THE BUILD SPIRAL: Many builder containers explore different base image strategies simultaneously.
Each run contributes a PEMCLAU event. GBM Rasengan aggregates all outcomes.
Plasma ROM seals the winner. Boabixer registers survivors as organisms with GIDs.
Each build cycle = a fermentation event. The spiral only goes inward — smaller, tighter, faster.
§1 — THE BUILD SPIRAL CONCEPT
SPIRAL GENERATIONS
Gen 0 (center): FROM scratch · zero overhead
Gen 1 (ring 1): alpine:3.21 · first floor builds
Gen 2 (ring 2): language-specific alpines
Gen 3 (ring 3): service-specific optimized
Gen 4+ (outer): GBM Rasengan predicted optimal
Each successful build = bright node on ring
SPIRAL INVARIANTS
Every build logs: size + start_ms + mem_mb + cves
All builds → PEMCLAU FC1 fermentation
GBM trains on: 50+ Dockerfiles, 100+ events
ROM sealed: immutable, versioned, γ₁-anchored
Boabixer registers: GID + VSM + school assigned
§2 — GBM RASENGAN — GRADIENT BOOSTING ON BUILD OUTCOMES
# GBM Rasengan — build outcome prediction model
features = [
'base_image', # categorical: alpine/python-slim/node-alpine/...
'num_layers', # int: RUN layer count
'package_count', # int: apk/pip/npm installs
'binary_size_mb',# float: compiled artifact
'startup_time_ms',# float: container cold start
'attack_surface' # int: trivy CVE count
]
target = 'total_image_size_mb'
training_data = pemclau.query('all build events') # 100+ events
prediction = gbm.predict(service_type='go-static')
# → "alpine:3.21 with golang builder gives 14MB — WINNER"
§3 — PLASMA ROM — DETERMINISTIC REPLAY
GBM picks the winner → Plasma ROM seals it. ROM = read-only, versioned Dockerfile config.
All future builds of the same service type start from the ROM. No drift, no experiments in prod.
Stored in NAS /mnt/nas-diskpool/eose/build-roms/ + PEMCLAU graph node.
ROM-GO-V13
golang:1.22-alpine → alpine:3.21
Flags: -ldflags="-w -s"
User: 65534 nobody
Target: 12-20MB
Status: SEALED
ROM-PY-SERVICE-V13
python:3.12-alpine
Install: pip --no-cache-dir
User: 65534
Target: 50-80MB
Status: SEALED
ROM-PY-ML-V13
python:3.12-slim
Deps: torch CPU, glibc
Target: 200-400MB (JUSTIFIED)
CRQ: ML-OVERRIDE-001
Status: SEALED JUSTIFIED
ROM-NODE-V13
node:22-alpine
Install: npm ci --production
Multi-stage: yes
Target: 60-150MB
Status: SEALED
ROM-STATIC-V13
nginx:1.27-alpine
Content: COPY dist only
Target: 12-15MB
mefine-static: 23.6MB (FLOOR)
Status: FLOOR / SEALED
ROM-COREDNS-V13
coredns/coredns:latest
Config: Corefile COPY only
Target: ~50MB
HA: QS LOCO-spawned
Status: FLOOR / SEALED
§4 — MULTI-BUILDER PARALLEL R&D
Each silo runs a different builder experiment for the same service type simultaneously.
No coordination overhead — campfire collects all results → GBM picks winner → Plasma ROM sealed.
forge
Testing: alpine:3.21 for Python service
Result: 62MB ✓
yone
Testing: python:3.12-alpine for same
Result: 71MB (deps heavier)
msclo
Testing: distroless/python for same
Result: 95MB (glibc overhead)
Campfire collects: forge=62MB, yone=71MB, msclo=95MB →
GBM Rasengan picks forge winner (alpine:3.21) → ROM-PY-SERVICE-V13 sealed.
§5 — BELT64 MAPPING — BUILD SPIRAL LAYERS
BELT64 BUILD CONTINUUM
Seg 0: scratch/distroless — spiral center, Gen 0
Seg 1: alpine:3.21 — Gen 1 floor, METHANOGEN school (cold preservation)
Seg 2–3: coredns + nginx-alpine — Gen 1 service floors
Seg 4–5: python-alpine + node-alpine — Gen 2 language floors
Seg 6: python:3.12-slim — Gen 2 justified ML
Seg 7+: justified heavies — Gen 3 service-specific
GBM Rasengan: PEMCLAU pressure (Seg 0 invariant, γ₁-anchored)
Plasma ROM: Methanogen archive (cold preservation of winning builds)
Each ROM: sovereign artifact — immutable, versioned, γ₁-stamped
γ₁ = 14.134725141734693 · day97-v131 · EOSE Labs · Builder Spiral V13