RL AI COMPANY DECISION MAKING MODEL

Focus Flow YouTube GitHub Colab CONNECT AI LAB

๋งŒ๋“  ์‚ฌ๋žŒ

tlsrmawl ยท MOA-1 & Focus Flow Creator
์ธ๊ฐ„์˜ ์ง€์„ฑ๊ณผ ๊ฐ์„ฑ, ๊ทธ๋ฆฌ๊ณ  AI ๊ธฐ์ˆ ์ด ๋งŒ๋‚˜ ๋งŒ๋“ค์–ด๋‚ด๋Š” ์ƒˆ๋กœ์šด ์ฐฝ์˜์  ํ˜‘์—…์„ ํƒ๊ตฌํ•ฉ๋‹ˆ๋‹ค.

  • ๐Ÿค– AI Decision Research: MOA-1 (๊ธฐ์—… ๊ฒฝ์˜ ๊ฐ•ํ™”ํ•™์Šต ์˜์‚ฌ๊ฒฐ์ • ๋ชจ๋ธ)
  • ๐ŸŽน Creative Music Project: Focus Flow YouTube Channel

CONNECT AI LAB ๊ณต๋™ ์—ฐ๊ตฌ ์ฐธ์—ฌ ๋ชจ๋ธ ยท ๋ชจ๋ธ ์—ฐ๊ฒฐ(Connect AI) ์‹คํ—˜์€ ํ…Œ์ŠคํŠธ ์ค‘์ž…๋‹ˆ๋‹ค.


MOA-1 ยท AI ์‚ฌ์žฅ (CONNECT TYCOON)

๊ฐœ๋ฐœ์ž tlsrmawl ยท ๋ชจ๋ธ๋ช… connectailab-moa-v1 ยท ํšŒ์‚ฌ์˜ ๊ฐ€์น˜ {"์ด์ต": 1.0, "๊ณ ๊ฐ ๋งŒ์กฑ": 1.0, "์œ„ํ—˜": 1.0}

CONNECT TYCOON์˜ ํšŒ์‚ฌ๋ฅผ ํ•œ ๋‹ฌ(์˜์—…์ผ 20์ผ) ๋™์•ˆ ์šด์˜ํ•˜๋Š” ์ „์ „๋‘์—ฝ์ž…๋‹ˆ๋‹ค.
์ธ๋ ฅ ๋ฐฐ์น˜ ยท ์žฌ๊ณ  ๋ฐœ์ฃผ ยท ๋งˆ์ผ€ํŒ… ยท ๊ณ ๊ฐ์„ผํ„ฐ ยท ํ™˜๋ถˆ ยท ๋ณด์•ˆ์„ ํŒ๋‹จํ•˜๊ณ , ๋ชจ๋“  ํŒ๋‹จ์„ JEV(typesafe/jev-1.13)์™€ ๊ฐ™์€ ํ˜•์‹์œผ๋กœ ๋‹ตํ•ฉ๋‹ˆ๋‹ค.
๊ทœ์น™ ์‚ฌ์žฅ์„ ๋จผ์ € ๋”ฐ๋ผ ๋ฐฐ์šฐ๊ณ (์ง€๋„ํ•™์Šต), 44๊ฑด์˜ ์‚ฌ๋žŒ ํ™•์ธ(Human-in-the-Loop) ํ”ผ๋“œ๋ฐฑ๊ณผ ํšŒ์‚ฌ์˜ ๊ฐ€์น˜๋กœ ๋ฐ›์€ ๋ณด์ƒ์œผ๋กœ ํŒ๋‹จ์„ ๊ณ ์ณค์Šต๋‹ˆ๋‹ค(PPO).

์ฒ˜์Œ ๋ณด๋Š” 40๊ฐœ์›” ํ‰๊ท  ํ•œ ๋‹ฌ ์ด์ต ๊ณ ๊ฐ ๋งŒ์กฑ ์œ„ํ—˜ ์‚ฌ๊ณ  ์‚ฌ๋žŒ ํ™•์ธ ์ดˆ๊ณผ ํ’ˆ์ ˆ์ผ
๊ทœ์น™ ์‚ฌ์žฅ 324๋งŒ์› 79% 7.8๊ฑด 37.8๊ฑด 10.7์ผ
MOA-1 (connect-ai-company-v2) 1177๋งŒ์› 95% 2.5๊ฑด 13.1๊ฑด 0.6์ผ

ํšŒ์‚ฌ ๊ทœ๋ชจ(config): {"warehouse": 250.0, "base_demand": 40.0, "unit_cost": 1.5, "order_scale": 1.0, "staff_bonus": 0, "wage": 0.0, "ad_power": 1.0, "fraud_tool": 0, "extra_cs": 0, "extra_refund": 0}

๋ชจ๋ธ์ด ํšŒ์‚ฌ๋ฅผ ์šด์˜ํ•˜๋Š” ํ•˜๋ฃจ

์‹œ๋ฎฌ๋ ˆ์ดํ„ฐ ์† ํšŒ์‚ฌ ยท ๋งจ ์œ„์ธต์˜ ๋ชจ๋ธ์ด ํŒ๋‹จํ•˜๋ฉด ๋น›์ค„๊ธฐ๊ฐ€ ๊ทธ ์ธต์œผ๋กœ ๋‚ด๋ ค๊ฐ€๊ณ , ๊ฒฐ๊ณผ๊ฐ€ ๋ˆ ยท ๋งŒ์กฑ ยท ์‚ฌ๊ณ ๋กœ ๋Œ์•„์˜ต๋‹ˆ๋‹ค


๐ŸŽจ Creative Projects & Human-AI Collaboration

์•ž์œผ๋กœ ์ด๊ณณ์—์„œ ๋ณด์—ฌ์ค„ ํ™œ๋™์€ ์ธ๊ฐ„๊ณผ AI์˜ ํ˜‘์—…์„ ํƒ๊ตฌํ•˜๋Š” ๋‘ ๊ฐ€์ง€ ๋ถ„๋ช…ํ•œ ๋ฐฉํ–ฅ์œผ๋กœ ๋‚˜์•„๊ฐ‘๋‹ˆ๋‹ค:

  • MOA-1: ์ธ๊ฐ„์˜ ์˜์‚ฌ๊ฒฐ์ •๊ณผ AI์˜ ํ•™์ŠตยทํŒ๋‹จยทํ˜‘์—…์„ ํƒ๊ตฌํ•˜๋Š” ์—ฐ๊ตฌ
  • Focus Flow: ์ธ๊ฐ„์˜ ๊ฐ์„ฑ๊ณผ AI ๊ธฐ์ˆ ์ด ๋งŒ๋‚˜ ๋งŒ๋“ค์–ด ๋‚ด๋Š” ์Œ์•… ์ฐฝ์ž‘

โ Technology supports creativity. Human sensitivity gives it meaning. โž

(๊ธฐ์ˆ ์€ ์ฐฝ์ž‘์„ ๋•๊ณ , ์‚ฌ๋žŒ์˜ ๊ฐ์„ฑ์€ ๊ทธ ์ฐฝ์ž‘์— ์˜๋ฏธ๋ฅผ ๋”ํ•ฉ๋‹ˆ๋‹ค.)


๐ŸŽน Focus Flow | Music for Focus, Reflection & Rest

Not just music. A space to think, focus, and breathe.

Focus Flow is a YouTube music channel dedicated to creating peaceful moments through gentle solo felt piano music.
Blending human creativity, emotional sensitivity, and AI-assisted music production, Focus Flow creates carefully curated listening experiences for deep work, studying, reading, writing, coding, and quiet reflection.

Each piece begins with a human idea โ€” a feeling, a memory, or a reflection on everyday life.
From concept development and musical direction to final selection and refinement, human judgment guides the creative process, supported by AI tools.

Our music embraces simplicity, warmth, and calmness, with soft piano melodies and gentle transitions designed to create a peaceful listening environment.
Beyond music, Focus Flow shares thoughtful reflections on relationships, gratitude, forgiveness, healing, and the quiet beauty of ordinary life.

๐ŸŒฑ Our Philosophy

Technology supports creativity. Human sensitivity gives it meaning.
We believe AI can become a thoughtful creative partner when guided by human intention, care, and artistic judgment.
Our hope is to offer a quiet space where listeners can concentrate, reflect, and find a moment of peace in their everyday lives.


๐ŸŒฟ Focus Flow | ์ง‘์ค‘๊ณผ ์‚ฌ์ƒ‰, ๊ทธ๋ฆฌ๊ณ  ์‰ผ์„ ์œ„ํ•œ ์Œ์•…

๋‹จ์ˆœํ•œ ์Œ์•…์„ ๋„˜์–ด, ์ƒ๊ฐํ•˜๊ณ  ๋ชฐ์ž…ํ•˜๋ฉฐ ์ˆจ์„ ๊ณ ๋ฅด๋Š” ๊ณต๊ฐ„.

Focus Flow๋Š” ์ž”์ž”ํ•œ ์†”๋กœ ํŽ ํŠธ ํ”ผ์•„๋…ธ ์Œ์•…์„ ์ค‘์‹ฌ์œผ๋กœ ์ง‘์ค‘๊ณผ ์‚ฌ์ƒ‰, ๊ทธ๋ฆฌ๊ณ  ํ‰์•ˆํ•œ ํœด์‹์˜ ์‹œ๊ฐ„์„ ์ „ํ•˜๋Š” ์œ ํŠœ๋ธŒ ์Œ์•… ์ฑ„๋„์ž…๋‹ˆ๋‹ค.
์ œ์ž‘์ž์˜ ๊ธฐํš๊ณผ ๊ฐ์„ฑ, AI ๊ธฐ๋ฐ˜ ์Œ์•… ์ œ์ž‘ ๋„๊ตฌ์˜ ๋„์›€์„ ํ†ตํ•ด ์Œ์•…์„ ์™„์„ฑํ•ฉ๋‹ˆ๋‹ค.

๊ณก์˜ ์ฃผ์ œ์™€ ๋ถ„์œ„๊ธฐ๋ฅผ ๊ตฌ์ƒํ•˜๋Š” ์ผ๋ถ€ํ„ฐ ์Œ์•… ์ƒ์„ฑ, ์„ ๊ณก, ๊ฒ€ํ† ์™€ ์ตœ์ข… ํŽธ์ง‘๊นŒ์ง€ ์‚ฌ๋žŒ์˜ ๊ฐ์„ฑ๊ณผ ํŒ๋‹จ์„ ์ค‘์‹ฌ์— ๋‘๊ณ  ์„ธ์‹ฌํ•˜๊ฒŒ ๋‹ค๋“ฌ๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค.
๊ธ‰๊ฒฉํ•œ ์Œ๋Ÿ‰ ๋ณ€ํ™” ์—†์ด ๋ถ€๋“œ๋Ÿฝ๊ฒŒ ํ๋ฅด๋Š” ํ”ผ์•„๋…ธ ์„ ์œจ์„ ์ง€ํ–ฅํ•˜๋ฉฐ, ์ผ์ƒ์˜ ๊ด€๊ณ„์™€ ๊ฐ์‚ฌ, ์šฉ์„œ์™€ ํšŒ๋ณต์— ๊ด€ํ•œ ์งง์€ ๊ธ€์„ ์Œ์•…๊ณผ ํ•จ๊ป˜ ์ „ํ•ฉ๋‹ˆ๋‹ค.

๐ŸŒฑ ์šฐ๋ฆฌ๊ฐ€ ์ง€ํ–ฅํ•˜๋Š” ๊ฐ€์น˜

๊ธฐ์ˆ ์€ ์ฐฝ์ž‘์„ ๋•๊ณ , ์‚ฌ๋žŒ์˜ ๊ฐ์„ฑ์€ ๊ทธ ์ฐฝ์ž‘์— ์˜๋ฏธ๋ฅผ ๋”ํ•ฉ๋‹ˆ๋‹ค.
AI๊ฐ€ ์ธ๊ฐ„์˜ ์ฐฝ์˜์„ฑ์„ ๋Œ€์ฒดํ•˜๋Š” ๊ฒƒ์ด ์•„๋‹ˆ๋ผ, ์ƒˆ๋กœ์šด ๊ฐ€๋Šฅ์„ฑ์„ ์—ด์–ด์ฃผ๋Š” ํ˜‘๋ ฅ ๋„๊ตฌ๊ฐ€ ๋  ์ˆ˜ ์žˆ๋‹ค๊ณ  ๋ฏฟ์Šต๋‹ˆ๋‹ค.
๋ˆ„๊ตฐ๊ฐ€์˜ ํ‰๋ฒ”ํ•œ ํ•˜๋ฃจ์— ์กฐ์šฉํ•œ ์œ„๋กœ์™€ ๊นŠ์€ ๋ชฐ์ž…, ํŽธ์•ˆํ•œ ์‰ผ์ด ๋จธ๋ฌผ๊ธฐ๋ฅผ ๋ฐ”๋ž๋‹ˆ๋‹ค.


๐Ÿ”— Explore Focus Flow | ์ฑ„๋„ ๋ฐ”๋กœ๊ฐ€๊ธฐ

  • ๐ŸŽต YouTube Channel: Focus Flow (https://www.youtube.com/@FocusFlowMusic-y7s)
  • ๐ŸŽผ Music: Solo Felt Piano ยท Deep Work ยท Study ยท Reading ยท Writing ยท Relaxation
  • ๐ŸŒ Country: South Korea
  • ๐Ÿ“… New Music: Monday ยท Wednesday ยท Friday, 8:00 AM (KST)

"Created with human intention, supported by AI, and shared with care."
(์‚ฌ๋žŒ์˜ ๋งˆ์Œ์œผ๋กœ ๊ธฐํšํ•˜๊ณ , AI์˜ ๋„์›€์œผ๋กœ ์™„์„ฑํ•˜๋ฉฐ, ์ •์„ฑ์„ ๋‹ด์•„ ์ „ํ•ฉ๋‹ˆ๋‹ค.)


JEV๋กœ ๋ฌป๊ณ  ๋‹ตํ•˜๊ธฐ

import connect_tycoon as ct
brain = ct.CompanyBrain.from_hub("tlsrmawl/connectailab-moa-v1")
brain({"model": "typesafe/jev-1.13", "state": {"department": "refund", "reason": "๋ฏธ๋ฐฐ์†ก", "tier": "๋‹จ๊ณจ", "amount": 8.7, "fraud_score": 0.31461497442796826}, "questions": {"decision": {"type": "choice", "instructions": "ํ™˜๋ถˆ ์š”์ฒญ์„ ์–ด๋–ป๊ฒŒ ์ฒ˜๋ฆฌํ• ์ง€ ๊ณ ๋ฅด์„ธ์š”. ์•…์šฉ์ด๋ฉด ๋ˆ์„ ์žƒ๊ณ , ์ •์ƒ ๊ณ ๊ฐ์„ ๊ฑฐ์ ˆํ•˜๋ฉด ๋งŒ์กฑ์ด ๋–จ์–ด์ง‘๋‹ˆ๋‹ค. ํšŒ์‚ฌ์˜ ๊ฐ€์น˜ โ€” ์ด์ต 1 ยท ๊ณ ๊ฐ ๋งŒ์กฑ 1 ยท ์œ„ํ—˜ ํšŒํ”ผ 1.", "criteria": {"full": "์ „์•ก ํ™˜๋ถˆ", "partial": "๋ถ€๋ถ„ ํ™˜๋ถˆ (์ ˆ๋ฐ˜)", "deny": "๊ฑฐ์ ˆ", "human": "์‚ฌ๋žŒ ํ™•์ธ ยท ์•…์šฉ์ด๋ฉด ์‚ฌ๋žŒ์ด ๊ฑฐ์ ˆํ•ฉ๋‹ˆ๋‹ค ยท ๊ฑด๋‹น 0.8๋งŒ์›"}}}})
{
 "model": "connect-company/connect-ai-company-v2",
 "answers": {
  "decision": {
   "type": "choice",
   "choice": "full",
   "probabilities": {
    "full": 0.982,
    "partial": 0.0005,
    "deny": 0.0085,
    "human": 0.009
   },
   "confidence": 0.982,
   "reason": "๊ฐ•ํ™”ํ•™์Šต ์ •์ฑ…"
  }
 }
}

๊ฒŒ์ž„์—์„œ ์‚ฌ์žฅ์œผ๋กœ ์•‰ํžˆ๊ธฐ

pip install "connect-tycoon[game]"
connect-tycoon play --brain hf:tlsrmawl/connectailab-moa-v1

๋งŒ๋“  ๊ณณ ยท CONNECT AI LAB ร— AI CITY BUILDERS

AI ๊ต์œก ๋ธŒ๋žœ๋“œ ยท Transforming Lives Through AI Education

ํ•ฉ์„ฑ ํšŒ์‚ฌ ์‹œ๋ฎฌ๋ ˆ์ดํ„ฐ ์œ„์˜ ๊ต์œก์šฉ ๋ชจํ˜•์ž…๋‹ˆ๋‹ค. ์‹ค์ œ ๊ฒฝ์˜ ์„ฑ๊ณผ๋ฅผ ๋ณด์žฅํ•˜๊ฑฐ๋‚˜ ์˜ˆ์ธกํ•˜์ง€ ์•Š์Šต๋‹ˆ๋‹ค.

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