Insights - Amplifi Labs

AI Is Rewiring Software: Careers, Agents-as-Filesystems, and the Data Poisoning Threat

Beyond the Build • January 12, 2026

ChatGPT Health: A Tech-First Look at AI-Powered Personal Health

ChatGPT Health is a dedicated health experience inside ChatGPT that combines personal health data with conversational AI. Built by OpenAI, it reflects a broader shift in technology toward context-aware, privacy-focused AI systems that work with real user data instead of generic inputs.For technologists, product leaders, and AI builders, ChatGPT Health is less about healthcare branding and more about what it signals for the future of applied AI.

Postgres’ Breakout Year, Agent Protocols Rise, and a Six‑Bug RCE Wake‑Up Call

Beyond the Build • January 05, 2026

Choosing an AI Coding Tool for Startups vs Scale-Ups

AI coding tools are no longer just smarter autocomplete engines. They now span a wide spectrum, from IDE-native assistants that suggest code inline to agentic systems capable of planning, modifying, and executing changes across an entire repository. Because of that shift, choosing the right tool depends less on feature lists and far more on the stage of the company using it. What accelerates a startup can easily slow down or destabilize a scale-up.

Comet Browser Explained: What an AI-Native Browser Means for Everyday Work

AI tools have moved from standalone chat interfaces into the tools people use every day. One of the most interesting examples of this shift is Comet, an AI-native web browser designed to blend browsing, search, and task execution into a single experience.This article explains what Comet is, how it works, what makes it different from traditional browsers, and where it fits realistically in modern workflows. The goal is clarity, not hype.

AI Personas in Practice, Edge LLMs on a Z80, and Performance Pitfalls to Watch

Beyond the Build • December 29, 2025

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