AXIOMSYSTEMS / strata
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Module 5 · Live

Generative Engineering
Pipeline

Closes the loop on physical design. Routes structural-failure verdicts through the AXIOM auto-tiering gateway to propose verifiable code-edits, with human approval before commit. The first AXIOM module where LLM output changes physical artifacts, not text.

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LIVE strata.axiom.systems · axiom1 (.110) + GCP burst (axiom3 eu-north1)
Capabilities

Nine validation gates. One closed loop.

Every part is scored on mass, aero, stability, drag, structural safety, and printability before it reaches the printer. Failures auto-route to the LLM that knows the most about that gate.

Multi-Physics Validation

Mass, aero, stability, drag, structural safety, and printability — nine gates per part, scored in seconds. Each gate independent, each result audited to the database.

Auto-Tiered Fix Proposals

Every FAIL routes through the AXIOM gateway with full context: stress hotspots, coordinates, generator source. The LLM emits a structured edit proposal validated against a generator-primitive schema.

Human-Gated Closed Loop

Proposals land in .handover/proposals/ for human approval before any code change reaches the generator. No autonomous code rewrites; every commit traceable to a named approver.

Live cluster status

served by — · loading…
axiom1
— probing
Sandbox

Run a part through the pipeline

Same API the operator dashboard uses. Auth via gateway-issued key.

POST https://strata.axiom.systems/strata/pipeline API key auto-filled: axm_392b6134…
Request body
{
  "stl": "STRATA-FIN-v65-servo-eliminated.stl",
  "gates": ["tolerance", "mass", "aero", "stability", "fea"]
}
Response shape (200 OK)
{
  "id": "e54f4781-...",
  "status": "done",
  "verdict": "PASS" | "MARGINAL" | "FAIL" | "SOLVER_TIMEOUT",
  "result": {
    "mass":      { "mass_g": 47.3, "cg_mm": [42, 0, 9] },
    "aero":      { "cn_alpha": 1.34, "cp_mm": [381, 0, 0] },
    "stability": { "static_margin_caliber": 1.66, "verdict": "PASS" },
    "fea": {
      "max_vm_MPa": 28.4, "safety_factor": 1.79,
      "displacement_max_mm": 0.74, "n_nodes_with_stress": 12834,
      "top_hotspots": [
        { "rank": 1, "vm_MPa": 28.4, "location_xyz_mm": [42.1, 0.0, 8.2],
          "displacement_mm": 0.74 }
      ]
    }
  },
  "proposal_path": null
}
If verdict = FAIL or MARGINAL
"proposal_path": "/.handover/proposals/2026-04-22_1611-fea-fail-strata-fin-v65.PROPOSED.md"