Kristofer Palmvik.

In this new agentic era, the interface itself becomes the AI. Instead of scrolling through a list of posts, we will interact with “agents” that operate at an inhuman speed and scale. These interfaces aren’t just ranking content; they are transforming it—pulling out core ideas, changing their form, and presenting a synthesized version tailored specifically for an audience of one.

A Markdown file an application hosts at its domain — typically https://yourapp.com/auth.md — that tells agents how to register on behalf of a user. It includes which flows are supported, which scopes exist, and how to register for the service.

The transition to the Agentic Delivery Lifecycle is not optional for organizations that intend to lead in the AI era. It requires engineering leaders to make uncomfortable shifts: investing in governance as heavily as features, and valuing a robust evaluation suite as highly as production code.

When Artificial Analysis evaluated K2.5, the model generated 89 million output tokens. The median for comparable models is 14 million. At $0.60/$3.00 per million input/output tokens, the per-token price looks cheap, but when the model produces 6x more tokens per task, effective costs still spike. Kilo Code’s week-long free trial confirmed this: usage surged past 50B tokens/day, and they concluded the model’s verbosity dilutes the savings from input caching. This is the main issue with this model.

The strategy is access restriction — the idea, foundational to Western AI safety since 2023, that controlling a model means controlling its capabilities. Anthropic’s decision to withhold its new model is the purest expression of this logic. But two forces are now converging, making it untenable. Chinese labs are releasing open-source models that match Western closed ones, trained entirely on domestically manufactured chips that the US tried to restrict. And safety alignment — the technical mechanism that’s supposed to make open release safe — is being removed from any model within days of publication, at zero cost, by anyone who can type a command.