Adds a per-sample intrinsic-confidence field (GunPrediction.confidence,
threaded through FeedbackEvent/VirtualBullet, populated by Pattern, DecayGF,
KNN, GuessFactor, Tsetlin, TMHorizon) and an offline recorder + analyzer that
reproduce the paper's Figure 2 per gun and its Eq-8 composite.
Measured on 3 held-out tr-bridge DrussGT battles (33k ticks, ~133k samples/gun):
- FAITHFUL: DecayGF (rho +0.133), KNN (+0.090), Pattern (+0.064, weak).
- GuessFactor is ANTI-faithful (rho -0.067); Tsetlin c_max is useless (0.001).
- No pair of guns specialises complementarily: the same gun dominates both
high-confidence slices in every pair.
- Eq-8 alpha-normalised confidence-weighted composite: 18.41% vs Pattern
20.45% (McNemar p=3.1e-126). Faithful-only variant 18.68%, still loses.
Shuffle control passes weakly (composite > shuffle, p=4e-14) so ~0.7pp of
competence is real but ~2pp short. Offline veto: design is dead.
See docs/tmcomposites_gate.md.
Follow-up to 9cd6e9b, which found the LINEAR base systematically overshoots (mean
radial error -71..-100px, enemy nearer in 63-81% of shots). The question was
whether the gun that actually ships, `Pattern`, overshoots too - because
correcting a systematic bias would be a cheap win.
1. PATTERN DOES NOT OVERSHOOT. Measured over the DrussGT fixtures (n=250,989):
Pattern mean -12.0 px, median -3.2 px, nearer 52.8% / farther 45.0%
Linear mean -87.3 px, median -61.0 px, nearer 83.4% / farther 14.4% (same states)
So the overshoot was a property of the CONSTANT-VELOCITY BASE, not of our
predictions in general. Pattern's pattern-matching does not have it, so there
was nothing to correct. (All-10-fixture pooled: mean -14.0, median -4.2.)
2. THE AVENUE IS STRUCTURALLY DEAD, not merely unprofitable. The live aim is
`aimAngle(self, pred)` and a RADIAL-only offset keeps the BEARING unchanged
(proven exactly by a guard test: bearing is invariant). So a radial offset
cannot change the fired bullet's direction at all. `bmPath` never scores the
aim distance either - and measured, every offset arm is BYTE-IDENTICAL to plain
Pattern on bmPath (33.9%/25.6%). The only real-effect channel is the `shouldFire`
gate via `distPx`, which is indistinguishable from noise.
3. LIVE A/B CONFIRMS: one frozen binary (built from HEAD + only this change),
env-only arms, 7 runs x 7 rounds, 8 concurrent, real DrussGT, server-side hit
rate, exact two-sided permutation test.
control (plain Pattern) 10.61% / 284 dmg-per-run
s0.98 10.89% / 302 (+0.28pp, p=0.62)
s0.95 10.02% (p=0.35)
o-20 10.19% (p=0.46)
No significant winner.
VERDICT: STOP. This line cannot help the shipped configuration, and the reason is
structural rather than statistical - a radial correction is bearing-invariant, so
it is invisible to the actual shot. The bmPoint "win" the radial TM showed was a
metric artefact of that same irrelevance.
Incidental: the control arm (10.61% / 284) independently replicates the shipped
Pattern-only default's A/B numbers (10.36% / 264, 10.78% / 287, 9.99%).
Kept anyway: `TR_PATTERN_RAD_SCALE` / `TR_PATTERN_RAD_OFFSET` default to
(1.0, 0.0) and the default path is byte-identical (proven over 2400 predictions,
plus bearing invariance and unparsable-value fallback - 6 checks). Adds
measure_pattern_radial.nim, sweep_pattern_radial.nim, test_pattern_radial_offset.nim
and pattern_radial_results.md.
Guards: test_gun_harness 39, test_vbullet_metric 11, test_power_selection 3,
test_adaptive_radar 41, test_tfil_ring_weights 24, test_power_policy 26,
test_ram_decision 28, test_rack_membership 48, test_tm_pattern_registration 20,
acceptance_offline_vs_online 12/12 PASS.
Four guns cached a whole prediction per tick while predict() is called once
per power bin, so every bin after the first (and the real fired shot, which
shares lastState) reused the power-1.0 lead. Fixed by caching only the
speed-INDEPENDENT derived state and recomputing the lead per requested speed:
- stop_shot: also fixes prevSpeed being written before it was read, which
made abs(speed) < abs(prev) permanently false and the entire
stop-prediction branch unreachable (it was just Linear).
- displacement: the cache key included bulletSpeed, so the guard missed on
all four bins and the 15-tick window advanced ~4x/tick, making the
inferred velocity ~4x too small.
- averaged_lead: tick cache removed outright. pattern_matcher: split into
speed-independent match+path and per-call lead.
FeedbackEvent gains fireTick/powerBin (additive; only virtual_bullets
constructs one) so guns can pair feedback to the exact shot instead of
guessing by coordinates. tsetlin uses it: traces are now keyed exactly by
(fireTick, powerBin) with a 1024-slot ring, and the 10-frame window shifts
at most once per tick (it was shifting ~4-5x/tick, so isWarmedUp tripped
after ~2 ticks).
KNOWN INCOMPLETE: tsetlin still does not diverge from Linear in battle. The
two named bugs are fixed (a 600-tick sim shows trainedShots=2141,
traceMisses=0, and a fixed-input probe converges to a 9.6px correction), but
the TM's clause feedback itself is broken: ~131 of 1740 literals end up
included per clause, so its conjunction never fires. Sweeping TM_S,
TM_N_CLAUSES and a two-branch Type-I update did not change the correction
from 0. Needs a real TM fix or removal, not another bug fix.
First-ever guard tests for the gun selector: common_libs/tests/
test_gun_harness.nim (14 checks, headless, no Java). There were none before,
which is how six broken guns survived a full analysis cycle. Against the
previous HEAD, 5 of these checks FAIL - that is the regression guard.
- 30-tick cooldown after ghost-stuck/timeout ram exit prevents re-entry loop
- enemy_tracker.update() skips dead bots to prevent same-tick scan resurrection
- TFIL graphics cleared when ramming is active movement
- [config] logs: white base with green-highlighted changes only
- [ram:enter] logs trigger reason and key values on false→true transition
- [death] and [target-invalid] logs retained for diagnostics
SirStone