QuintAce Internals

Research, tools,
and verified theory

Internal resources for QuintAce coaches and collaborators — published as they are ready.

Verified Theory · Books

Flagship research books

Long-form solver-verified poker strategy research, co-authored with coaches. Every claim traces to a query. These are the foundation other content is built on.

Book 2 · Squid Classic · v1.8.0

Squid Classic

the first strategy manual

QuintAce's proprietary poker variant where each pot carries a game-end win token and whoever finishes without one pays a penalty. Nobody else has published strategy research on it. Ten solver-verified mechanisms, grounded in the literal game rules. v1.8.0 complete rebuild with methodology refresh.

v1.8.0 9 of 9 parts published
Ready for coach review
Book 3 · Cash No-Limit Hold'em · v1.8.0

Cash Format Transitions

how your strategy shifts when the format changes

How ante structure, table size, stack depth, rake, and compound transitions reshape GTO strategy. Five chapters, each grounded in solver-verified mechanisms. All chapters published.

v1.8.0 6 of 6 chapters published
Ready for coach review
Also in progress

Work in progress

Book 1 · Cash No-Limit Hold'em · v1.7.0

The 8 Pillars of Poker Strategy

and what our solver says about each

51 foundational poker theories from modern GTO literature, tested against our solver at scale. Eight pillars covering equity and ranges, frequencies and balance, position, sizing, board texture, multi-street strategy, advanced concepts, and 3-bet pot dynamics. All theories carry source links and confidence badges.

v1.7.0 8 of 8 pillars published
Book 4 · Cash No-Limit Hold'em · v0.1.0

Opponent Modeling & Exploitation

what real opponents do, and how to adjust

Most poker research asks what the solver does. This book asks what real opponents do, how far that is from GTO, and what the optimal counter-strategy is. Starting with bots — the most documented player type in our pool. 12 ranked behavioral signatures, the 'fake nit' paradox, and the sizing polarity inversion that breaks standard MDA logic. **Currently WIP** — awaiting additional research-team data; structure stable, content expansion pending.

v0.1.0 2 of 4 parts published 2 parts in development
Book 5 · Pot-Limit Omaha (4 hole cards) · v2.3.0

PLO4 — Strategy Divergence

where PLO strategy diverges from Cash NLHE

How the trained PLO4 model plays Pot-Limit Omaha versus the Cash NLHE baseline. Nine mechanisms (M1-M9), all T1, covering paired-board cbet suppression, limp-depth inversion, connected-board cbet elevation, wider opens, wider BB defense, turn probe elevation, depth-dependent defense against EP openers, river bet direction reversal after BB turn probes, and BB 3-bet behaviour against LP openers. ~179 solver queries across 9 iterative batches; STOP declared.

v2.3.0 7 of 7 parts published
Book 5 · Pot-Limit Omaha (4 hole cards) · v2.3.0

PLO4 — Strategy from Zero

how the solver plays PLO from the ground up

Same solver research as our Strategy Divergence book (5b), reframed for readers learning PLO as a standalone game. No NLHE references. Nine mechanisms explained from PLO-native reasoning.

v2.3.0
Book 5 · Pot-Limit Omaha (4 hole cards) · v2.3.0

NLHE → PLO Heuristic Migration

which NLHE habits work in PLO and which break

One-page migration cheat sheet. Every significant NLHE heuristic → PLO correction with representative solver data. Designed for competent NLHE players who just sat down at a PLO table.

v2.3.0
Book 6 · Multi-Table Tournament · v2.0.0

MTT — Strategy Divergence

how tournament play diverges from cash

How the trained MTT model plays multi-table tournaments versus Cash NLHE, classified across all 8 Cash pillars (A–H) plus Pillar M (MTT-native). 62 theory entries: 23 TRANSFER CLEANLY, 8 AMPLIFY, 1 TEXTURE-SPLIT/REVERSE, 5 MTT-SPECIFIC MODIFICATION (G4 ICM expanded), 15 UNTESTED (Pillar F multi-street, Pillar H 3-bet pots, shallow-D), 10 Pillar M natives (bounty pricing, stage binning, M-ratio, push-fold crossover, SB limping, chip utility, early-ICM engagement). 8 solver-verified mechanisms (M1–M8) all T1 at single-checkpoint. 914 solver queries (497 MTT + 417 Cash); B1 trust gate 40/55 PASS with identical Cash fail set (E4 Cash→MTT PASS). **Currently WIP** — blocked on KI-10 (stage-collapse data-emission bug, gameplay-ai owned), M4 downgrade-vs-audit decision, and M-Probe merge resolution (affects book-2 primarily but ripples here).

v2.0.0 10 of 10 parts published

Verified Theory · Articles

Articles

Shorter, audience-targeted pieces spawned from the flagship books. Written with coaches to answer a single focused question with solver data behind it.

Article · data story

Why the solver widens for antes — and tightens the button for straddles

from Book 3 Ready for coach review
Article · counterintuitive finding

QuintAI Graded My Dumbest Hands. It's Not What You Think.

Ready for coach review
Article · myth busting verdict

Intuition vs math: grading Easy Game

Ready for coach review
Also in progress

Work in progress

Article · counterintuitive finding

The hands that defined Phil Ivey — graded

Work in progress
Article · counterintuitive finding

The 5 Questions Patrik Antonius Would Ask a Modern Solver

Work in progress
Article · data story

Seven Hands from Patrik's Modern Cash Era: A Solver Retrospective

Work in progress
Article · myth busting verdict

Strategy Debate #1 — Xuan Liu × QuintAI

Work in progress