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Black Pearl Pull Scoring Model v1.0

Below is a formal, numeric, weighted scoring model you can run on every WOT pull. It outputs: It’s built to be knock- and safety-dominant (because that’s what keeps EJ205s alive). Black Pearl Pull Scoring Model v1.0 1) Overall Score (0–100) Soverall=0.35Sknock+0.25Sfuel+0.20Sboost+0.15Sthermal+0.05SrepeatS_{overall} = 0.35S_{knock} + 0.25S_{fuel} + 0.20S_{boost} + 0.15S_{thermal} + 0.05S_{repeat}Soverall​=0.35Sknock​+0.25Sfuel​+0.20Sboost​+0.15Sthermal​+0.05Srepeat​ Why these weights: knock Black Pearl Pull Scoring Model v1.0

🧠 BLACK PEARL ECU CONTROL DOCTRINE

🧠 BLACK PEARL ECU CONTROL DOCTRINE Project Black Pearl – AI-Governed Calibration Framework2005 Subaru WRX | Target: ~305whp | Rally-Capable | Reliability-First I. Foundational Principle The ECU is not a power lever.It is a thermal, combustion, and load management system. The objective is not maximum output.The objective is controlled, repeatable combustion under defined constraints. Power 🧠 BLACK PEARL ECU CONTROL DOCTRINE

AI-AUGMENTED PERFORMANCE FRAMEWORK

AI-AUGMENTED PERFORMANCE FRAMEWORK 2005 Subaru WRX EJ20 / EJ205 Integrated ECU + Chassis + Tire + Suspension Intelligence System This is not “AI tuning.” This is a structured, data-driven performance development program where AI acts as: You are building a repeatable performance system, not just a fast car. PHASE 1 — SYSTEM FOUNDATION Before adding AI-AUGMENTED PERFORMANCE FRAMEWORK

Extracting & Validating MAF Sensor Scaling from a 2005 WRX Denso 16-Bit ECU

Extracting & Validating MAF Sensor Scaling from a 2005 WRX Denso 16-Bit ECU When people talk about “tuning,” they usually jump straight to boost or ignition timing. That’s a mistake. If the MAF scaling isn’t correct, everything downstream lies — AFR targets, injector math, knock behavior, even load calculation. Before touching boost, before touching timing, Extracting & Validating MAF Sensor Scaling from a 2005 WRX Denso 16-Bit ECU

Project Black-Pearl Stage 1+ Tune AEM Fuel Pump & Grimmspeed Radiator Hoses

Project Black Pearl is your full build and content series around your 2005 Subaru Impreza WRX (original base paint color: Obsidian Black Pearl). The mission is to transform it into a ~320whp street monster while keeping it a reliable entry-level rally setup. Here’s a breakdown of what the project involves so far: 🎯 Goals 🔧 Project Black-Pearl Stage 1+ Tune AEM Fuel Pump & Grimmspeed Radiator Hoses