01
AI
Evaluation, retrieval architecture, storage, and the apparatus that keeps an agent honest.
Enter the wing 6 piecesI'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.”
02
From the Workshop
Hardware, thermal design, fault diagnosis. Esoterica of the discipline rather than the printing.
Enter the wing 1 piece03
State of the Idiom
Where the field is, where it is kidding itself, and the occasional thing that has no business bothering me this much.
Enter the wing 0 piecesBrowse by subjectAgentic Retrieval Layers5
PLATE 01
Evidence, not atmosphere
A graphic earns its place when it explains the system.
FROM THE WORKSHOP · BUILD LOG
The Goal Is Dry, Not Cold
Five sessions optimizing a filament cabinet for the wrong variable. The correction was one sentence long and it invalidated a third of the spec.
- Apparatus
- 14 cu. ft. Danby cabinet
- Mechanism
- 4× Peltier dehumidification
- Correction
- Dryness is the product
SUBSYSTEM STUDIES
The cabinet, decomposed into the mechanisms that make the claim true.
PLATE 02
Read the process, not only the result
Actual output, actual scale, actual caveat.
AI · BUILD LOG
Cypher: the auxiliary brain
The wide view proves scale. The close view makes the disclaimer visible. Two images of the same object, doing different argumentative work.
Read the build logFIELD NOTES
Recent writing
Claims with their frames attached.
Anima in Discrimine
The soul is in the parting. Wallaby's recall layer and my evaluation work share one rule: do not erase disagreement before you understand what kind of truth you are measuring.
01Five Claudes, one Wallaby
I asked project-era sessions to describe the apparatus from where they stood. Their blind spots became the clearest history I had.
02The bridge was discovered, not designed
Corpus Callosum emerged mid-project when one recall mechanism could no longer serve both exactness and aliveness.
03IMMUTABLE FLOOR46,819distinct messages
READ BOARD87.0%substantive prose inside declared reach
BOUNDARYHumanretains the realness seat
Every number keeps its unit. Every claim keeps its frame. Every proxy is presumed guilty until it proves what it measures.
