John F. Holliday
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Two Algorithms, Zero Shared Memory
Agentic AI

Two Algorithms, Zero Shared Memory

When prior authorization meets retrospective denial, the real failure isn't procedural — it's semantic.
By John F. Holliday • 11 min read
The Context Trap: How Claude Code's Session Memory Can Narrow Your Solution Space
AI-Assisted Engineering

The Context Trap: How Claude Code's Session Memory Can Narrow Your Solution Space

The longer and more technically dense a coding session becomes, the more the model's attention and generative probability distributions get pulled toward patterns, idioms, and architectural choices already present in that context.
By John F. Holliday • 8 min read
Semantic Dissonance: The Silent Failure Mode of Multi-Agent AI Systems
Agentic AI

Semantic Dissonance: The Silent Failure Mode of Multi-Agent AI Systems

When agents share a channel but not a contract, coherence collapses without warning — and domain-specific languages may be the only reliable remedy.
By John F. Holliday • 11 min read
When Your AI Becomes Chief of Staff: A STRIDE Threat Analysis of the Lobster/OpenClaw Personal AI Agent System
Agentic AI

When Your AI Becomes Chief of Staff: A STRIDE Threat Analysis of the Lobster/OpenClaw Personal AI Agent System

I constructed a complete data flow diagram with five trust boundaries and ran a systematic STRIDE-per-element analysis. The result: 46 enumerated threats — 11 Critical, 17 High, 14 Medium, and 4 Low. Seven have no mitigation at all.
By John F. Holliday • 8 min read
When Your AI Agent Becomes the Attack Surface: The OpenClaw Security Crisis and What It Means for All of Us
Agentic AI

When Your AI Agent Becomes the Attack Surface: The OpenClaw Security Crisis and What It Means for All of Us

The fastest-growing open-source project in GitHub history is also 2026's most significant cybersecurity incident. Here's what happened, why it matters, and how to protect yourself.
By John F. Holliday • 13 min read
Most AI Agents Are Just Fancy Prompt Wrappers. I Built One That Actually Understands Its Own Output
Agentic AI

Most AI Agents Are Just Fancy Prompt Wrappers. I Built One That Actually Understands Its Own Output

Grammar-validated AI generation with language server infrastructure: AI systems that reason about structured domains with the same rigor as a compiler.
By John F. Holliday • 5 min read
John F. Holliday

Consciousness + Content + Code

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