IT News

I've written an article here,originally published on Stackademic. If you work with data pipelines that feed AI models, there are some mistakes that aren't obvious until you've already made them.

There's a post on Hacker News today with 800+ points: 'I'm going back to writing code by hand.' I get it. I really do. AI coding tools have gotten bloated, expensive, and weirdly paternalistic. They a

The question comes up constantly in Reddit threads and founder Slack groups: what tools are you actually running? Not the theoretical stack. Not the one you built to impress other builders. The one th

TL;DR: A customer asked my AI sales bot "what do you have?" and the bot listed product categories the store doesn't sell. My instinct was to rewrite the search router. I spent twenty minutes about to

The AI Engineer Illusion: Why Calling LLM APIs Is Not Enough Three engineers interviewed for the same role last month. One had 5 years of Node.js and spent 6 months calling OpenAI APIs. All three ca

The AI landscape is experiencing unprecedented growth and transformation. This post delves into the key developments shaping the future of artificial intelligence, from massive industry investments to

The WhatsApp Business Playbook: Converting Conversations to Customers In the fast-paced world of small business, efficiency and customer engagement are paramount. As we step into 2026, WhatsApp Busine

For my seniors and more experienced stars in the field and sky, please let me know if I am doing something wrong, or if I need to change something to stay safe and good. Do you have a Codex subscripti

Web Speed Technical Analysis Web Speed is a tool that aims to optimize website performance by analyzing and providing recommendations for improvement. This analysis will delve into the technical aspec

This post originally appeared on tokenjam.dev/blog. It's part of a 14-post series on the agentic AI ecosystem. TL;DR OpenTelemetry is the CNCF standard for vendor-neutral observability instrumentation

I Used AI to Build a Passive Income System — Here's the Exact Blueprint After 6 months of experimenting, I finally cracked the code on AI-powered passive income. No crypto, no dropshipping, no YouT

AI has changed how people manage social media — but not all tools are doing it the same way. Some generate generic templates. Some are X-only. Some charge $99/mo for features you can get elsewhere for

This post originally appeared on tokenjam.dev/blog. It's part of a 14-post series on the agentic AI ecosystem. TL;DR Agent observability captures what an agent did (tool calls, token costs, latency, r

I’ve been reading “𝐋𝐚𝐧𝐠𝐂𝐡𝐚𝐢𝐧 𝐟𝐨𝐫 𝐋𝐢𝐟𝐞 𝐒𝐜𝐢𝐞𝐧𝐜𝐞𝐬 𝐚𝐧𝐝 𝐇𝐞𝐚𝐥𝐭𝐡𝐜𝐚𝐫𝐞” by Ivan Reznikov, published by O'Reilly, and here’s what stood out to me:

Every few weeks someone publishes a comparison of MCP, A2A, and Pilot Protocol as if you have to pick one. I have seen the charts. One column per protocol, rows for features, checkmarks and crosses. T

The agent runs on a spot instance. Spot instances get reclaimed. When that happens, a new one spins up, the agent restarts, and it gets a different IP address than it had before. For sixty days this h

This post originally appeared on tokenjam.dev/blog. It's part of a 14-post series on the agentic AI basics and ecosystem. TL;DR An AI agent uses an LLM to reason about a goal and decide what actions t

Originally published on Poniak Times. Reposted here for the developer and AI engineering community. Subquadratic’s SubQ model claims to make long-context AI more efficient through sparse attention. Th

Dear fellow builders, Last year, we were building Markarai on a large Python codebase (196K lines). 48 hours later: Production crash. Turns out the function we changed was called by 47 other function

Real-time messaging apps are great engineering exercises, but adding a conversational AI that seamlessly interacts within the same chat room takes the complexity—and the fun—to the next level. Recent