Writing

Engineering disciplines, agent architecture, and what actually works.

39 posts

The 7 Levels of Agent Engineering

Why most people stop at L2 and think they're at L5.

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L1-L2: Prompts and Tools

The floor everyone thinks is the ceiling.

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L3: Context Engineering

Second brain, not second mind.

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L4: Harnesses

Runtime control over your agent's mind.

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L5: Admissibility

Why your agent hallucinates and how to stop it.

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L6: Concentration

How to make an AI surf its own mind.

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L7: Emergence

When the system starts building itself.

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The Fork

Why most people should stop at L4.

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SANCTOT: A Complete L5 Example

From 'dad always has snacks' to a working ontology compiler.

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The Fair Game

Six levels of economic participation, seven levels of complexity, and the punchline nobody in the AI agency world wants you to understand.

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Holographic Work

Every piece contains the whole. One conversation produces everything.

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The 7 Engineering Disciplines

Prompt, Context, Tool, Harness, Admissibility, Concentration, Emergence.

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The Single Biggest Trick with LLMs

How to grow a metalanguage with an AI without fighting it — and what to call the things you grow.

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The Single Biggest Trick with LLMs, Part 2

Who I was when I wrote Part 1, who I became reading Jani's scriptures, and the actual boot — an LLM driving three POSTs against a live Neo4j graph.

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The Single Biggest Trick with LLMs, Part 3

JaniScribe: a real Cybernet in a live Neo4j graph, booted and ticked once. The LLM is the external driver. The Cybernet is the entity. This post is the bijective bridge.

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SHELL

Turn any toolkit into a game your agent can play.

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Admissibility Engineering

If the hidden edge is not represented anywhere, retrieval cannot retrieve it.

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HIEL

AI randomness is energy, not noise. Harness stochasticity.

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HALO

The invisible seam between your context and the machine's context.

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Interaction Loop

Seven elements that turn fragile handoffs into bulletproof coordination.

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Progressive Disclosure Harness

AI agents get worse the more tools you give them. The fix: staged reveals.

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Composition

Working pieces don't make working wholes. Five requirements.

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SOSEEH

Four questions decompose any blob into solvable pieces.

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Allegorization Compiler

Forge frameworks from analogies across unrelated domains.

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DocMagic Stack

Where admissibility tools sit in the stack.

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OK Stable Signal

Stop building on hope. Four verification properties.

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Towering

You have a foundation problem, not an intelligence problem.

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Seam Repair

Seven-step protocol instead of a panic response.

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Flow

Five structural conditions. Meet all five and hours vanish into progress.

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Externalization

Your brain holds 4 things. Your systems hold everything.

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Calibration

Fitting clicks are right 75%. Desire clicks are right 20%.

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Meta-Cognitive Awareness

The prerequisite your entire operating system depends on.

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The Blanket

Membrane, not wall. The third option between starving and overwhelm.

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Reach

Your distraction is pre-conscious pattern assembly.

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Cognitive Thermal Dynamics

Your brain overheats from unprocessed complexity.

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Helming

Vision comes from completion. Finish the layer to see the next one.

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Crowning

The system starts maintaining you instead of the reverse.

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Mission Control

Three questions that kill drift. Every 10 minutes.

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The 30-Day System Audit

The right SOP to automate first is the most leaky one.

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