# Gun Rack Summary — TL;DR

**Gauntlet:** 5 adversaries × 10 rounds, 14 guns. Data: `/tmp/gun_stats.jsonl`

## Scoreboard

| Adversary | Score | Real Hit% | Best Gun |
|-----------|-------|-----------|----------|
| SittingDuck | 1944 | 85% | AvgLead / WallBounce (99% vhit) |
| OscillatorBot | 1645 | 59% | AvgLead (65% vhit) |
| RandomMover | 1916 | 61% | Linear / WallBounce / AvgLead (82%) |
| PatternMover | 1914 | 73% | AvgLead / Displace / Accel (96%) |
| WaveSurfer | 1873 | 72% | AvgLead / StopShot / Accel (86%) |

## Verdict Table

| Gun | Best Use | Verdict |
|-----|----------|---------|
| **HeadOn** | Stationary / pattern bots | KEEP — reliable floor, over-selected |
| **Linear** | Random movers | KEEP — under-selected despite 82% |
| **Tsetlin** | Unknown | TUNE — 0 selection ticks ever; investigate |
| **Circular** | Orbit-heavy bots | KEEP (marginal) |
| **GuessFactor** | General | KEEP — underperforms vs expectation; tune bins |
| **Pattern** | Pattern movers | TUNE — catastrophic vs OscillatorBot (9%, 1081 ticks); raise MinObs gate |
| **AntiSurf** | — | DROP — 0% vhit every adversary including stationary; broken |
| **WallBounce** | All types | KEEP — most consistent overall |
| **Accel** | Pattern / wave bots | KEEP — avoid vs random (19% cliff) |
| **StopShot** | All types | KEEP — top rates, chronically under-selected |
| **Displace** | Pattern / wave bots | KEEP |
| **AvgLead** | All types | KEEP — best all-rounder in the rack |
| **DecayGF** | Wave / pattern bots | KEEP |
| **KNN** | Pattern / wave bots | KEEP — improves with history |

## Top Actions

1. **Fix AntiSurf** — 0% vhit against SittingDuck means wrong angle computation, not just weak targeting.
2. **Raise Pattern's MinObsBeforeCompete** — 15 is too low; 1081 wasted ticks at 9% hit rate vs OscillatorBot.
3. **Re-run gauntlet** with `onBulletHit` fix to get clean per-gun real hit attribution.
4. **AvgLead** is the star gun — confirm it stays in the top selection tier.
5. **HeadOn selection dominance** is a selector bias problem, not a gun problem — add ±2% tiebreak randomisation.