# Modiqo field notes

> Essays and field guides about agent execution, operational memory, learning, and how a successful method becomes durable.

## How a successful AI agent run becomes a reusable procedure

The five steps that turn one working trace into a Play: record, extract, package, validate, version. With the questions people ask about reusable procedures.

- Human page: https://www.modiqo.ai/blog/how-an-agent-run-becomes-a-reusable-procedure
- Markdown: https://www.modiqo.ai/blog/how-an-agent-run-becomes-a-reusable-procedure.md

## Agent skills, workflows, prompts, and Plays remember different things

What each container for agent knowledge preserves, what it costs on the second run, and when a prompt, skill, workflow, or Play is the right choice.

- Human page: https://www.modiqo.ai/blog/agent-skills-workflows-prompts-and-plays
- Markdown: https://www.modiqo.ai/blog/agent-skills-workflows-prompts-and-plays.md

## How to extract a reusable procedure from an agent trace

The five deterministic operations that compile a trace into a Play, and the four conditions that make a trace uncompilable.

- Human page: https://www.modiqo.ai/blog/extract-a-reusable-procedure-from-an-agent-trace
- Markdown: https://www.modiqo.ai/blog/extract-a-reusable-procedure-from-an-agent-trace.md

## Agent procedure memory survives a model change only as a program

Why a Play runs from any model or harness, what breaks a prompt or harness memory when models are swapped, and how drift is handled.

- Human page: https://www.modiqo.ai/blog/agent-procedure-memory-survives-a-model-change
- Markdown: https://www.modiqo.ai/blog/agent-procedure-memory-survives-a-model-change.md

## Share an agent workflow with a teammate without sharing a credential

What travels with a Play URI and what stays on the runner's machine: credentials by name, the write guard, and organization ownership.

- Human page: https://www.modiqo.ai/blog/share-an-agent-workflow-without-sharing-credentials
- Markdown: https://www.modiqo.ai/blog/share-an-agent-workflow-without-sharing-credentials.md

## What Rote Is

How Rote gives any harness one way to reach the world, keeps cross-modality evidence as Context Addressable Units, resolves the behavioral graph, and crystallizes the verified path into a portable Play.

- Human page: https://www.modiqo.ai/blog/what-rote-is
- Markdown: https://www.modiqo.ai/blog/what-rote-is.md

## AI Discovers. Rote Remembers.

An executive explanation of how one successful agent run becomes a repeatable operating asset, including safety, evidence, compilation, and the economics of preserving reasoning.

- Human page: https://www.modiqo.ai/blog/ai-discovers-rote-remembers
- Markdown: https://www.modiqo.ai/blog/ai-discovers-rote-remembers.md

## The Pleasure of Finding Rewards

A ground-up explanation of agents, environments, trajectories, rewards, GRPO, GEPA, and where durable execution traces sit between acting and learning.

- Human page: https://www.modiqo.ai/blog/the-pleasure-of-finding-rewards
- Markdown: https://www.modiqo.ai/blog/the-pleasure-of-finding-rewards.md

## The Playoffs

A field guide for teaching an agent one useful method, turning the successful run into a Play, and sharing it with the field.

- Human page: https://www.modiqo.ai/blog/the-playoffs
- Markdown: https://www.modiqo.ai/blog/the-playoffs.md
- Cheat sheet: https://www.modiqo.ai/blog/play-cheat-sheet.md

## Canonical links

- Blog index: https://www.modiqo.ai/blog
- Product explanation: https://www.modiqo.ai/agent/product.md
- Complete agent context: https://www.modiqo.ai/llms-full.txt