Least Agency: Zero Trust for AI Agents
Least privilege is not enough for agents. Agentic systems need least agency: scoped behavior, short-lived credentials, bounded tools, and replayable provenance.
Read More →AI Insights
Production perspectives on AI implementation and scaling
The Harness Is the Product
The winning AI products will not just have better models. They will put models inside better work environments: tools, permissions, memory, logs, evals, review, and recovery.
Read More →From Prompts to Loops
The important shift in AI is not better prompts. It is better loops: durable systems with tools, memory, permissions, feedback, logs, and recovery paths.
Read More →The Canary Dies First: Why Tech is Just the Beginning
Tech layoffs aren't isolated—they're the first tremor. Junior hiring is collapsing across every sector: Manufacturing -40%, Finance -30%, Healthcare -20%. This isn't a recession—it's a 6-year crisis hitting knowledge workers 10x faster than previous automation waves.
Read More →The Survival Playbook: What Universities, Companies, and Students Must Do NOW
Entry-level hiring is down 25-50% at major tech firms. Companies want junior salaries with mid-level capabilities. Here's the actionable roadmap for students, universities, and companies to adapt—from 14-day production cycles to apprenticeship programs.
Read More →The Entry-Level Apocalypse: How AI is Erasing the Bottom Rung of the Career Ladder
Entry-level hiring is collapsing—Big Tech slashed new grad hiring 25-50% since 2023. Stanford data shows 22-25 year-olds in AI-exposed jobs saw employment drop 16% since late 2022. This isn't about layoffs—it's about companies not hiring juniors for jobs AI will automate.
Read More →Claude Code's Game-Changing 2025 Features: Sub-Agents, Hooks, and Output Styles Transform Development
Discover the powerful new features that make Claude Code the most advanced AI development assistant available. From specialized sub-agents to custom hooks and personalized output styles, these updates are revolutionizing how developers work.
Read More →Your Personal Cybersecurity Reality Check: Why Individual Security Matters More Than Ever
Enterprise security gets all the attention, but personal cybersecurity is where most breaches actually start. Learn how to assess and strengthen your individual security posture with AI-powered tools.
Read More →Revolutionizing Development Workflows: Claude Code and GitHub Process Automation
Discover how Claude Code and GitHub automation are transforming development workflows, from intelligent code review to automated testing and deployment pipelines.
Read More →Unlocking Business Value with AI Agents: It's About the Journey, Not Just the Destination
Walking into a recent AI meetup, I was struck by a surprising realization: even among experts, there's no single definition of an "AI agent." Let's explore how AI agents can deliver tangible value to your business.
Read More →AI Agents: The Future of Cybersecurity?
The cybersecurity landscape is constantly evolving, with new threats emerging faster than ever before. Could AI agents be the answer to modern security challenges?
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