📋 Outline preview — Phase A1 + A2 complete (36/36 fresh queries successful, 18 per-position EV calculations). Body below describes what each section will contain, not the final prose. Widget HTML still to be built.

What's locked: 8 sections (§§0-7) · 2,800-word target · 3 pairings preflop + postflop coverage · per-position EV table · all numbers locked.
Phase A2 findings reshape the article:

Daniel Dvoress co-founded GTO Lab. This article walks the most concentrated game state in Squid Classic — when only two players still need to win a pot, and the geometry of the loser race collapses to 50/50.


§0 — Squid Classic in sixty seconds + the down-to-two state

Length target: ~300 words.

Goal: zero-prerequisite onramp + introduce the article's specific game state.

What §0 will say:

Brief format primer (Squid Classic is 6-max NLHE plus one rule — the squid penalty at game end; safe = has a squid; desperate = doesn't yet; val = penalty multiplier).

The article studies a specific game state: 4 of 6 players already safe. 1 squid left to award. 2 players still desperate. Whichever wins the next significant pot becomes safe; the other one pays the full penalty.

The math of down-to-two: each desperate player has 50% probability of being the loser. Expected penalty = 0.5 × 5×val. At val=3, that's 7.5 BB. The implicit ante per pot = 7.5 BB — bigger than most pots.

Three pairings, one common math, three different blind structures:

Pairing Desperate-money in pot Safe-money (dead) Who voluntarily opens
BvB (SB+BB desperate) 1.5 BB (both blinds) 0 BB SB opens against BB
BTN+SB desperate 0.5 BB (only SB blind) 1 BB (BB folds) BTN opens; SB defends
CO+BTN desperate 0 BB 1.5 BB (SB+BB fold) CO opens; BTN defends

The progression — desperate-money in the pot shrinks from 1.5 BB to 0; safe-player dead money grows from 0 to 1.5 BB — turns out to drive structurally different equilibria.

Widget — W1 · down_to_two_state_card.html: 6-seat table with 4 safe / 2 desperate. Hover/tap the desperate seats to expand the math: share = 1/2, expected penalty = 0.5 × 5×val = 7.5 BB at val=3.


§1 — Hook: a spot where loser-risk concentration changes the verdict

Length target: ~250 words.

Goal: create the felt sense of "wait, the same hand plays differently when only two of us are desperate."

Hook spot — LOCKED: SB defense vs BTN 2.5x open at down-to-two (BTN+SB desperate). SB defense rate cash 20.2% → all-desperate 43.9% → down-to-two 90.1%. The +46-point jump from all-desperate to down-to-two is the largest single-step widening in the dataset.

What §1 will say:

Open with the SB-vs-BTN spot. Reader sees the action: UTG/MP/CO/BB are safe and fold. BTN opens. SB to act with a marginal hand. Compare three regimes side-by-side: cash NLHE / all-desperate Squid val=3 / down-to-two desperate Squid val=3.

In cash, SB defends 20% of the time facing this open. In all-desperate Squid, SB defends 44%. In down-to-two SB defends 90%. The implicit ante grew the effective pot enough to flip nearly half of SB's marginal range from fold to play.

The article's promise: by §7 you'll see this same shift across three pairings, plus the reasons each pairing produces a different equilibrium shape.

Widget — W2 · hook_geometry_flip.html: paired spot card with three columns. Cash · all-desperate · down-to-two. Same hand, same opener, same chips. Reader can predict before reveal.


§2 — BvB: blind-vs-blind, both desperates already in the pot

Length target: ~350 words.

The blind structure: both desperate players have already posted blinds (1 BB and 0.5 BB). Before any voluntary action, 1.5 BB of the pot is desperate-money. There's no safe-player dead money. SB acts first preflop (extending the limp/raise/fold) against BB; postflop, BB has positional advantage (acts last).

Yes, BvB has positional asymmetry too — BB is in position postflop. The point isn't symmetry of position; it's that both desperates already have skin in the game before any voluntary action happens. This makes BvB the "saturation" pairing — there's no defending TO do; both players are already invested.

Phase A1 numbers (preflop):

Cash All desperate Down-to-two
SB open / continue 57.9% (limp 31.5%) 99.6% (limp 98.3%) 100.0% (limp 88.3%)
BB defense vs SB 64.1% 98.8% 100.0%
Avg BB raise 9.0 BB 14.5 BB 15.0 BB

Both players play 100% any-two-cards in down-to-two. The only thing that grows from all-desperate to down-to-two is the average raise size (cash 9 BB → squid 15 BB). Range plateau.

The §2 takeaway: BvB is the saturation case. Both desperates are committed; both play any-two-cards in down-to-two. There's no further widening to do.

Widget — W3 · pairing_grid_bvb.html: 13×13 range grid. Toggle cash / all-desperate / down-to-two. The grid fills in monotonically — by down-to-two, it's all-blue.


§3 — BTN+SB desperate: BTN opens; SB defends with the blind discount

Length target: ~350 words.

The blind structure: SB (one of the two desperates) has 0.5 BB posted; BTN (the other desperate) has 0 BB committed; BB (safe) has 1 BB posted as dead money but folds. So 0.5 BB of the pot is desperate-money (SB's blind), 1 BB is safe-player dead money (BB's blind), 1 BB is voluntary (BTN's open). Total visible pot before SB acts: 4 BB.

BTN acts first preflop and chooses to enter (open or fold). SB has the small blind discount on calls (only owes 2 BB to call BTN's 2.5x raise). BB folds reflexively (safe player, no implicit ante to defend). Postflop: BTN is IP, SB is OOP.

Phase A1 numbers (preflop):

Cash All desperate Down-to-two
BTN open 43.3% (limp 0%) 67.1% (limp 30.2%) 98.9% (limp 50%)
SB defense vs BTN 20.2% 43.9% 90.1%

The cleanest two-step pairing in the dataset. BTN's open rate jumps +56 pts cash → down-to-two; SB's defense rate jumps +70 pts. SB's all-desperate-to-down-to-two jump alone (+46 pts) is the article's hook.

The §3 takeaway: BTN-vs-SB is the cleanest two-step. Both seats show large jumps at the down-to-two transition. The BB-fold-reflexively assumption holds because safe BB has zero implicit ante.

Widget — W4 · pairing_grid_btn_sb.html: same shape as W3. Range fill is non-uniform across the regimes — readers see the marginal zone where the down-to-two jump lives.


§4 — CO+BTN desperate: open-vs-defend with no blind discount

Length target: ~350 words.

The blind structure: Neither desperate has posted. SB and BB (both safe) have 1.5 BB of blinds in the pot but fold preflop (safe → no implicit ante to defend). The blinds become dead money for the desperates to fight over. CO acts first preflop. BTN closes the preflop action.

0 BB of the pot is desperate-money. 1.5 BB is safe-player dead money. 1 BB is voluntary (CO's open). Total visible pot before BTN acts: 4 BB. (Same total visible pot as BTN-vs-SB, but the composition is different — more dead money, less desperate-money.)

Phase A1 numbers (preflop):

Cash All desperate Down-to-two
CO open 28.1% 42.9% 84.7%
BTN defense vs CO 16.0% 34.9% 86.0%

CO open rate triples cash → down-to-two. BTN defense rate quintuples. Both seats widen aggressively because (a) both have implicit ante and (b) the 1.5 BB safe-player dead money pads the pot odds for each.

The §4 takeaway: CO-vs-BTN is the most familiar pairing for cash regs. The dead money from safe blinds is the structural feature that distinguishes it — and that dead money becomes the headline driver of the postflop story in §5.

Widget — W5 · pairing_grid_co_btn.html: range grid same shape.


§5 — Postflop: all three pairings diverge

Length target: ~500 words.

Goal: show that postflop behavior at down-to-two is structurally different across the three pairings. The wet-board reversal flagged in early review is real — but only for one pairing. The other two pairings DROP wet-board c-bet at down-to-two. The dead-money structure from preflop is the likely driver.

Phase A2 numbers (postflop, c-bet on flop after SRP):

K72r (dry K-high):

Cash All desperate Down-to-two
BvB SB c-bet 41.3% 60.5% 61.8%
BTN-vs-SB BTN c-bet 51.8% 84.3% 92.3%
CO-vs-BTN CO c-bet 87.0% 96.6% 98.4%

All three pairings rise on dry boards, but the magnitude grows with the dead-money structure: BvB rises modestly (no dead money); BTN-vs-SB rises substantially (1 BB dead); CO-vs-BTN rises near saturation (1.5 BB dead). Dead money rewards aggression on uncontested textures.

765 two-tone (wet):

Cash All desperate Down-to-two
BvB SB c-bet 50.3% 52.4% 38.7%
BTN-vs-SB BTN c-bet 38.5% 62.2% 40.1%
CO-vs-BTN CO c-bet 69.5% 55.5% 87.4%

Wet-board pattern is split. CO-vs-BTN reverses up at down-to-two (the headline). BvB and BTN-vs-SB BOTH drop at down-to-two. Average bet size when betting tells the rest of the story:

In BvB and BTN-vs-SB, the c-bet rate falls but the size grows dramatically. The desperate aggressor is concentrating bets — fewer of them, but each ~3-4× cash size. In CO-vs-BTN, both rate AND size grow because the safe-player dead money funds the aggression on every hand.

The §5 takeaway: the down-to-two state collapses cash NLHE postflop intuition differently in each pairing. The dead-money structure from preflop is the single biggest predictor of postflop direction.

Widget — W6 · postflop_sweep.html: 3 pairings × 2 boards × 3 regimes grid. Bars per cell with c-bet rate; tooltip shows avg sizing. Reader sees the wet-board direction split visually.


§6 — Per-position EV: which seat is the most valuable?

Length target: ~350 words.

Goal: answer the natural question "if I'm choosing between being desperate at seat X or seat Y, which is better?" The answer is non-obvious in two of the three pairings.

Phase A2 per-position EV (avg expected EV per combo at equilibrium, BB units):

Pairing Spot Cash All-desperate Down-to-two
BvB SB open 0.24 2.88 3.78
BvB BB defense vs SB 0.43 7.81 9.02
BTN-vs-SB BTN open 0.23 0.51 1.49
BTN-vs-SB SB defense vs BTN 0.03 1.76 4.16
CO-vs-BTN CO open 0.14 0.47 1.20
CO-vs-BTN BTN defense vs CO 0.14 0.42 1.28

Three findings.

1. The most valuable seat at down-to-two BvB is BB, not SB. BB EV = 9.02 vs SB EV = 3.78 — a 5.2 BB/hand advantage. The reason is the seat that closes the action. BB acts last preflop AND postflop, with a 1 BB blind discount on calls. When both players play any-two-cards, BB extracts more value because it has the most information per decision.

2. The most valuable seat at down-to-two BTN-vs-SB is SB, not BTN. SB EV = 4.16 vs BTN EV = 1.49 — a 2.7 BB/hand advantage to SB. This is counterintuitive — the natural assumption is that BTN's positional advantage should dominate. The data says otherwise.

The reason: at down-to-two, BTN opens 99% (essentially any-two-cards). SB responds with high 3-bet frequency (avg raise size 17.5 BB, against BTN's 7.2 BB open). SB's 3-bet aggression extracts heavy value from BTN's wide range — BTN can't continue against 3-bets with most of its opening range and gets folded out. SB closes preflop action effectively (BB folds reflexively as a safe player) and uses 3-bets to capture both the dead money (1 BB BB blind) and the implicit ante.

3. CO-vs-BTN is the closest to symmetric. CO open EV = 1.20 vs BTN defense EV = 1.28 — only 0.08 BB/hand advantage to BTN. The dead-money structure (1.5 BB of safe blinds) is split roughly evenly between the two desperates because both are equally positioned to claim it via aggression.

The §6 takeaway: "The button is the most valuable seat" is a cash NLHE habit. In Squid down-to-two, the most valuable seat depends on the pairing — and in BvB and BTN-vs-SB, it's NOT the BTN.

Widget — W7 · per_position_ev_chart.html: dual bar chart for each pairing, showing the two players' avg EV across regimes. The BvB and BTN-vs-SB bars look very different from cash intuition.


§7 — The pattern: three pairings, one mechanic, three blind structures

Length target: ~300 words.

Goal: synthesize. The three pairings illustrate the same down-to-two mechanism (loser-risk = 50%, implicit ante peaks at 7.5 BB at val=3) but the blind structure produces structurally different equilibria.

The blind-structure axis as a unifying frame:

Postflop: - Dry boards: all three rise; magnitude scales with dead-money. - Wet boards: only CO-vs-BTN rises at down-to-two. BvB and BTN-vs-SB drop sharply but raise sizing 3-4× cash.

Per-position EV: - BvB: BB > SB - BTN-vs-SB: SB > BTN - CO-vs-BTN: BTN ≈ CO

In two of three pairings, the most valuable seat is NOT the button — overturning a cash-NLHE habit.

Widget — W8 · cross_pairing_synth.html: summary table of all three pairings × all key metrics (preflop range, postflop wet/dry direction, per-position EV).


§8 — Closer

Length target: ~200 words.

Goal: land the article's earned line.

Direction (placeholder):

"When the loser race narrows to two, the implicit ante doesn't just grow — it changes shape. In BvB, both players have already paid their preflop premium and there's nowhere wider to go. In BTN-vs-SB, the SB takes BTN's chips with 3-bets the BTN can't fight. In CO-vs-BTN, the safe players' blinds become a prize fund both desperates fight over, and wet boards become aggression magnets. Three structurally different geometries from one structural change. The chip-EV math you've used your whole career still works — but the geometry is no longer cash."

Final closer wording deferred to drafting.

Widget: none.


§9 — Editor's questions — RESOLVED ✅ (2026-04-25)

All four resolved by user direction + Phase A1+A2 solver data. Phase A complete.

Q1 — book-2 coverage — RESOLVED skip the book. User direction: "we should not worry about the book. we should always be able to query all the pairings that we need." All 3 pairings queried directly via custom SquidConfig.counts arrays.

Q2 — hook spot — RESOLVED SB-defense-vs-BTN-open at down-to-two. Phase A1 winner: cash 20.2% → all-desperate 43.9% → down-to-two 90.1%, +46 pt jump.

Q3 — preflop / postflop scope — RESOLVED include postflop, expanded to all 3 pairings. Phase A2 added BvB and BTN-vs-SB postflop. Wet-board reversal is CO-vs-BTN-specific; BvB and BTN-vs-SB drop. Now §5 spans all 3 pairings.

Q4 — worked-example hands — RESOLVED Phase B will pick from per-hand data. Per-hand fold/call/raise maps captured for all preflop spots. Specific hand picks deferred to Phase B drafting.

Phase A2-emergent decisions: - Reframed pairing axis from "position symmetry" (wrong — all 3 pairings have positional asymmetry) to "blind structure" (right — desperate-money vs safe-money composition). - Added per-position EV section (§6) — answers "which seat is most valuable" with surprising results in 2 of 3 pairings. - Stay with 3 pairings per Dan's proposal; data reinforces that 3 pairings cover the structural range adequately.


§10 — Drafting plan

Phase A1 + A2 — complete.

Phase B — v1 draft + widget build: 1. Draft §§0-8 prose against this outline using book-2 vocabulary 2. Build 8 widgets — 3 share the pairing-grid pattern; 1 dedicated postflop sweep; 1 dedicated per-position EV chart 3. facts.yaml + coined_terms.yaml audit 4. G10 / G25 / G21 verification gates

Phase C — review: 1. v1-completeness-checklist.md pre-flight 2. Tier 2b 9-agent review 3. Address findings + Editor's Q resolution pass

Phase D — deploy: 1. Re-render + deploy 2. Live URL → Dan for post-deploy review


Status