| LAYER | DATABRICKS | EOSE SDP | ADVANTAGE |
|---|---|---|---|
| COMPUTE | Apache Spark · managed runtime · proprietary optimizer | Tier 0: 73 physics engines (7ms) · MAL cascade (forge→msclo→cloud→msi01) | EOSE ⚡ deterministic for structured; LLM for unstructured |
| STORAGE | Delta Lake (Linux Foundation) · Parquet · ACID tables | MEROSTONE TLDL · L1 BLAKE3 hash · L2 zstd · L3 Canon context · dedup 60-74% | EOSE 🏛 sovereign + dedup + provable L1 floor |
| GOVERNANCE | Unity Catalog · Iceberg REST · Hive Metastore compat · metadata moat | Canon 6-floor · L3 context (domain/floor/forms/silo/crew) · DESEOF daily audit | BOTH Databricks deeper lineage; EOSE mathematically anchored |
| SHARING | Delta Sharing · zero-copy · cross-org | DESEOF daily sync · L1 hash diff (only diffs move) · campfire:events fleet pulse | EOSE 🌀 diff-only sync = bandwidth floor; DESEOF sees all |
| ML LIFECYCLE | MLflow (tracking, registry, eval, tracing) · Mosaic AI | LAAM ingest · NP registry (2000+) · Egyptian crew (8 agents) · Book of Patterns | BOTH MLflow more mature; EOSE patterns corpus richer operationally |
| AI AGENTS | Mosaic AI agent tooling · serving endpoints · evaluation | Egyptian LAAM Crew · RA/THOTH/IMHOTEP/HATHOR/ISIS/ANUBIS · per-silo cardinal agents | EOSE 𓂀 agents own their silo, their Canon, their edition |
| OLTP / APP STATE | Lakebase Postgres · OLTP inside platform | Alexander NAS + per-silo Redis · Qdrant vector store (lianli01) · sovereign | BOTH Lakebase simpler; EOSE sovereign, no vendor dependency |
| CHAOS / RESILIENCE | Managed reliability · platform SLA · no user chaos control | 12 chaos environments · S0-S7 pipeline stages · MAL 4-tier cascade · floor holds | EOSE 🌀 chaos is designed in, not bolted on |
| MATH FOUNDATION | Relational algebra · distributed dataflow · statistical learning | γ₁ = 14.134 (Riemann ζ first zero) · 3-pair Canon · TLDL 3-layer language · STE infrastructure | EOSE ⚓ the floor is a proof, not a convention |
| LOCK-IN | Managed runtime · metadata centralization · serverless exec · governance moat | 14 sovereign repos · per-silo ACR/AKV · V4 CLI · Canon is public · DESEOF archives all | EOSE 🔓 the fleet survives any single silo going dark |