| Code is displaced; the context bundle becomes the tradeable artifact | For a growing number of use cases source code is no longer the most important shareable artifact. | The context bundle — a skill, spec, prompt library, dataset, or knowledge graph — is packaged as a dereferenceable offer an agent can acquire. |
| "We haven't figured out what needs to be shared" | "Part of the problem is that we haven't yet figured out what needs to be shared." | The offer is the unit of sharing — a machine-readable offer with price, license and access rules. |
| Artifacts precede institutions | New artifacts appear before the institutions that organize them (GitHub a decade after open source; Google a decade after websites). | The hyperlink is the coordinating institution: discovery starts at a well-known endpoint, and the graph is its own directory. |
| Trust mechanisms | Cronon's grain trade needed grading standards and grade receipts to let strangers trust one another. | WebID delegated identity + RDF-ABAC is that trust mechanism; access resolves 401→402→200. The license is the grade receipt. |
| "What will be the derivatives of the AI era?" | Grade receipts begat grain futures; O'Reilly asks what the AI era's derivatives will be. | The license separates the right to access from the artifact, settled one-time or by subscription, scoped by a Shared Payment Token. |
| The agent trace as raw material | The agent trace could be "the raw material for attribution and payment, much as the click was for advertising." | Because identity is explicit (principal → agent), who did what under whose authority is auditable end-to-end. |
| "Pheromone trails" and the agentic PageRank | Will agents leave "pheromone trails" that strengthen or fade, like links? | The LOAC substrate is that graph — hyperlinks are identifiers and traversal, leaving exactly the weighted trail a ranker reads. |
| "Anchor on Canonical Names" | A canonical name references a whole methodology more reliably than a paraphrase. | A canonical name is a dereferenceable IRI resolving to the entity's machine-readable description. |
| Protecting the eval holdout set | Nick Vincent warns evals only work if the model hasn't seen the answers. | An eval is an ABAC-gated resource — licensed and gated rather than leaked into training data. |
| A "home for personal context" | O'Reilly follows Duncan Davidson's home for personal context. | The LOAC posts run on exactly such a store — an RDF agent memory whose entities are hyperlink-identified, queryable, licensable. |
| The book is the ultimate knowledge artifact — it becomes a living knowledge graph | O'Reilly's law says every artifact unbundles — binary, source repo, page, click, context bundle. The book is the longest-lived artifact of all, so it is next. | Kingsley's 'Future of Books' article: the book becomes a living, queryable knowledge graph — sold chapter, section, or paragraph at a time as addressable, verifiable units; pay per query or extracted claim. |
| The spec is the new unit — standardization makes difference valuable | Kevin Kelly answers O'Reilly's Foo Camp question: the magic genie makes creation abundant, so difference becomes the scarcity. What gets shared is the specification — the goal, like a seed that grows differently in different soil. | LOAC is that standardization: the dereferenceable offer, the hyperlink identifier, the RDF-ABAC license — the 26 letters that let every distinct, valuable artifact be captured and traded. |