Alok

Prompt engineering. Context engineering. Harness engineering. Loop engineering. Now graph engineering. Is this a new layer of engineering, or just this year's rename?

You wouldn’t pay an architect to carry bricks. But that’s what happens when one AI model does every job, genius pricing even for the routine stuff. Cursor ran the test. Splitting the work by how hard it actually is fixes most of it.

Eventually, you stop reading every line a new developer writes. Not because they became perfect, but because they learned what "done" means on your team. Tests pass, edge cases are handled, and they check their own work. That's the shift we're now seeing with AI agents: 𝗹𝗼𝗼𝗽 𝗲𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝗶𝗻𝗴. The idea has been gaining attention as engineers at companies like Anthropic and OpenAI have been moving from manually prompting agents toward designing systems where agents can work, evaluate, and iterate on their own. For the last couple of years, we've been the reviewer: prompt, read the output, judge it, prompt again. Loop engineering changes that. Define what "done" means, build the checks into the system, and let the agent iterate until it meets the standard. But you can only step back once you've explained what good looks like. Developers learn that through experience and code reviews. Agents only know what you define. The real work isn't just making agents autonomous. It's making "good" explicit enough for them to work without us.

For decades, the playbook was simple. We gathered requirements, wrote code, tested it, and shipped it. Then we did it all over again. Over the years, the process evolved. Waterfall. Agile. DevOps. AI copilots. But every one of those shifts had one thing in common. Humans were still doing the work. That's what makes this moment feel different. Today, an agent can plan a task, write the code, review it, test it, and even ship it. If the one doing the work has changed, shouldn't the lifecycle change too? That's where the idea of the Agentic Development Lifecycle (ADLC) comes in. The focus shifts from writing every line of code to defining goals, providing context, connecting tools, setting guardrails, and continuously evaluating outcomes. Maybe the biggest shift isn't that AI writes code. It's that we're learning how to build great agents. P.S. This is my first video created with an AI avatar. Still experimenting, but I had fun putting it together.

Voicebox is an open-source AI voice studio that runs entirely on your machine. It’s already past 44k stars on GitHub. Voicebox clones any voice from just 10 seconds of audio, supports 7 TTS engines, and lets you dictate directly into any app or talk to agents in your own voice. It integrates with Claude via MCP, handles 23 languages, and includes a multi-track timeline editor and voice profile manager. MIT licensed, free, no cloud required, no subscription. Available for macOS, Windows, and Linux, built with Tauri. It’s being called an open-source alternative to ElevenLabs and WisprFlow. A REST API is included for automation. If you’re into local-first voice AI, this is worth a look. github.com/jamiepine/voicebo…

We got a new HTTP method before GTA 6 😃 That's not a joke. HTTP just added its first new method in 16 years. It's called QUERY, and it's now RFC 10008 (lnkd.in/gZQxaTuD). QUERY is safe, idempotent, and can carry a request body. That closes a gap that's existed since HTTP began. Safe, idempotent requests like GET have never been able to carry a body for complex search parameters, so every team building search or filtering ended up abusing POST just to get around it. QUERY finally gives that pattern a proper home. What's the first API you'd redesign around QUERY?

OpenAI Academy launched three new courses: AI Foundations, Applied AI Foundations, and Agents and Workflows. They cover practical AI skills, repeatable workflows, and using agents. openai.com/index/academy-cou…

An agentic HTML editor that turns Markdown into single-file HTML using your existing CLI coding agent, zero API key, 75+ skill templates, sandboxed preview, one-click export. github.com/nexu-io/html-anyt…

Alibaba open-sourced its internal AI code review tool - reads Git diffs, catches NPE, thread safety, XSS, SQL injection, hits 26.1% F1 vs 15.5% for Claude Code + skills, at 1/5 the token cost. github.com/alibaba/open-code…

PewDiePie’s self-hosted AI workspace Odysseus runs locally, no subscription. Chat with local models, compare them blind, run agents with memory, email assistance, deep research. 51k+ stars on GitHub. github.com/pewdiepie-archdae…

I created this beautiful Ghibli-style art using ChatGPT! 🎨✨ I had a paid subscription, but guess what? You can do it for FREE! 😍 Wanna know how? I'll tell you! 🔥 Just use this prompt: 👉 "Convert this image into a Ghibli studio art." You can try this on both ChatGPT and Grok! 🚀 🔹 ChatGPT: You get 3 free images. 🖼️💫 🔹 Grok: Unlimited images! 🎉🎨 Enjoy creating stunning Ghibli masterpieces! 🌿🏡💖

A recent study published in Environmental Research suggests that exposure to outdoor nighttime light pollution may adversely affect mental health by disrupting sleep quality. The research indicates a positive association between increased light pollution and mental health issues, with poor sleep quality serving as a potential mediator in this relationship. Good night! May your sleep be deep, your dreams be peaceful, and your night be free from unnecessary light pollution.

In love with this trend 🔥#Ghibli

BR Shetty's story is a wild ride—once worth ₹18,000 Cr, owning multiple flats in Burj Khalifa, and running a ₹1,24,000 Cr empire. But after a fraud exposure by Muddy Waters Research, everything crumbled. His company? Sold for just ₹74. Now bankrupt. From billionaire to broke what do you learn from this? 🤔

From Billionaire to Intern? This Indian-origin founder sold his startup for nearly $1 billion, and now he says he has no income and is looking for internships. Life really be speedrunning plot twists these days. What do you think? Is this a flex, a wake-up call, or just the most expensive career gap ever? Drop your thoughts below!

🐍Python is a versatile programming language that opens doors to various fields. Whether you're diving into Data Science, Web Development, or even Mobile App Development, Python has got you covered! Here's how Python, combined with the right libraries, can empower you in different domains: