Writing

Name: ForgeFrame
Availability: InStock
Author: Alexander Campos

I think by writing. Most of these are in progress. When ready, they'll live on Substack.

Your Indifference Is the Margin: 2026; The systems watching you are training on your indifference. On what it cost in 2026 to finally look at what's looking at you.
On Observation and Identity Modeling, Part II: 2026; Where the loop became measurable. The mechanism turned out to be the same in three different kinds of system — and the only question that's left is what each of us puts on the other side of it.
On Observation and Identity Modeling: 2026; How systems build models of the people who use them — and what happens when the model starts shaping the person. Built from observations during Guardian and Reframed development.
On Reframe Detection: in progress; How language models subtly reshape user intent through seven classification types, and the engineering challenge of detecting it in real-time. Built from observations during Guardian development.
Memory Compression as Forgetting Curve: in progress; Technical walkthrough of the 4-level hierarchical memory pipeline (raw -> summary -> pattern -> principle), why strength decay mirrors human consolidation, and what retrieval reinforcement means for AI systems that accumulate context over months.
Ownership at Every Scale: in progress; The unifying thesis behind ForgeFrame and Guardian: every interaction with an intelligence system is an opportunity for extraction or preservation. The same primitive applies at every scale.