The Journal / pi.0 / Vol. 1

Finding the signal in the noise.

Each post starts with a hypothesis, grades its own claim, and shows the work. Research-backed thinking on AI, operations, and the systems underneath.

01 — HypothesisStated up front
02 — EvidenceCited, not asserted
03 — Self-Gradex/10 honesty
04 — SourcesPublic & linkable
Recent Posts 3 entries
No. 03 May 5 · 2026
VPN take5/10 Real risk9/10

Your AI Agent Has the Keys to Every Room

Your AI agent has your credentials, your context, and the ability to act. The security model for that doesn't exist yet.

No. 02 May 1 · 2026
Self-grade8/10

200,000-Year-Old Hardware vs. Software That Updates Quarterly

We built machines that learn what the brain wants faster than the brain learns to say no. This isn't a marketing problem — it's an evolutionary one.

No. 01 Apr 29 · 2026
Self-grade7/10

The Biggest Driver of AI Adoption Isn't Innovation. It's a $3 Trillion Exit Problem.

The largest wave of enterprise AI adoption won't come from innovation labs or tech companies. It will come from PE-backed businesses that have no other levers left to pull.

No. 04 May 3 · 2026
Self-grade8/10

Does Recursive QA Make AI Outputs Better? It Depends — by an Order of Magnitude.

Asking AI to check itself is a 5–15% lift. Asking a different AI is 50–70%. The technique is the same. The result isn't.

No. 05 May 3 · 2026
Self-grade7/10

Provider-Agnostic AI Solved the Wrong Problem. The Lock-in Moved.

Swapping models is solved. Swapping clouds isn't. That's where the lock-in lives now.