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AI Tutor Dataset

Intermediate · ACADEMY

Tác giả

Nguyen Van Huy

Founder HuyAuto · HuyAuto

# AI Tutor Dataset

Built directly on `` (, 886
real instruction/response pairs) and `` (26 real-definition terms,
3 explicitly PENDING). This file adds the Academy-specific layers requested
for Phase 13 — flash cards, keyword/alias mapping, and topic mapping — without inventing any new
fact.

## 1. Training prompts / instruction dataset

Reuse `` as-is — 886 pairs,
each with `id`/`instruction`/`response`/`sku`/`category`/`bucket`/`citation`. Not duplicated
here.

## 2. Lesson chunks (retrieval-ready)

Each course file in `` is already organized into numbered Module/Lesson blocks
(20 in ``, 17 in ``, 19 in ``, 14 symptom
lessons in ``, 5 in ``) — each block is a
self-contained retrieval chunk (heading + real content + exercise/PENDING note). An AI tutor
should retrieve by module heading, not by whole-file dump.

## 3. Semantic / retrieval chunks

Reuse the 3 existing search indexes rather than building a 4th: ``
, `` (,
technical keywords), `` .

## 4. Exam questions

Reuse `` (this pass, Phase 14) once generated — every certification question across
every course module in this file already doubles as an exam-bank source question.

## 5. Flash cards (from real Glossary terms)

- **Q:** What is ACC mode? **A:** DSP power on/off controlled by the vehicle's ACC voltage (as opposed to HOST mode). _Source: FP-8A Owner's Manual, Hardware Interface._
- **Q:** What is Bessel filter? **A:** One of the professional crossover filter types offered on FP-8A/FP-12A DSP units. _Source: wner's Manual._
- **Q:** What is Bluetooth (5.0 / 5.1 / 5.3)? **A:** Wireless audio input version, varies by DSP model: FP-8A 5.1, FP-12A 5.0, FP-16-PURE 5.3 (QCC5171 chip). _Source: ._
- **Q:** What is Bridged Mode? **A:** Combining two amplifier channels into one higher-power output. FX-4: 440W RMS / 880W Max bridged @4Ω. _Source: FX-4 Owner's Manual, Product Specifications._
- **Q:** What is Burmester? **A:** OEM premium audio brand confirmed in Mercedes-Benz C-Class C300 AMG / C200 Avantgarde Plus trims — digital amplifier, ~590W per secondary source. _Source: Vehic...
- **Q:** What is Butterworth filter? **A:** Professional crossover filter type on FP-8A/FP-12A DSP units. _Source: ._
- **Q:** What is Class AB? **A:** Amplifier topology used in FX-4, FM-1, FS-6. FX-4: 'Hi-End grade single differential circuit design, independent symmetric power supply design.' _Source: Master...
- **Q:** What is Class D? **A:** Amplifier topology used in FC-1/FC-4/FH-4/FD-1/FD-4/FS-1 families per their taglines. No local manual beyond the n...
- **Q:** What is Crossover (active)? **A:** Multi-order high/low-pass independent filter per DSP output channel; 20Hz-20kHz range, -6dB/Oct to -48dB/Oct slope. _Source: FP-8A/FP-12A ._
- **Q:** What is DSP (Digital Signal Processor)? **A:** Core processing unit in Freude's DSP product category; specific chip names known per SKU from Master Data (e.g. AK5704, PCM1681, ADAU1977, ADAU1966) but no bloc...
- **Q:** What is Gain (Amplifier)? **A:** Physical gain control confirmed to exist on FX-4 (used to reduce output when overloaded per Troubleshooting), but exact dB range is PENDING VERIFICATION.
- **Q:** What is Gain (DSP)? **A:** Per-channel output gain adjustment. FP-8A: Mute, -96dB~0dB. FP-12A: Mute, -60dB~0dB. _Source: ._
- **Q:** What is Ground Loop? **A:** Humming-noise cause; FX-4 manual real guidance: use thicker or additional ground cables to the chassis. _Source: FX-4 Owner's Manual, Interference page._
- **Q:** What is Hi-Level (High-Level input)? **A:** Input type using speaker-level signal from a factory head unit (as opposed to Low-Level/RCA). Noted as 'not applicable' on MOST-based digital systems. _Source:...
- **Q:** What is Linkwitz-Riley filter? **A:** Professional crossover filter type on FP-8A/FP-12A DSP units.
- **Q:** What is Low-Level input? **A:** RCA-based preamp-level input, distinct from Hi-Level (speaker-level). Impedance values documented per DSP SKU (e.g. FP-8A: 15KΩ).
- **Q:** What is MBUX? **A:** Mercedes-Benz's integrated head unit — single-piece assembly, not aftermarket-replaceable by traditional methods on the W206 C-Class platform. _Source: Vehicle_...
- **Q:** What is MOST (Media Oriented Systems Transport)? **A:** Digital audio bus using fibre-optic cable. Confirmed present on Mercedes-Benz C-Class (W206) trims with an Audio Architecture record. _Source: Vehicle_Audio_Arc...
- **Q:** What is Optical (input)? **A:** Digital optical/fibre input; on DSP units (1 stereo set on FP-8A) and as the physical medium for MOST on Mercedes-Benz vehicles.
- **Q:** What is Phase (DSP)? **A:** Per-channel phase adjustment, In Phase or Out Phase (0°-180°). _Source: FP-8A/FP-12A ._
- **Q:** What is Protection Circuit? **A:** FX-4: activates on overheating or speaker-terminal short circuit; indicated by a Red LED. _Source: FX-4 Owner's Manual, Precautions + Troubleshooting._
- **Q:** What is REM (Remote Turn-On)? **A:** The unit is turned on by applying +12V to this terminal; typically wired to an Auto-Antenna lead. _Source: FX-4 Owner's Manual._
- **Q:** What is SCN coding? **A:** Mandatory dealer/technician coding step required when servicing the Burmester amplifier on Mercedes-Benz C-Class. _Source: Vehicle_Audio_Architecture_v1.xlsx._
- **Q:** What is SNR (Signal-to-Noise Ratio)? **A:** Documented per SKU in Master Data / (e.g. FP-8A ≥96dB).
- **Q:** What is THD (Total Harmonic Distortion)? **A:** Documented per SKU (e.g. FX-4 <0.02% @1kHz).
- **Q:** What is Time Alignment? **A:** Per-channel delay adjustment for speaker distance compensation. FP-8A: 0-13ms / 0-442cm. FP-12A: 0-15ms / 0-500cm. _Source: ._

3 terms have no real definition and are intentionally excluded from flash
cards (quizzing on a PENDING term would train the AI tutor to state an unverified fact as
settled): A2B, CAN (bus), Phase / Polarity (Speaker install).

## 6. Keyword mapping / aliases

- `MOST` = Media Oriented Systems Transport
- `THD` = Total Harmonic Distortion
- `SNR` = Signal-to-Noise Ratio
- `MBUX` = Mercedes-Benz User Experience (head unit)
- `REM` = Remote Turn-On
- `DSP` = Digital Signal Processor

## 7. Topic mapping (keyword → course file)

| Topic keyword | Course file |
| --- | --- |
| Time alignment, phase, crossover, EQ, gain (DSP) | `` |
| Bridging, protection circuit, class AB/D, wiring | `` |
| Impedance, frequency response (speaker) | `` |
| MOST, Burmester, MBUX, W206 | `` |
| Fuse, ground loop, no sound, no power | `` |
| Wiring gauge, fuse placement, mounting | `` |
| Dealer exam, pass criteria | `` |
| Engineer tier, knowledge gap ownership | `` |
| Positioning, objection handling | `` |
| Buying guide, common mistakes | `` |

## 8. What the AI Tutor must NOT do

Per every prior CONTENT-00X rule applied consistently in this Academy: never state a price,
never state a warranty duration, never claim a vehicle-to-product fit beyond the 6 vehicle
trims with real speaker-architecture data, never answer a BMW compatibility question, never
resolve one of the project's known data conflicts on its own authority (FP-6A-V2 power spec,
FX-4's two AWG figures, VF8 speaker-count mismatch) — surface the conflict instead of picking a
side.

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