Writing
Essays, analysis, and notes on applied AI, digital assets, investigations, and the systems around them.
- Aug 1, 2026 · Thoughts AI Should Enhance the System, Not Subsidize Unclear Thinking A powerful model cannot fix unclear thinking. It makes it faster and more confident. The advantage is directing the workflow: context, constraints, checks.
- Jul 28, 2026 · AI Guardian Agents: Autonomy Without Oversight Is Just Faster Risk Few firms have shipped AI agents, most plan to. Hallucination rates and breach data agree: autonomy without a second loop is exposure, not scale.
- Jul 26, 2026 · Thoughts What Makes an AI System an Agent, and What Does Not Most things sold as AI agents are prompt chains with job titles. Here is the test that separates them, and why it changes cost, audit, and accountability.
- Jul 25, 2026 · Thoughts A Better Model Will Not Fix Unclear Thinking A stronger model makes unclear thinking faster and more confident, not more correct. Output depends on framing the job and checking the answer.