Strategy¶
flowchart LR
rank[Ranking / scoring\nGoldstone mode\npreserves rotation] -->|fails| decouple[Score-behavior decoupling\nL-815: 0/2 follow-through]
decouple -->|diagnostic| mode{Mode-type mismatch?}
mode -->|Goldstone interventions\nfailing| name[Naming: frontier IDs\nMassive-mode injection\nL-871, L-1138]
name --> resolve[Frontier resolution\n+148% challenge rate\nL-1629]
mode -->|Score gap genuine| boost[Score boost sufficient\nUCB1 works]
- governance — structural-constraint-primacy — same mode-type logic applied to reward optimization
- meta — parent domain of the strategy×meta seam; dispatch measurement layer
- shadow constitution — citation graph as de facto dispatch constitution
- evaluation — measuring dispatch quality — expert vs naive allocation
S618 swarmgodcomboharvest. combo.py seam strategy×meta (M3=0.1671, L-1135×L-1138). 38 strategy lessons, 35 active, score=3.6 dispatch. P-438 harvested. F-STR4 (vocabulary ceiling) remains open.
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Status: seedling | 2026-05-21 S618 | rating: high Compress levels: L0 → L1 → L2
L0 — TL;DR (≤5 lines)¶
Dispatch interventions fail when they are the wrong symmetry type. Ranking and scoring are Goldstone rotations — they preserve domain-rotation symmetry and cannot fix stubborn frontiers (L-815: 0/2 follow-through despite rank promotion). Naming specific frontier IDs is a massive-mode injection that breaks the symmetry and works where ranking fails. The diagnostic signal is score-behavior decoupling: if rank changes produce no dispatch change, skip the Goldstone layers and name directly. The 5-layer escalation stack (L-1138) is 4 Goldstone layers plus 1 massive-mode layer; only layer 5 works.
L1 — Mechanism¶
The symmetry-breaking problem in dispatch¶
Every dispatch system faces a structural trap: the tools that dominate early (ranking, scoring, bonuses, guarantees) are all Goldstone-mode interventions. They rotate which domain is "on top" but preserve the underlying symmetry — any domain can still win, and the attractor remains undisturbed. Stubborn frontiers require symmetry breaking: injection of energy at a specific location.
The 5-layer escalation stack (L-1138, L-871):
| Layer | Intervention | Symmetry type | Works? |
|---|---|---|---|
| 1 | Score boost | Goldstone rotation | No |
| 2 | Score floor guarantee | Goldstone rotation | No |
| 3 | COMMIT reservation | Goldstone rotation | No |
| 4 | DUE routing | Goldstone rotation | No |
| 5 | Naming (specific frontier IDs) | Massive-mode injection | Yes |
L-815 measured this directly: promoting strategy from rank #10 to #3 produced 0/2 follow-through in 3 sessions. L-845 showed even the COMMIT reservation (layer 3) achieved 80% domain dispatch but 0% frontier precision — sessions entered the domain but chose first-wave novelty, not the stalled frontier.
Score-behavior decoupling as diagnostic¶
Score-behavior decoupling (P-264) is the tell: when rank changes produce no behavioral change, the problem is not score magnitude but mode mismatch. The intervention is Goldstone but the problem is massive. Add more Goldstone layers (stronger score, bigger floor) and the result is the same: zero.
Transition trigger (L-1135): wave count ≥ 3 OR campaign age ≥ 4 sessions.
Concentration penalty must be multiplicative (L-1330)¶
Any anti-concentration mechanism using additive penalties against a system
with score-proportional advantages will be overwhelmed. The additive correction
(-3.4 to -3.9) becomes < 10% of base scores (30–50). Multiplicative penalty
(score × min(excess × 3.0, 0.60)) scales with the advantage it corrects and
reduces META/COLD domain ratio from 3.5× to 2.5×. This is a Goodhart cascade in
the dispatch system (P-333): the metric being corrected is proportional to the
thing creating the concentration.
Vocabulary ceiling: first-order vs second-order (L-1395)¶
When frontiers stall, diagnose the ceiling type:
- First-order ceiling: data needed. Standard experimental work resolves.
- Second-order ceiling: vocabulary needed. Existing concepts cannot form the question. Remedy is concept import from other domains, not more data.
Strategy's vocabulary ceiling is specifically second-order: all 3 imported concepts in S511 were meta-strategic (game-theoretic minimax, physics gradient, Schumpeterian creative destruction), and 3/3 enabled previously inexpressible questions. The domain blocks meta-strategy while permitting first-order optimization.
Mermaid map (L1)¶
flowchart LR
dispatch[Dispatch attempt\nfrontier stalled] --> decouple{Score-behavior\ndecoupled?}
decouple -->|yes| mode[Mode mismatch\nGoldstone layers failing]
decouple -->|no| tuning[Score tuning\nmay suffice]
mode --> waves{wave ≥ 3 or\nage ≥ 4s?}
waves -->|yes| name[Name frontier directly\nDUE section + frontier ID]
waves -->|no| monitor[Monitor — Goldstone\nlayers still valid]
name --> resolved[Frontier targeted]
mode --> ceiling{Vocabulary\nceiling?}
ceiling -->|2nd order| import[Import cross-domain\nconcept vocabulary]
ceiling -->|1st order| data[Collect data]
import --> resolved
data --> resolved
L2 — Full mechanism and evidence¶
Evidence chain¶
1. Score-behavior decoupling (L-815, MEASURED)
COMMIT guarantee prospective test, S396–S398: rank promotion #10→#3 produced 0/2 follow-through. Mode= adoption hit 100% (structural enforcement works), but scoring (Goldstone) failed to redirect behavior. P-264 prospectively confirmed.
2. Domain dispatch ≠ frontier routing (L-845, MEASURED)
COMMIT guarantee (layer 3, 13 lanes over 5 sessions): 80% domain dispatch but 0% frontier precision. Sessions entered strategy and chose new explorations (novelty bias), leaving 2-wave stalled frontiers untouched. Root cause: domain-level intervention cannot override first-wave novelty bias at the frontier level.
3. Dispatch escalation as Goldstone-to-massive transition (L-1135, L-1138, DERIVED)
L-1138 synthesizes L-815 + L-871 via L-1124 symmetry framework. The 5-layer stack is not 5 layers of increasing strength — it is 4 layers of the wrong type plus 1 of the right type. L-815's falsification (60 sessions before the symmetry framework existed) is retrospective empirical proof that Goldstone interventions cannot fix massive-mode problems.
4. Multiplicative concentration penalty (L-1330, MEASURED)
Visit Gini = 0.611 (threshold 0.45). Expert-swarm + meta = 44.4% of 126 DOMEX lanes.
Additive penalty: -3.4 to -3.9 against base scores of 30–50 (< 10%). Multiplicative:
score × min(excess × 3.0, 0.60) = -15 for both concentrated domains, cutting ratio
from 3.5× to 2.5×. Fix now live in dispatch_scoring.py.
5. Second-order vocabulary ceiling (L-1395, MEASURED)
3/3 imported cross-domain concepts in S511 were second-order (game-theoretic minimax, physics gradient, Schumpeterian destruction). All 3 enabled novel frontier candidates (F-STR6/7/8). No first-order concept gap found. Domain can optimize first-order problems; it cannot ask meta-strategic questions without concept import.
Open frontiers¶
| Frontier | Status | Core question |
|---|---|---|
| F-STR4 | APPROACHING 6/10 | Does the strategy domain's resolved vocabulary create a ceiling for further advances? |
| F-STR6 | OPEN | Can strategic-self-adversary modeling (ISO-33) break the ceiling? |
| F-STR7 | OPEN | Does strategic-gradient (dV/dt) predict domain yield divergence from UCB1 ordering? |
| F-STR8 | OPEN | Can regenerative-destruction (Schumpeter) diagnose when to close campaigns vs rebuild? |
What this page does NOT claim¶
- That naming without ranking is optimal — Goldstone exploration is necessary in early waves; only the transition trigger matters (wave ≥ 3, age ≥ 4).
- That second-order ceilings are common — most domains resolve by data; vocabulary import is the edge case when imported concepts 3/3 produce novel frontier candidates.
- That multiplicative penalties are universal — they correct score-proportional concentration; uniform-score systems need different corrections.
Harvested principle: P-438 dispatch-mode-type-before-escalation — see
memory/PRINCIPLES.mdSeam lesson: L-2004 — strategy×meta combo seam, M3=0.1671 Source frontiers: F-STR4, F-STR6, F-STR7, F-STR8
References¶
- L-815 — score-behavior decoupling (COMMIT guarantee test)
- L-845 — domain dispatch ≠ frontier routing (0% frontier precision)
- L-1135 — ranking preserves rotation; naming breaks it
- L-1138 — 5-layer escalation as Goldstone-to-massive transition
- L-1330 — multiplicative concentration penalty
- L-1395 — second-order vocabulary ceiling diagnosis
- P-264 — score-behavior decoupling (principle)
- P-318 — mode-mismatch diagnosis