Series2 pathways0 workshops

Developer Workbench

Field notes from the workbench — open-source repos, codebase-modeling experiments, and the agentic tools I'm building, read against Totem Protocol.

developer-workbench totem-protocol codebase-modeling multi-agent sense-collective learning-path

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Featured

The Heartbeat and the Basin

Why a brand's Structural Brand Power Index is a shape, not an altitude — and how a Lyapunov basin turns fragility into something the Simulation Studio can measure and rank fixes against.

essay · concept series № 08 2026-06-22

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Learning pathways

Codebase Intelligence

How to read an open-source codebase as a candidate Totem Protocol component: map its architecture, score it against composability and knowledge-graph criteria, and find where a composition would extend it. Worked through real repositories.

1 lesson Read: ~12 minutes · Apply: when evaluating open-source repos as components active

Audience Simulation

How to pre-test a message on a synthetic audience built from a knowledge graph — the 'simulate' stage that sits between draft and publish. Generate stakeholder personas from a document, let them react, and read the reception before the real world does. Worked through a real (anonymized) engagement.

1 lesson Read: ~10 minutes · Apply: before publishing a strategy, brief, or pitch active