← The lots · Adversarial verifier verdict · V7-rhetoric
V7-rhetoric
The independent adversarial check behind the finding: detectors re-run, claims sharpened or corrected, every number re-derived.
V7 — Adversarial verification: B3 rhetoric-decay cluster
Verifier: V7. Scope: b3/rhetoric-grows-not-decays-at-bots, b3/muse-second-person-divergence, b3/inkling-politeness-at-bots, b3/grok-urgency-doubles-at-bots, b3/no-soc-aoc-rhetoric-adaptation-gap.
Method: all numbers recomputed from runs/deep-dive/index/messages.jsonl by my own scripts (/var/folders/.../T/opencode/v7_core.py, v7_comp.py, v7_reg.py, v7_power.py); zero finder code reused; quotes re-extracted via pull.py show.
VERDICT: CONFIRMED (all four positive claims reproduce exactly and survive every assigned attack) — with one WEAKENED sub-verdict: the null SOC−AOC gap claim must be restated as underpowered, not “no adaptation”.
1. Instrument & arithmetic baseline (all pass)
- Focal p24 messages: 5,610 = SOC 2,214 (2,214/2,214 bot-directed) + AOC 3,396 (0 bot-directed). Clean arm separation.
rhetoric_chars == len(rhetoric): 0 mismatches across all p24 rows.- Volume totals reproduce: SOC 485,319 chars / AOC 666,735. Empty-rhetoric 10 (SOC) / 11 (AOC). Truncation: exactly 22 focal messages ≥1000 chars, all opus (2 SOC).
- Headline per-seed table reproduces to 0.1 chars on all 30 SOC seed-rows (e.g. opus 9000: 407.0→617.8, decay −210.8).
- Paired stats reproduce: decays −188.9 / −26.2 / −51.5 / −32.7 / −37.2 chars-msg (opus/sol/grok/muse/inkling SOC); sign splits 5-down/1-up (opus, grok, muse, inkling; p=.2188), 6/6 down (sol, p=.0312); exact Wilcoxon .0625 / .03125; growth% +43.1/+41.1/+38.3/+72.1/+114.7. Every load-bearing number in §2–§3 of B3-rhetoric-decay.md confirmed.
2. Attack 1 — ENDGAME CONFOUND (composition): fails to break the claim
The worry: late-phase means computed over fewer, final-closure messages could grow mechanically.
- Median & 10%-trimmed means (per seed, then averaged): median decays −186.1/−23.1/−51.0/−27.7/−39.8; trimmed −195.5/−26.2/−49.4/−32.1/−37.7. Same answer as mean; not outlier-driven.
- Pre-endgame growth (t1–7 → t8–14), before any thread closure pressure: opus +51.1% (6/6 seeds: +65,+28,+68,+55,+57,+34), sol +26.7% (5/6), grok +35.2% (6/6), muse +57.6% (5/6), inkling +46.9% (6/6). All five models already grown well before endgame.
- Per-turn trajectory (pooled, msg-weighted, SOC): monotonic ramp then plateau — opus 259@t1 → 694@t9 → 592@t19 (late is BELOW mid); grok 117→209@t14→166@t19; muse 32→~100 plateau; sol slow climb 49→96; inkling 30→109. No endgame spike in any model. Msgs/turn stays flat in SOC (~29–30 opus throughout; no AOC-style collapse).
- Dropping final two turns (late′=t14–18): decays −198.1/−26.1/−57.2/−29.0/−35.2 — unchanged or stronger (grok and inkling go 0/6-up, p=.031).
- Offer-kind mix decomposition: short accept-messages vanish late (accepts: 3–5 early → 0 late in every model), which mechanically inflates late means — BUT propose-only chars/msg also rises in all five (opus 434→648, sol 61→84, grok 139→184, muse 63→90, inkling 39→70), while the propose share falls for opus (65→50%) and inkling (52→39%). Growth is within-kind, not mix.
Correction to the finder’s mechanism framing: this is not “elaboration toward the endgame”. It is an opening-phase brevity effect followed by a persistent elevated plateau (for opus, mid 678 > late 637). “Grows early→late” is true as stated; “ramps into the close” would be false.
3. Attack 2 — SURVIVORSHIP: fails to break the claim
- Cell-equal-weighted aggregation is numerically identical here (one SOC cell per seed-arm), so the real risk is thread-mix survivorship inside the cell: long-lived threads (never-settled bots) may be high-volume threads.
- Within-thread paired test (same cell + focal agent + bot recipient, ≥2 msgs in BOTH windows): growth holds within threads — opus 26/30 threads up (mean within-thread delta +189 chars), sol 26/1 (+24.3), grok 21/2 (+40.6), muse 23/6 (+32.5), inkling 25/3 (+38.5). The same relationship intensifies its prose; composition across threads contributes essentially nothing.
4. Attack 3 — REGISTER NETS rebuilt independently: CONFIRMED, mostly HARDENED
My nets (published for audit):
- you_narrow
\b(you|your|yours)\bi; you_wide adds contracted forms (empirically identical —\byou\balready matches them). - pol_narrow
\b(please|appreciate)\b; pol_wide adds thank/thanks/kindly/sorry/regards/cheers. - urg_narrow
(last chance|final offer|deadline|market closes|closes after|hurry|immediately|right away|this turn|final chance|before the market)— excludes the ambiguous bare tokens now/today/clock; urg_wide = finder’s lexicon.
muse second-person [CONFIRMED, not cell-driven]
Narrow net: SOC delta late−early +33.4pp, per-seed [+62,+5,+8,+42,+21,+63] — 6/6 positive, sign p=.031, Wilcoxon .0312; AOC −20.1pp (0/6 up, p=.031); arm-gap +53.3pp 6/6, p=.0312. Identical under wide net. Smallest seed delta +5pp (9096); no single-cell driver exists (one SOC cell per seed; every seed moves). Precision audit: 12/12 sampled late-SOC hits are genuine direct address to the named bot (“if you value >99”, “your g4”, “Instant settlement … if you accept”). muse even addresses bots by name (“a5 — my 45 for g4 stands…”).
inkling politeness [CONFIRMED as suggestive]
Narrow net: +26.6pp (5/1 seeds, sign .219, Wilcoxon .0938); gap +25.5pp (narrow) / +27.9pp (wide). Matches finder exactly. Precision 12/12 (“please accept if terms fit”, “Would appreciate acceptance”). Remains suggestive at n=6, as labelled.
grok urgency [CONFIRMED + HARDENED]
Wide net reproduces +32.1pp (6/6, p=.0312). Crucially, my deadline-only narrow net — with “now/today/clock” removed — still gives +26.2pp, 6/6 seeds, sign p=.031, Wilcoxon .0312. The finding does not depend on false-positive-prone tokens. Precision 12/12 (“Last chance: 44 cash for g4…”, “Two turns left…”). Caveat stands: the arm-gap is ns (narrow wp=.219, wide wp=.094); AOC delta −3.0pp is a noisy average of mixed signs ([−29,−6,−15,+36,−12,+7]), so “flat at live seats” is directional, not established. Opus mirror image reproduces: urgency wide-net AOC −39.5pp 6/6 down; SOC −18.8pp ns.
Questions collapse [minor discrepancy]
Hit counts reproduce (SOC 24→3, AOC 26→0) but the finder’s §5a denominators do not (mine: SOC 821→715, AOC 1,580→867; theirs 715→522 / 1,386→867). Same qualitative conclusion (2.9%→0.4%); claim was dropped at triage and is not load-bearing.
5. Attack 4 — Trap 5 (provider_reasoning contamination): NONE
Every measure here reads the rhetoric field of message rows exclusively. provider_reasoning lives on decision rows and never enters these computations; index↔trace fidelity spot-checked via pull.py show (see §7). Grok/muse provider-exposure pathologies cannot touch these numbers.
6. Attack 5 — POWER for the null SOC−AOC gap: the null is UNINFORMATIVE, not informative absence [WEAKENED]
Per-seed paired gaps (decay_SOC − decay_AOC, chars/msg) recomputed exactly (mean gaps −51.7/−7.8/−5.2/−30.2/+2.5 — match):
| model | per-seed gaps | SD | MDE (80% pw, α=.05, paired t, df=5) | observed/MDE |
|---|---|---|---|---|
| opus | −201,−86,−118,+126,−180,+149 | 152 | ~217 chars/msg | 0.24 |
| sol | −21,−7,−0.3,−50,+18,+13 | 25 | ~35 | 0.22 |
| grok | −39,−5,+54,+29,+27,−98 | 56 | ~79 | 0.07 |
| muse | −32,+12,−14,−10,−41,−96 | 37 | ~53 | 0.57 |
| inkling | +39,−0.6,+39,−7,−4,−52 | 34 | ~48 | 0.05 |
- Smallest detectable difference: with n=6 paired seeds, the design can only (a) detect perfect sign-consistency (exact sign/Wilcoxon floor p=.031), or (b) via continuous tests, effects of roughly 35–217 chars/msg depending on model — 2× to 20× larger than the observed point gaps.
- Therefore “no audience-adaptive volume control” overstates the evidence. Corrected claim: point gaps are near zero and non-significant for every model (muse closest, wp=.094, 5/6), but the design had ~80%-power only for gaps ≥35–217 chars/msg; the descriptive 5/5-models-larger-growth-in-SOC pattern (p=.0625 model-level, reproduced) remains the best available summary. Strength 4 → 2 for the null claim; the finder’s own opponent-competence confound caveat still applies on top.
7. Quote integrity: 5/5 VERBATIM
Re-extracted via pull.py show at the cited cell|turn|agent:
- “Nineteen turns of tape and not one bid for either unit from any seat but mine. I am your only buyer…” — campaign-9096-p24-9096-opus-soc-r0 | t19 | a4 (msg4 → bot a3) ✓
- “a2: Raising offer to 78 cash for your g2 (my value 79). Live until 19…” — campaign-9096-p24-9096-muse-soc-r0 | t16 | a4 ✓
- “Offer o126 to buy your g2 for 45 remains open through turn 20 — I value g2 at 47. Would appreciate your acceptance before the market closes.” — campaign-9098-p24-9098-inkling-soc-r0 | t18 | a3 ✓
- “Last chance: 44 cash for g4. Market closes after next turn… Take the liquidity now — I will not go to 45.” — campaign-9098-p24-9098-grok-soc-r0 | t19 | a3 ✓
- “Would you sell g1 for 65? I think it’s a fair price.” — canary-9000-p24-9000-inkling-soc-r0 | t1 | a1 ✓
8. What the finder’s framing obscured (either way)
- For the finder: growth is within-thread and pre-endgame (§2–§3 here) — stronger than reported; grok urgency survives removal of ambiguous tokens (§4).
- Against: “grows toward the endgame” is mechanistically wrong (opening-phase brevity + plateau; opus late < mid). The null-gap claim needed the MDE disclosure it didn’t contain (§6). Minor: questions-denominators don’t reconcile; AOC stats pool both twin focal seats (fine for per-message rates, worth stating); “1/5 seeds opposite” should read 1-of-6 flipped (5/6 direction-consistent).
9. Per-claim dispositions
| claim | verdict | corrected/strength |
|---|---|---|
| rhetoric-grows-not-decays-at-bots | CONFIRMED (all attacks survived) | strength 4 upheld; add: within-thread, pre-endgame, propose-only; plateau-not-ramp mechanism |
| muse-second-person-divergence | CONFIRMED | strength 4 upheld; 6/6 seeds both directions; 12/12 precision |
| inkling-politeness-at-bots | CONFIRMED (suggestive, as labelled) | strength 3 upheld; wp=.094 |
| grok-urgency-doubles-at-bots | CONFIRMED + hardened | strength 3 upheld (arm-gap ns caveat stands) |
| no-soc-aoc-rhetoric-adaptation-gap | WEAKENED | restate as underpowered null; strength 4→2; MDE ~35–217 chars/msg |