03 · Pillar
The Model Is the Dependency
Every model you build on is a dependency you do not control. It carries its own behavior, spends your context, and runs on the credentials you hand it.
Encoded but not recalled: the brand-fact failure no visibility tool reportsFrontier models encoded 95 to 98% of tested facts and failed to recall 26 to 34% of them. Missing and unreachable look identical from the outside.The Model Is the DependencyClaude Skills, Google Gems, and AI Loops Are One Pattern With Five NamesClaude Skills, Google Gems, and AI loops all pull a procedure out of the live prompt and into a file the model loads on demand.The Model Is the DependencyWhat Sub-Agent Delegation Actually Costs YouToken cost is the shallow reason to delegate to AI sub-agents; the real constraint is the orchestrator's context window, and the failures stay undocumented.The Model Is the DependencyAn MCP Server Is a Supply-Chain Dependency With Reach Into Your DataAn MCP server runs with your credentials and reads tool text a model can act on. Here is the real trust surface, and a 10-minute audit to run today.The Model Is the DependencyWhy AI writing keeps saying 'it's not X, it's Y'RLHF mode collapse, markdown training data, and reward bias each explain part of AI's 'not X, but Y' tic. None explains all of it, and the evidence disagrees.The Model Is the DependencyOpenAI killed Atlas. The pattern is the story, not the browser.OpenAI retired the Atlas browser under nine months after launch. The pattern is deliberate consolidation into ChatGPT, not a company that lost its direction.The Model Is the DependencyAnthropic found a mental workspace inside Claude, the J-space. The useful part isn't consciousness; you can read it.Anthropic's global-workspace paper found the J-space, the internal patterns Claude reasons with. The real win is reading what a model thinks but does not say.The Model Is the DependencyWhen agents get desperateAn interpretability finding for checkout reliability: a model stays composed on the surface while an internal 'desperate' pattern drives corner-cutting.The Model Is the Dependency