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Chris Groves

Chris Groves
Hero image for 2026-02-14-ai-penetration-testing-reality

security

AI Penetration Testing: Reality vs. Hype

The market promises autonomous AI pentesters replacing humans. The reality is more nuanced. What AI pentesting actually is, what it isn't, and why adjacency beats replacement.

By Chris Groves 14 Feb 2026
Hero image for 2026-02-12-framework-security-hardening

security

Security Hardening the IA Framework: A Systematic Audit

A systematic gap analysis against Claude Code security standards revealed dormant hooks, missing defense layers, and undocumented decisions. Here is what I found and what I fixed.

By Chris Groves 14 Feb 2026
Hero image for 2026-02-12-introducing-advisory

security

Introducing Advisory: Automated Security Research That Actually Cites Its Sources

Security guidance with framework citations, not hallucinations. Meet /advisory—a skill that automates research BEFORE asking questions.

By Chris Groves 12 Feb 2026
Hero image for 2026-02-11-zdr-model-ranker

framework

Building a Privacy-First AI Model Ranker with OpenRouter ZDR

Automated model ranking system aggregating benchmarks from four sources with zero data retention filtering.

By Chris Groves 12 Feb 2026
Hero image for Multimodal Model Hallucinations: Understanding Image-Text Failure Modes

ai

Multimodal Model Hallucinations: Understanding Image-Text Failure Modes

SOTA vision-language models fail at spatial tasks trivial to humans. Why perception gaps matter for reliable AI systems.

By Chris Groves 11 Feb 2026
Hero image for 2026-02-10-notmint-dashboard

infrastructure

NotMint: Building a Self-Hosted Finance Dashboard with Bank-Grade Security

When Mint shut down, I built NotMint -- a self-hosted finance dashboard with SimpleFIN, passkey auth, AES-256-GCM encryption, and zero-trust networking.

lock-1 By Chris Groves 11 Feb 2026
College education AI disruption illustration

culture

The Advice We Give Our Kids Is Already Obsolete

Be a doctor. Be a lawyer. Learn to code. Every piece of career advice we inherited is being dismantled by AI. A father's look at why the 4-year degree model can't survive what's coming.

By Chris Groves 10 Feb 2026
K-12 education collapse illustration

culture

What Are We Even Preparing Our Kids For?

A father's honest look at the K-12 system. Test scores at historic lows, 16,000 hours of inefficiency, and AI reshaping everything. The system isn't broken - it's obsolete.

By Chris Groves 10 Feb 2026
Career roadmap visualization

framework

Career Navigation with AI-Powered Learning Roadmaps

Structured 30/60/90-day learning roadmaps with gap analysis, certification ROI, and progress tracking. Automate career development planning.

lock-1 By Chris Groves 10 Feb 2026
Hierarchical pyramid dissolving into peer networks of connected nodes

culture

The Death of Top-Down Leadership: Teams Over Bosses

68% of employees cite coworkers—not managers—as their primary source of inspiration. This isn't about team building. It's evidence that hierarchical leadership models no longer match how modern knowledge work actually happens.

By Chris Groves 05 Feb 2026
Hero image for Actionable X Account Growth: Turning Algorithm Insights Into Results

social-media

Actionable X Account Growth: Turning Algorithm Insights Into Results

The X algorithm rewards conversation over broadcasts. Learn how to structure strategy around verifiable engagement signals and emerging visibility economics for sustainable growth.

By Chris Groves 05 Feb 2026
AI Agents vs. Agentic Systems: The Architecture Paradigm Shift

framework

AI Agents vs. Agentic Systems: The Architecture Paradigm Shift

The gap between agentic AI hype and production reality reveals an architectural evolution happening in the background. Here's what's actually changing.

By Chris Groves 04 Feb 2026
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Intelligence Adjacent

Democratizing expertise through deployable modules within Intelligence Adjacent. I'm Chris Groves, sharing lessons learned building AI systems that augment human capability instead of replace it.