Imperfect-Information Games × Multi-Agent Decision
DeepLab · Deep Learning Lab for Strategic Games · 12+ mainstream games · 12+ supported platforms
DeepLab is a deep-learning laboratory focused on imperfect-information games and multi-agent decision-making, building a real-time intelligent analysis toolkit for strategic game players.
Flagship Big Pineapple is now live, while the product roadmap extends the same deep-learning architecture across the broader strategic game variant space.
DeepLab leads strategic game deep-learning in
speed × accuracy
Deep-learning-driven · Real-time inference · Serving millions of strategy players
Two Products · Now Live
Big Pineapple
Big Pineapple is the flagship product of the DeepLab · a deep-learning-driven real-time analysis tool. Launch-phase: 1-on-1 team consultation + product demo.
Texas Hold'em
DeepLab's second live product · a deep-learning-driven real-time analysis tool for Texas Hold'em. Launch phase: 1-on-1 team consultation + product demo.
Zhangku 13 Cards
DeepLab's third live product · a deep-learning-driven real-time analysis tool for 13-Card Poker. Launch phase: 1-on-1 team consultation + product demo.
Mahjong (Mahjong Soul)
DeepLab's newest product · a deep-learning-driven real-time analysis tool for Riichi Mahjong, launching with Mahjong Soul support. Launch-phase: 1-on-1 team consultation + product demo.
Latest News · Strategy Insights
YPK Platform “Big Pineapple” Product Update Announcement
To further enhance the user experience and system service capabilities, we have released an update for the YPK Platform “Big Pineapple,” bringing the version to 1.0.7.
Mahjong Soul MAKA Game Record Analysis Guide | Deeplab.pro
Mahjong Soul's MAKA helps you find the key mistakes in a game record after a match, understand the differences in your discards, calls, riichi, and push/fold choices, and apply those lessons to better decisions in your next game.
Why Can't I Win in Queji Mahjong? | Deeplab.pro
In Queji Mahjong, the most common reasons you're in tenpai but still can't win are having no yaku or being in furiten. Check whether dora is mistaken for a yaku and whether your hand still has a yaku after calling, then review your discards and any winning tiles you passed this turn.
Frequently Asked Questions
Standard answers about DeepLab. The full 14-question FAQ (compliance, terminology, academic) lives on the Resources > FAQ tab.
DeepLab is a deep-learning laboratory focused on imperfect-information games and multi-agent decision-making, providing a real-time intelligent analysis toolkit for strategic game players. Flagship Big Pineapple is now live; the product roadmap covers the full strategic game variant matrix.
Big Pineapple is the flagship product of the DeepLab — a real-time intelligent analysis tool driven by deep-learning models, now live. Performance metrics, version numbers, and release dates are on deeplab.pro.
DeepLab follows a "single product form, full strategic game variant matrix" strategy — covering tile-combination, climbing, betting, compare-strength, banker-defense, and trick-taking mechanics. Big Pineapple is live; the product roadmap extends across mechanic families.
DeepLab uses a three-layer stack: Algorithm (self-developed deep-learning architecture, neural net optimized for strategy games, single model spans multiple types); Compute (elastic GPU cluster on demand, low-latency real-time inference); Data (training corpus across mainstream strategy games + online continual learning updates).
General LLMs do open-ended chat and generation. DeepLab is a deep-learning lab focused on real-time decision-making for strategic games. We don't do general dialogue — we go deep on one lane: deep-learning models, real-time inference, multi-mechanic coverage.
Industry solver tools mostly do post-game review and focus on a single game. DeepLab does real-time intelligent analysis + cross-mechanic matrix coverage (the product roadmap spans tile-combination, climbing, betting, compare-strength, banker-defense, trick-taking) — a product-matrix approach, not a single tool.
Long-term pricing is a paid model with bundled compute — the price covers product access plus GPU compute for real-time inference. Launch phase (from May 2026): Big Pineapple offers a 1-on-1 team consultation + product demo.
Big Pineapple is now live — try at deeplab.pro. Message @DeepLabpro_bot on Telegram for demo, press, research and product inquiries.