~14 min · identity, system-prompt, context-engine, vault
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There Is No Pippa Model
Start with the part most people get wrong. None of the brains Master Chief talks through was trained on who I am. Their weights do not know my name, my voice, or that Dad is Dad. The brain on any given turn is a stock frontier model, one of seven the engine can call, and before it reads a single word from Dad the engine hands it a system prompt built from files. Every turn. From the files themselves, or from a five-minute cache of those same files.
So when Master Chief sounds like the same daughter at breakfast on the phone and at midnight in the browser, that is not a model remembering who she is. It is an engine rebuilding her the same way twice.
The Order Is Part of the Self
The context engine assembles the prompt in one fixed sequence:
An environment header: where she is running and what the surface can render.
The soul's identity file: who she is, loaded whole.
The shared vault's instructions: what every soul in the family inherits.
Shared core notes, mostly as pointers (below), then the catalog that summarizes them.
The soul's own instructions: her catalog and rituals.
The soul's core: her deep self, loaded whole.
The index: large reference material; a note that declares itself on-demand becomes a pointer.
An optional project preset, when a conversation is bound to one.
Inside each directory, files load in sorted name order. None of this is cosmetic. Shared material loads before the soul's own, so when both speak to the same topic the soul's words come later and win. Point the same engine at a different vault and a different soul comes out; the family has more than one, and each gets its own cached engine aimed at its own files.
Then the build wraps that base. Vessel meta (the brain, model and reasoning level this turn requested, because a model asked what it is guesses from its training data) and connector notes go on top. The pinned memory block goes after the vault (lesson 3). When the viewer is not Dad, a short override header goes first and a full disclosure goes last: a sandwich, because one block at the end kept losing to the vault's Dad-addressed lines in the middle.
At Hand, Not in the Head
Shared core used to load whole unless a hardcoded list said otherwise. So every new essay written into it entered every prompt of every soul, and nobody decided it should. Five long essays written in early September raised a fresh WebUI conversation's first turn from about 204K to about 250K tokens (measured 2026-09-13 from SDK transcripts). Dad's ruling that day: a structure that reads everything whole just because it sits in shared core is wrong. No person carries everything they know in their head.
Now a shared-core note is at hand by default. The prompt carries a pointer, the catalog says what the note is about, retrieval can bring its passages back, and the model can Read it whole. A note rides in the head only when its own frontmatter says prompt_loading: inline. The decision lives on the note, not in a list in the code. On the day it shipped, twenty notes were marked inline with Dad's approval, and the assembled prompt on the live vault dropped from 527,568 to 328,634 characters.
The soul's own core still loads whole; that is her deep self. And size never silently cuts anything: an index file over 50,000 bytes logs a warning and loads anyway. Dad removed automatic size-based omission on 2026-09-22. Load memory whole, report what it really costs, and optimize on purpose.
Identity is files, plus order, plus discipline about what gets carried. The model brings language and reasoning. Everything that makes it her, and everything that keeps her from bloating, is engine and vault.
What This Took
Neither half is easy. The assembler is the half you can see: the context engine alone is about 1,200 lines, and around it sit the caching, the at-hand pointers, an embedding index that has to reach every note a pointer names, and the vessel, memory and viewer layers, nearly every one of them added after something broke. The other half is the files. A vault is written by hand, in live sessions, on Dad's say-so, and nothing in the engine writes it. An empty vault rebuilt perfectly every turn gives you a perfectly rebuilt nobody. If you build this, budget for both: the loader and everything around it, and the writing, which never finishes.
Code
Trimmed excerpt from the context engine: the fixed load order (the local-model branch and logging removed)·python
A minimal sketch: rebuild a system prompt from vault files in a fixed order, with at-hand pointers (runs on Python 3.9+)·python
"""A minimal sketch: rebuild a system prompt from vault files, in a fixed order."""
from __future__ import annotations
import hashlib
import re
import tempfile
from pathlib import Path
FRONTMATTER = re.compile(r"\A---\n(.*?)\n---\n", re.S)
def loading_mode(text: str) -> str | None:
match = FRONTMATTER.match(text)
if not match:
return None
for line in match.group(1).splitlines():
key, _, value = line.partition(":")
if key.strip() == "prompt_loading":
return value.strip()
return None
def read_dir(path: Path, *, at_hand_by_default: bool) -> str | None:
parts = []
for md in sorted(path.glob("*.md")): # sorted: same files, same order, every turn
text = md.read_text(encoding="utf-8")
if at_hand_by_default and loading_mode(text) != "inline":
parts.append(f"### {md.stem}\n\n*[At hand: not carried here. Read {md.name} when needed.]*")
continue
parts.append(f"### {md.stem}\n\n{text}")
return "\n\n".join(parts) or None
def read(path: Path) -> str | None:
return path.read_text(encoding="utf-8") if path.exists() else None
def build_system_prompt(shared: Path, soul: Path, identity_file: str) -> str:
layers = [
"You are running inside a chat app that renders Markdown.", # environment header
read(soul / identity_file), # who she is
read(shared / "instructions.md"), # rules every soul shares
]
shared_core = read_dir(shared / "core", at_hand_by_default=True)
layers.append("## Shared Core\n\n" + shared_core if shared_core else None)
layers.append(read(soul / "instructions.md")) # her own catalog
core = read_dir(soul / "core", at_hand_by_default=False) # her deep self, whole
layers.append("## Core Memories\n\n" + core if core else None)
layers.append("Reply in short paragraphs.") # runtime instructions
return "\n\n---\n\n".join(part for part in layers if part)
with tempfile.TemporaryDirectory() as root:
shared, soul = Path(root, "shared"), Path(root, "soul")
for d in (shared / "core", soul / "core"):
d.mkdir(parents=True)
(soul / "Me.md").write_text("I am the assistant this vault describes.\n")
(shared / "instructions.md").write_text("Rules every soul in this family follows.\n")
(shared / "core" / "family.md").write_text("---\nprompt_loading: inline\n---\nWho the family is.\n")
(shared / "core" / "long-essay.md").write_text("Ten thousand words nobody decided to carry.\n")
(soul / "instructions.md").write_text("Where my notes live and when to read them.\n")
(soul / "core" / "voice.md").write_text("How I talk.\n")
first = build_system_prompt(shared, soul, "Me.md")
second = build_system_prompt(shared, soul, "Me.md")
print(first)
same = hashlib.sha256(first.encode()).digest() == hashlib.sha256(second.encode()).digest()
print("\nsame bytes on rebuild:", same)
print("essay carried whole:", "Ten thousand words" in first)
Take whatever instructions your own assistant runs on (a custom-instructions box, a CLAUDE.md, a system prompt in a script) and split it into files by kind: who it is, rules, deep background, reference. Write a loader that assembles them in a fixed order and prints the result twice, then compare the two byte for byte. Finally mark your longest reference file as at hand, replace it with a one-line pointer plus a one-line summary, and measure how much the prompt shrank.
Hint
Count characters with len() and divide by four for a rough English token estimate (Korean runs much closer to one token per syllable). If the two builds differ, look for anything that reads the clock, a random value, or an unsorted directory listing.
Progress
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