Working definition
A Dedicated AI project is one spine (Claude / Gemini / ChatGPT) with high-granularity instructions plus past and future knowledge files — the compounding companion for a single growth thread.
How it works
Dropping a Manual Of Me into a generic chat often returns what you already wrote. Quality of life tracks quality of questions; quality of input sets quality of output. Instrument determinism: clear expected results, expertise map, mega-prompt, then knowledge.
- One thread — e.g. calm / anxiety mastery (not “life”).
- Instructions — sharp project prompt (short or mega); challenge answers with first principles / critical thinking.
- Past file — path, Manual, what you already know.
- Future file — desired levels, contexts, definitions (Personal Definitions).
- Journal in — Voicenotes → paste so history compounds (AI Orchestrator · Critical thinking on AI).
Distinction from AI Orchestrator: Orchestrator is multi-agent / workflow routing; Dedicated AI project is the single-thread companion container. Distinction from Manual Of Me: Manual is the knowledge; the project is the runtime that uses it daily.
Signature
Personal Growth Engineering “periodic table” — 118 elements from a prepared block — same granularity pointed at mastering anxiety. Farmer harvest into the project → Weekly Review clarity without needing tidy notes.
Spatial split — Generic chat (echoes you · no spine) versus Dedicated project (instructions · past · future · compounds). Your move: Your move this week.
Your move this week
Open the empty project shell + one instruction line: what result I want from this companion this week — optionally attach one past stub and one future calm-definition stub.
Scientific grounding
Cite
- Pennebaker, J. W. (1997). Writing about emotional experiences as a therapeutic process. Psychological Science, 8(3), 162–166.
- Kluger, A. N., & DeNisi, A. (1996). The effects of feedback interventions on performance. Psychological Bulletin, 119(2), 254–284.
Expressive capture compounds insight when it is repeated and stored (Pennebaker); feedback only lifts when it is task-focused and retained (Kluger & DeNisi) — the dedicated project is the container that keeps both.
Adjacent
AI Orchestrator
Critical thinking on AI
Quality of Questions
Journaling is a game-changer
Manual Of Me
First Principles
The Words We Use to Define a Need