Sign in Subscribe

Igor Bobriakov

The Iron Triangle of Inference: You Can't Have Smart, Fast, and Cheap

In distributed systems, the CAP Theorem dictates you can only have two of Consistency, Availability, or Partition Tolerance. In AI, we face a new, equally brutal constraint: The Iron Triangle of Inference. You must choose between Quality, Latency, and Cost. You cannot have them all.

The Agentic Contract: Why a Prompt Is Not a Specification

A raw prompt can express intent, but it cannot define a real behavior contract. The Agentic Contract turns one agent capability into a typed, executable specification with explicit inputs, outputs, failure modes, and economic bounds.

The End of Determinism: Why Unit Tests Are Useless for AI Agents

Alan Turing's machine was absolute. An LLM is not. When we moved from logic to statistics, we broke every testing primitive we had — and most engineers haven't noticed yet.

Optimal Estrangement

Every field has an optimal distance from which its deepest patterns become visible. Too close and you optimize locally. Too far and you theorize vacuously. The discipline is finding -- and holding -- the gap.

The Conservation of Chaos: You Can Only Move Uncertainty

We believe that by building systems, we are eliminating chaos. We are wrong. We are merely displacing it. The Conservation of Chaos states that every act of imposing order creates a new, often invisible, and more dangerous form of disorder elsewhere.

The Most Valuable Page in Your Wiki is the One Titled 'Here Be Dragons'

In the age of exploration, mapmakers marked the unknown with "Here Be Dragons." Modern corporations have lost this tradition, feigning total certainty in their roadmaps. It’s time to bring it back. The most valuable page in your wiki is the one that admits what you don't know.

Jurisdictional Voids: The Failures No Agent Owns

Every organization has an org chart. This map is a fiction. The most critical work happens in the messy, un-owned spaces between the boxes. I call these Jurisdictional Voids, and they are governed by a principle that determines a company's fate.

The Physics of Progress: Why Organizations Obey Newton's Laws

A 10-person startup and a 10,000-person enterprise both obey Newton's laws. The startup has less mass, so the same force produces more acceleration. This isn't a metaphor. It's a predictive model for why AI adoption follows acceleration curves, not step functions.

APIs Are the New Illiteracy

The problem is not that leaders cannot code. It is that too many of them cannot read the interface surface they are buying, approving, and committing teams to operationalize.

Software Is Digesting the World

Digitization captured the world. The next competitive layer is digestion: the stack that turns stored data into interpreted, executable, feedback-corrected decisions.