In development for major media outlets. Each piece reframes how the field thinks about AI evaluation, what's actually winning real money against humans, and what it takes to learn poker beyond GTO solvers. Three angles, one underlying thesis: the only golden truth is real-game performance.
When commercial CFR tools disagree with each other and with DRL, the disagreement isn't a bug — it's the abstraction speaking. The 1755-flop alignment study; the ICM 0.28% vs 13% MAE finding; what disagreement actually signals. (Field-level companion to the Track B1 student piece.)
Of 10 common poker formats, only one is essentially-solved. The architectural reason CFR can't catch up. PLO multiway, MTT-with-real-ICM, Squid — what the future of poker AI looks like when the toolchain stops at HU NLHE.
The only AI that consistently wins real money against humans uses exploitation, not GTO. Inside the bot wars: BFC, BEX, and what real poker AI looks like when you build it for the actual game.
Five years of GTO solver evangelism has produced a generation of players who can recite equilibrium frequencies and still lose money. What the gap between studying theory and making decisions teaches about learning anything difficult.
Standalone investigative piece extending Bloomberg's BFC reporting. What anti-cheat engineers see that solver researchers miss. AceGuardian-led; pitches from inside the bot-detection war.
Two open problems in modern gameplay AI — autonomy and outperformance. The best AI still needs human judgment in the loop (training, evaluation, edge cases), and still hasn't been demonstrated to outperform top human play in any published controlled setting. Coach-affirming, evidence-grounded.
Practical, pedagogical companions to the manifesto. Same evidence base, gentler voice, written for poker students and coaches teaching with these tools. Distributed in poker community publications.
Entry point. The student opens QuintAce, opens GTO Wizard, sees a divergence. This article walks through why disagreements happen, what they mean, and a 5-question diagnostic checklist for reading any solver disagreement intelligently. Anchored on postflop ICM as the worked example.
The "let me show you the gears" piece. The tree designer is a person. The abstractions are choices. Vendor-published quotes do the heavy lifting. Pedagogical, not accusatory: this isn't a flaw — it's how the math works. You just need to know.
Format-by-format tour for students. Why does my solver feel less reliable in PLO / MTT / multiway? Multi-way pot dynamics solvers can't model; MTT-ICM snapshots vs real dynamic ICM; PLO tree explosion; Squid (no solver exists). Study guidance per format.
Why pros tell students "GTO is the floor, not the ceiling." Population deviation patterns; how to study exploit lines; using QuintAce DRL exploit features as case study; the workflow that combines GTO foundation with exploit refinement.
The capstone. The four-rung evaluation ladder, taught as a student tool. When a tool says it's accurate, here's what that actually means. Apply to QuintAce honestly; demand the same disclosure from any tool you study with.
Bylined first-person pieces by named pros. Edited by us, voiced by them. Each one extends the manifesto with primary-source authority.
Bylined: Nick Petrangelo. First-person account of being a Pluribus participant + the methodology issues + the payment refusal context.
Bylined: Uri Peleg. What he learned discovering DRL's action-set ceiling while writing the Squid invisible-ante piece.
Bylined: Dan Dvoress (proposed). Why 6-max NLHE has multiple GTOs and how that changes how he studies.
Bylined: Patrik Antonius (proposed). High-stakes live MTT dynamics that no current tool models.
A methodology paper replicating Lisý & Bowling 2017 for current commercial CFR tools (GTO Wizard, PIO, Monker post-2017). Cross-abstraction exploitability quantified for the first time. Academic publication track.
AceGuardian-branded series for poker rooms, operators, integrity bodies, investors. What AI means for real-money poker integrity, profitability, and the next decade of the industry.
For mid-to-high-stakes regs and pros. Population-aware play, game selection, and real-money winrate optimization beyond GTO. Sequenced after manifesto for poker-community amplification.