people use n8n for simple automations. Webhook → Gmail → Slack. That's fine. That's wh
Most AI coding tools are built to assist you. Rogue Studio is built to attack you — specifically, to attack the code it just wrote for you, find every vulnerability, and force itself to fix them be
When AI agents need to call an API today, they hit a wall. Sign up. Get a key. Manage rotation. Hit rate limits. Pay a subscription that doesn't match actual usage. That model was built for humans cl
When I started working on my usability study project with KServe, I interacted with KServe users to understand the challenges they were experiencing while using the platform. During these conversation
DeepSeek V4-Pro Just Got 4x Cheaper. But Here's What Nobody's Talking About DeepSeek dropped a bombshell on May 22: the 75% discount on V4-Pro is now permanent. Was Now Input (cach
I wanted to build a roulette website. I also set out to learn. I have worked in IT for some time, started with Windows admin, moved to Linux, and then onto some basic DevOps work. I may have gotten t
This is a submission for the Gemma 4 Challenge: Write About Gemma 4 What exactly is Gemma 4? Simply put, it’s a family of open-weight, open-source AI models built for reasoning, coding, and complex
This is a submission for the Gemma 4 Challenge: Write About Gemma 4 A small test of using open models to expose uncertainty, not hide it. Most AI demos start with clean prompts. Real work usually s
Java Records have been stable since Java 16, and with Java 21 now the LTS baseline, they're showing up everywhere - DTOs, value objects, domain models. Immutable by design, concise, and semantically c
This is where most tutorials stop. But if you try to use use() with a promise created inside a Client Component, you will hit a subtle and frustrating bug. // Bug: creates a new promise on every re
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