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BAAR3-Gold-Monthly (Long-Term Horizon Forecaster)

🌐 Official Website: https://baar.uk/model/
πŸ“„ License: Non-Commercial Only (Contact for Commercial Pricing)


πŸ“Œ Model Overview (λͺ¨λΈ κ°œμš”)

BAAR3-Gold-Monthly is a high-precision, macro-fused deep learning time-series model engineered to predict the 12-month long-term price trajectory and target horizon of COMEX Gold Futures (GC=F). Built upon a specialized architecture featuring RevIN (Reversible Instance Normalization), Multi-Scale Temporal Inception, GAU (Gated Attention Units), and a Monotonic Quantile Trajectory Decoder, it projects non-crossing uncertainty intervals (P10 Bear, P50 Expected, P90 Bull) over extreme resource-constrained runtime formats (.baar3, ONNX).

BAAR3-Gold-MonthlyλŠ” COMEX 금 μ„ λ¬Ό(GC=F)의 μž₯κΈ° 가격 사이클과 ν–₯ν›„ 12κ°œμ›”(1λ…„) λͺ©ν‘œ 도달가 ꢀ적을 λ„μΆœν•˜κΈ° μœ„ν•΄ μ„€κ³„λœ κ±°μ‹œκ²½μ œ μœ΅ν•© λ”₯λŸ¬λ‹ μ‹œκ³„μ—΄ 예츑 λͺ¨λΈμž…λ‹ˆλ‹€. 단기 ν…Œν¬λ‹ˆμ»¬ λ…Έμ΄μ¦ˆλ₯Ό κ±·μ–΄λ‚΄κ³  κ²½κΈ° 사이클을 μ§€λ°°ν•˜λŠ” 닀쀑 맀크둜 μžμ‚°(금리, λ‹¬λŸ¬, κ·€κΈˆμ† μˆ˜κΈ‰, μΈν”Œλ ˆμ΄μ…˜)을 κ²°ν•©ν•˜μ—¬, λΆ„μœ„μˆ˜ 역전이 배제된 80% 신뒰ꡬ간(P10 λΉ„κ΄€, P50 κΈ°μ€€, P90 λ‚™κ΄€)의 미래 ꢀ적을 μ‚°μΆœν•©λ‹ˆλ‹€.


πŸ“ˆ 12-Month Target Forecast & Trajectory (μž₯κΈ° 도달가 예츑치)

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Hardware: FP16 / INT8 Dual Precision Runtime | Context: 24 Months Context $\to$ 12 Months Projection

Horizon / Category Target Month Forecasted Target Price Expected Return Description
κΈ°μ€€ 가격 (Base Price) 2026-10 $4,160.70 0.00% κ΄€μΈ‘ μ΅œμ’… μ›” κΈ°μ€€ 가격
P10 비관적 λ°”λ‹₯ (Bear Case) 2027-10 $3,503.56 -15.79% κΈ΄μΆ• μž₯κΈ°ν™” 및 μ‹€μ§ˆκΈˆλ¦¬ μƒμŠΉ μ‹œ ν•˜λ°© μ§€μ§€μ„ 
P50 κΈ°μ€€ λͺ©ν‘œκ°€ (Expected Path) 2027-10 $4,344.37 +4.41% 맀크둜 νŽ€λ”λ©˜ν„Έ 기반 12κ°œμ›” κΈ°μ€€ 도달 λͺ©ν‘œκ°€
P90 낙관적 상단 (Bull Case) 2027-10 $5,198.93 +24.95% ν†΅ν™”λŸ‰ 팽창 및 지정학적 리슀크 심화 μ‹œ 상방 타깃

πŸ” Macro Features & Indicators (μ°Έμ‘° 맀크둜 및 ν”Όμ²˜ μ§€ν‘œ)

λ³Έ λͺ¨λΈμ€ λ‹¨μˆœ 가격 μ§€ν‘œμ˜ 과적합을 λ°©μ§€ν•˜κ³  금의 κ²½μ œν•™μ  λ³Έμ§ˆμ„ μΆ”μ ν•˜κΈ° μœ„ν•΄ λ‹€μŒκ³Ό 같은 κ±°μ‹œκ²½μ œ νŒ©ν„° 및 μž₯κΈ° μ§€ν‘œ 체계λ₯Ό μž…λ ₯으둜 μ°Έμ‘°ν•©λ‹ˆλ‹€:

  1. λ―Έκ΅­ λ‹¬λŸ¬ 인덱슀 (DXY / DX-Y.NYB):
    • 1M, 3M, 12M λͺ¨λ©˜ν…€ 및 12κ°œμ›” 이동평균 이격도 (κΈ€λ‘œλ²Œ 기좕톡화 κ°€μΉ˜ 변동 및 νƒˆλ‹¬λŸ¬ν™” 상관관계)
  2. λ―Έκ΅­ 10λ…„λ¬Ό ꡭ채 수읡λ₯  (^TNX):
    • 1M, 3M, 12M 변화폭 (금 보유 κΈ°νšŒλΉ„μš© 및 μ‹€μ§ˆκΈˆλ¦¬ ν”„λ‘μ‹œ)
  3. κ³¨λ“œ-싀버 λΉ„μœ¨ (Gold-Silver Ratio / GC=F Γ· SI=F):
    • 역사적 GSR 레벨 및 3κ°œμ›” λ³€ν™”μœ¨ (κ·€κΈˆμ† μˆ˜κΈ‰ 사이클 및 μ‚°μ—…μž¬ λŒ€λΉ„ μ•ˆμ „μžμ‚° μ„ ν˜Έλ„ νŒλ³„)
  4. WTI μ›μœ  μ„ λ¬Ό (CL=F):
    • 3M, 12M 수읡λ₯  (μ›μžμž¬ μŠˆνΌμ‚¬μ΄ν΄ 및 곡급츑 μΈν”Œλ ˆμ΄μ…˜ μ••λ ₯)
  5. S&P 500 (^GSPC) & μžμ‚°λ°°λΆ„ μƒλŒ€κ°•λ„:
    • 3M, 12M 수읡λ₯  및 Gold/SPX λΉ„μœ¨ 6κ°œμ›” λ³€ν™”μœ¨ (μœ„ν—˜μžμ‚° λŒ€λΉ„ ν—€μ§€ μˆ˜μš” μΈ‘μ •)
  6. μž₯κΈ° μΆ”μ„Έ ꡬ쑰 (Long-Term Price Structure):
    • 1M, 3M, 6M, 12M 수읡λ₯  λͺ¨λ©˜ν…€
    • 3M, 6M, 12M, 24M 이동평균선 이격도 및 μž₯κΈ° 골든/λ°λ“œν¬λ‘œμŠ€ μŠ€ν”„λ ˆλ“œ
    • 12κ°œμ›” μ—°κ°„ν™” 변동성(Annualized Volatility) 및 12κ°œμ›” λ³Όλ¦°μ € λ°΄λ“œ ꡬ쑰

πŸ“¦ Export Formats & Runtime (배포 파일 ꡬ성)

μ΄ˆμ €μ§€μ—° μ˜¨λ””λ°”μ΄μŠ€ 및 λΈŒλΌμš°μ € WASM ν™˜κ²½ ꡬ동을 μ§€μ›ν•˜κΈ° μœ„ν•΄ κ²½λŸ‰ λ°”μ΄λ„ˆλ¦¬ 포맷이 ν•¨κ»˜ μ œκ³΅λ©λ‹ˆλ‹€:

  • model_gold_monthly_fp16.baar3: 16λΉ„νŠΈ 순수 FP16 Zstandard μ΄ˆκ²½λŸ‰ λ°”μ΄λ„ˆλ¦¬ (~0.98 MiB)
  • model_gold_monthly_q8.baar3: 8λΉ„νŠΈ λŒ€μΉ­ INT8 μ–‘μžν™” 가속 λ°”μ΄λ„ˆλ¦¬ (~0.54 MiB)
  • model_monthly.onnx: WebAssembly / ONNX Runtime Web 연동 λͺ¨λΈ
  • chart_GOLD_monthly.json: Chart.js / TradingView λ“± ν”„λ‘ νŠΈμ—”λ“œ 차트 λ°”μΈλ”©μš© 12κ°œμ›” 전체 ꢀ적 데이터
  • scalers.json / config.json: μ •κ·œν™” ν†΅κ³„μΉ˜(Median, IQR) 및 λͺ¨λΈ μ•„ν‚€ν…μ²˜ 메타데이터

πŸ“„ License & Commercial Terms (λΌμ΄μ„ μŠ€ 및 상업적 λ„μž… μ•ˆλ‚΄)

  • Non-Commercial Use Only (비상업적 μ—°κ΅¬Β·κ°œμΈ 이용 ν•œμ •):
    This model is strictly provided for non-commercial, research, and educational purposes only. Any commercial use without a separate commercial agreement is strictly prohibited.
    λ³Έ λͺ¨λΈμ€ 순수 연ꡬ, ꡐ윑 및 개인 λΉ„μ˜λ¦¬ λͺ©μ μ— ν•œν•΄μ„œλ§Œ 무료둜 μ œκ³΅λ©λ‹ˆλ‹€. 사전 ν—ˆκ°€ μ—†λŠ” 일체의 영리적 μ΄μš©μ€ μ—„κ²©νžˆ κΈˆμ§€λ©λ‹ˆλ‹€.

  • Commercial Licensing & Inquiries for Revenue-Generating Entities (맀좜 λ°œμƒ κΈ°μ—… 및 μƒμš©ν™” λ„μž… 문의):
    If your organization generates revenue, or if you plan to incorporate this model into commercial products, services, or paid APIs, you are required to purchase a commercial license. Please contact us directly via email for enterprise licensing and integration support.
    κΈ°μ—…/사업체에 맀좜이 λ°œμƒν•˜κ³  μžˆκ±°λ‚˜, λ³Έ λͺ¨λΈμ„ μƒμš© μ„œλΉ„μŠ€Β·μœ λ£Œ μ œν’ˆΒ·μˆ˜μ΅ 창좜 λͺ©μ μ˜ μ‹œμŠ€ν…œμ— λ„μž…ν•˜κ³ μž ν•˜μ‹œλŠ” 경우 λ°˜λ“œμ‹œ λ³„λ„μ˜ μƒμš© λΌμ΄μ„ μŠ€λ₯Ό μ·¨λ“ν•˜μ…”μ•Ό ν•©λ‹ˆλ‹€. λ„μž… 쑰건 및 κΈ°μ—…μš© λΌμ΄μ„ μŠ€ λ°œκΈ‰μ€ μ•„λž˜ μ΄λ©”μΌλ‘œ λ¬Έμ˜ν•΄ μ£Όμ‹œκΈ° λ°”λžλ‹ˆλ‹€.

    • λ„μž… 및 μƒμš© λΌμ΄μ„ μŠ€ 문의 (Commercial Inquiries): admin@099.kr
    • 곡식 μ›Ήμ‚¬μ΄νŠΈ (Official Website): https://baar.uk/model/

⚠️ Notes & Disclaimer (투자 μœ μ˜μ‚¬ν•­ 및 μ•ˆλ‚΄)

  • Research & Algorithmic Demonstration: λ³Έ λͺ¨λΈμ€ κ±°μ‹œκ²½μ œ μ‹œκ³„μ—΄ λ”₯λŸ¬λ‹ μ•„ν‚€ν…μ²˜ 검증을 μœ„ν•΄ μ œμž‘λœ μ •λŸ‰ λͺ¨λΈμž…λ‹ˆλ‹€. λ³Έ λͺ¨λΈμ΄ μ œκ³΅ν•˜λŠ” μ˜ˆμΈ‘μΉ˜μ™€ λ„λ‹¬κ°€λŠ” νŠΉμ • 금육 μžμ‚°μ— λŒ€ν•œ 투자 κΆŒμœ λ‚˜ μž¬μ •μ  쑰언이 μ•„λ‹ˆλ©°, μ‹€μ œ 투자 결과에 λŒ€ν•œ 법적 μ±…μž„μ„ μ§€μ§€ μ•ŠμŠ΅λ‹ˆλ‹€.

πŸ’Ό Opportunities & Contact (μ±„μš© μ œμ•ˆ 및 투자 문의)

This project demonstrates practical competency in macro time-series modeling, non-crossing trajectory decoding, cross-asset feature engineering, and edge-deployable ultra-low latency inference formats (.baar3, ONNX).

I am actively seeking AI Engineering / Quantitative Research opportunities, recruitment offers, and technical partnerships.

  • 곡식 μ›Ήμ‚¬μ΄νŠΈ (Official Website): https://baar.uk/model/
  • κΈ°μ—… λ„μž… 및 λΌμ΄μ„ μŠ€ 문의 (Commercial Adoption): admin@099.kr
  • μ±„μš© 및 ν¬μ§€μ…˜ μ œμ•ˆ (Recruitment & Hiring): admin@099.kr
  • 투자 및 기술 ν˜‘λ ₯ 문의 (Investment & Partnerships): admin@099.kr

극단적인 λ¦¬μ†ŒμŠ€ ν™˜κ²½μ—μ„œλ„ 고속 좔둠이 κ°€λŠ₯ν•œ λ”₯λŸ¬λ‹ μ•„ν‚€ν…μ²˜λ₯Ό μ„€κ³„ν•˜κ³ , κ±°μ‹œκ²½μ œ 데이터 μœ΅ν•© νŒŒμ΄ν”„λΌμΈλΆ€ν„° μ–‘μžν™” λ°”μ΄λ„ˆλ¦¬ λ°°ν¬κΉŒμ§€ μ „ 과정을 직접 κ΅¬ν˜„ν•˜λŠ” AI μ—”μ§€λ‹ˆμ–΄μž…λ‹ˆλ‹€. 기술 λ„μž…, μ±„μš© μ œμ•ˆ 및 ν˜‘μ—…μ— 관심 μžˆλŠ” κΈ°μ—…κ³Ό νŒ€μ˜ 문의λ₯Ό ν™˜μ˜ν•©λ‹ˆλ‹€.

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