AI
Evaluation, retrieval architecture, storage, and the apparatus that keeps an agent honest.
Enter the wing 6 piecesCharacter, constantly in motion and striving for its ultimate purpose.
ethos: the framework made up of the standards, habits, and convictions of a character
teleos: the end-goal, completion, fulfillment of its potential
A character forged by its ultimate purpose. Not static perfection, but the relentless drive toward one's most complete self.
I'm Jake Botticello. I build systems, and sometimes break them to see what's inside and how they work. Then I write down what I learned during the process.
Production AI agents, a memory recall architecture that reconstructs in three unique readings instead of just retrieval, a filament cabinet that killed four thermoelectric coolers before I understood the physics. The through-line isn't the subject matter — it's the method. I strive to make every claim here show its work.
Thirty years of building things — of reimagining and reinspecting and asking “but why is that the process?” Currently working out loud on what it means to engineer alongside machines that are confidently wrong and ubiquitously “yes-men.”
Evaluation, retrieval architecture, storage, and the apparatus that keeps an agent honest.
Enter the wing 6 piecesHardware, thermal design, fault diagnosis. Esoterica of the discipline rather than the printing.
Enter the wing 1 pieceWhere the field is, where it is kidding itself, and the occasional thing that has no business bothering me this much.
Enter the wing 0 piecesAI INFRASTRUCTURE · LIVE SYSTEM
A local catalog, selective-context server, router, and relay that lets short-lived coding sessions recover the live frame without rediscovering the machine.



FROM THE WORKSHOP · BUILD LOG
Five sessions optimized a filament cabinet for the wrong variable. The correction was one sentence long: cold is the mechanism; dryness is the product.
Read the Build LogTrack Meet Doctrine described Cypher before Wallaby existed. When the memory and recall layer arrived, it inherited a method built on disciplined intuition, parallel work, and falsification.
01Corpus Callosum emerged mid-project when one recall mechanism could no longer serve both exactness and aliveness.
02Wallaby began with a fixed record, a plastic read layer, and a refusal to confuse retrieval with presence.
03Every number keeps its unit. Every claim keeps its frame. Every proxy is presumed guilty until it proves what it measures.