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 1 pieceAI 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 LogThe companies building frontier AI can’t be the only institutions deciding whether it’s safe—and regulation without defensive capacity isn’t enough.
01Track 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.
02Corpus Callosum emerged mid-project when one recall mechanism could no longer serve both exactness and aliveness.
03Every number keeps its unit. Every claim keeps its frame. Every proxy is presumed guilty until it proves what it measures.