Multi-Agent AI: Chess

Multi-agent GenAI app based on the Microsoft AutoGen framework.

  • Agents: 1. Player White (LLM: gpt-4.1) and 2. Player Black (LLM: gpt-4o)
  • Tools: 1. Get Legal Moves and 2. Make Move

See also multi-agent multi-modal multi-model General AI Assistant.

Player White, Move 1
Analysis: e2e4 ♙

  • Controls the center and opens lines for bishop and queen.
  • Most popular and powerful opening move (King’s Pawn Opening).
  • Prepares rapid development and flexible pawn structure.
    r n b q k b n r
    p p p p p p p p
    . . . . . . . .
    . . . . . . . .
    . . . . P . . .
    . . . . . . . .
    P P P P . P P P
    R N B Q K B N R

Player Black, Move 2
Analysis: e7e5 ♟

  • Central pawn move matching White's e2e4, aiming to control the center and counter White's pawn.
  • Opens lines for the queen and bishop, allowing for quick development.
  • Part of the Open Game (or Double King's Pawn Opening), leading to various classical openings and potential for balanced and dynamic play.
    r n b q k b n r
    p p p p . p p p
    . . . . . . . .
    . . . . p . . .
    . . . . P . . .
    . . . . . . . .
    P P P P . P P P
    R N B Q K B N R

Player White, Move 3
Analysis: g1f3 ♘

  • Develops the kingside knight to its best square, controlling the center and preparing for castling.
  • Attacks the undefended e5 pawn, putting immediate pressure on Black.
  • Keeps opening options flexible, allowing for classical lines such as the Ruy Lopez or Italian Game.
    r n b q k b n r
    p p p p . p p p
    . . . . . . . .
    . . . . p . . .
    . . . . P . . .
    . . . . . N . .
    P P P P . P P P
    R N B Q K B . R

Player Black, Move 4
Analysis: g8f6 ♞

  • Develops the kingside knight to its natural square, controlling central squares e4 and d5.
  • Supports central control and prepares for kingside castling.
  • Keeps options open for the f8 bishop, allowing flexibility in piece development and pawn structure.
    r n b q k b . r
    p p p p . p p p
    . . . . . n . .
    . . . . p . . .
    . . . . P . . .
    . . . . . N . .
    P P P P . P P P
    R N B Q K B . R