❓ Frequently Asked Questions
Project Black Pearl
🔧 What is Project Black Pearl?
Project Black Pearl is the live development and validation of a structured, AI-assisted ECU tuning framework — proven on a rebuilt 2005 Subaru WRX.
It is both:
- A real-world ~305whp performance build
- A documented, constraint-based calibration system
The car is the proving ground.
The framework is the asset.
🎯 What is the horsepower goal?
Target output is 250whp (stage-1) with a ~305-350whp (stage-2) plan on pump gas, tuned for:
- Repeatable power delivery
- Midrange torque bias
- Heat consistency
- Engine longevity
We are not chasing peak dyno numbers.
We are building stable, usable performance.
🧠 How is AI actually used in the tuning process?
AI does not “auto-tune” the car.
It assists by:
- Scoring WOT pulls (Stability / Knock Risk / Boost / Fueling)
- Detecting knock clustering patterns
- Identifying boost control oscillation
- Flagging injector duty risk zones
- Highlighting AFR deviation trends
All changes are human-approved and constrained by strict safety limits.
AI analyzes.
The engineer decides.
Custom refactored “Linux-Based” RomRaider version with “RRX BLACK-PEARL” plugin patch that uses pre-defined HCP (Hardware Constraint Profiles) to corresponding performance parts upgrades.
This jails the ai-decision making thresholds to safe tuning limits and recommendations.
Keeps “human-in-the-loop” flashing with the driver NOT the AI itself!
AI Driven Positive Feedback Loop Logging
📊 What makes this different from a typical stage tune?
Most stage tunes:
- Increase boost
- Add timing
- Hope knock control catches problems
Project Black Pearl operates under hard constraints:
- Timing changes ≤ 0.5° per iteration
- WGDC changes ≤ 2% per iteration
- No boost increases without stable fueling
- No timing increases with unstable IAM
Every revision is logged, scored, and validated with repeatable pulls.
No guesswork.
No ego tuning.
🔥 What turbo setup is being used?
The current platform runs a stock TD-04L-13T series turbo configuration tuned conservatively for stability before escalation.
Boost increases only occur after:
- Stable IAM
- No sustained knock
- AFR within margin
- Injector duty within safe headroom
Power is added only after the system proves it can support it.
🛡️ How do you protect engine longevity?
The tuning order is fixed:
- Mechanical stability
- Fueling accuracy
- Boost control precision
- Knock consistency
- Torque smoothing
- Peak output
If validation fails at any stage — changes are reverted.
An extra 10whp is never worth a damaged engine.
🧪 How are revisions validated?
Before escalation:
- Two repeatable clean pulls
- Stable IAM
- No sustained FBKC/FLKC events
- Boost tracking within tolerance
- AFR tracking target
If it cannot pass validation twice, it does not move forward.
📁 Is the framework documented?
Yes. HERE ON THIS SITE.
Each map revision includes:
- Version naming
- Change summary
- Risk analysis
- Before/after log comparison
- Validation results
The long-term objective is to convert this methodology into:
- Log scoring templates
- Safe-iteration playbooks
- AI-assisted analysis tools
- Educational digital products
🚗 Is this a track car or daily driver?
Both — by design.
Calibration bias favors:
- Strong midrange torque
- Smooth boost ramp
- Predictable throttle modulation
- Heat consistency under repeated pulls
This is rally-oriented drivability, not dyno theatrics.
📈 What is the end goal of Project Black Pearl?
To demonstrate:
- A stable ~305-350whp WRX
- A repeatable AI-assisted tuning system
- A documented framework others can apply
- A monetizable calibration methodology
The build proves the system.
The system scales beyond the build.
🤝 Can others use this framework?
That’s the plan.
Templates, scoring sheets, and structured playbooks will be released as the system matures and proves itself.
Authority first.
Products second.
“Project “Black-Pearl” –
” …because “Project Midnight was taken, and “Project Donkey-Balls” sounded kind of gay… “
