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Add honest SDA deployment-source evidence (#3)

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metadata

license: apache-2.0
title: SZL SDA
emoji: 🛰️
colorFrom: green
colorTo: indigo
sdk: docker
app_port: 7860
pinned: false
short_description: Sovereign domain superiority; signed receipt per verdict.
tags:
  - anomaly-detection
  - sensor-fusion
  - domain-awareness
  - receipts
  - governance
  - szl-holdings

SZL HOLDINGS — SDA (Sovereign Domain Superiority)

A self-contained, mobile-friendly surface that explains and demonstrates SZL SDA — SZL's clean-room sovereign Domain-Superiority engine, khipu-sda-core. It delivers:

multivariate + graph anomaly detection;
multi-sensor track fusion into a Common Operating Picture;
a Λ-gated advisory verdict; and
a signed provenance receipt for every threat call.

SZL SDA is inspired by True Anomaly's Mosaic capability (sensor-fusion COP, OODA acceleration, ML threat-warning). SZL is not affiliated with True Anomaly and no proprietary code was seen or copied — the capability was rebuilt clean-room from public descriptions and a verified-permissive lineage.

What this shows

Hero — one investor sentence: anomaly detection + track fusion, with a signed receipt for every verdict.
The capability (honest, plain) — multivariate + graph anomaly detection, multi-sensor track fusion → Common Operating Picture, an SGP4 orbital-conjunction seed clearly labelled SPACE ROADMAP (today's live surface is air / maritime / counter-UAS), Λ-gated advisory confidence, and a signed provenance receipt per verdict.
A live COP visual — an elegant canvas Common Operating Picture: fused tracks as blips, an anomaly overlay coloured by score, a per-track anomaly-score panel, and a sensor-fusion convergence diagram. It reads the live killinchu /api/killinchu/v1/mosaic/cop endpoint when reachable (re-labels LIVE), and the sovereign GPU fabric via https://a-11-oy.com/api/a11oy/v1/compute-pool with an honest SNAPSHOT fallback; otherwise it shows clearly labelled demo data.
The moat — a verified verdict receipt panel showing the honest DSSE-shaped fields (method, inputs hash, anomaly score, fused track id, Λ verdict allow/advisory/deny, conformal CI, walltime, verified flag), an "ask the fabric — verify a receipt" widget, and the honest synthetic-data baseline metrics with the clear caveat that they improve with real training.
Where it fits — powers killinchu (Track Board / Threat-DB / Mosaic COP view, PR #118), governed by a11oy (Governed Anomalies, PR #356), air-gap deployable via the szl-sda UDS bundle.

Honest baseline metrics (synthetic data — REAL numbers)

From khipu-sda-core's szl_mosaic_validate.py on synthetic tracks with injected anomalies (sustained maneuver, RCS spike, heading weave); thresholds set from the calibration distribution, not tuned to the test anomalies:

Channel	Precision	Recall	F1
Point ensemble (iForest + AE + robust-z)	0.44	0.74	0.55
Graph-relational (GDN-style velocity dev.)	1.00	0.35	0.52
Fused consensus (0.5·point + 0.5·graph)	0.40	0.70	0.51

Track fusion: 6 fused COP tracks recovered from 6 true objects across 2 noisy sensors.

These are honest synthetic-data baselines, not operational accuracy. The graph channel correctly misses the RCS spike (no kinematic signature) — the right behaviour, not a bug. Numbers improve with real training data and will be re-measured on the live GPU fabric and re-issued with a real signed DSSE receipt — never inflated.

Attribution (clean-room adoption — cite, never plagiarize)

Inspiration only from True Anomaly Mosaic public descriptions (Mosaic; Eric Hilmer / True Anomaly, LinkedIn). Not affiliated; no proprietary code seen or copied.
Methods re-implemented from a verified-permissive lineage: PyOD (BSD-2), PyGOD (BSD-2), Merlion (BSD-3), TODS (Apache-2.0), tsod (MIT), GDN (MIT), GraGOD (MIT), python-sgp4 (MIT).
alibi-detect EXCLUDED (Seldon BSL-1.1); CI-enforced absent in khipu-sda-core.
Verify-receipt widget UI pattern inspired by smolagents (Apache-2.0) and assistant-ui (MIT); rebuilt SZL-native, no code copied.

Honesty doctrine v11 (badges shown in-app)

Λ = Conjecture 1 — advisory only (allow / advisory / deny); never "proven trust", never a false green.
Khipu BFT settlement = Conjecture 2 (advisory). killinchu effectors = simulated.
Orbital SDA / threat-warning = ROADMAP — air / maritime / counter-UAS is live. The SGP4 conjunction stub seeds the roadmap; SZL does not claim to fly in orbit.
Receipts ship honestly UNSIGNED / verified:false until a real DSSE signature is applied downstream (szl_lake / khipu Ed25519/P-256); no signature is ever fabricated.
Anomaly scores, confidence bands, and all $/credit figures = ESTIMATE; walltime = MEASURED only where labelled. Synthetic / demo data is labelled as such. No free energy.
sovereign = own-metal only — hosted APIs are labelled "hosted fallback — not compute you own".

Tech / sovereignty

Static HTML/CSS/JS behind a small hardened read-only Python file server. 0 runtime CDN — three.js r160 (MIT) is vendored locally under assets/three.module.min.js (see assets/THREE_LICENSE.txt). The COP canvas, score panel, verify widget, and fabric reader are self-contained. System fonts only (Calibri / system-ui stack). There is no application database, write API, or frontend build step.

Mobile system per the estate mobile spec: ≥12px font floor, ≥44px tap targets, safe-area-inset, 0px horizontal overflow at 320/360/390/768, prefers-reduced-motion, WCAG AA.

Deployment-source evidence

GET /.well-known/szl-source.json reports the measured Hugging Face repository head and the source-resolution boundary. The inferred name-matched repository szl-holdings/sda returned GitHub 404, so the document states PENDING_SOURCE_RESOLUTION / UNKNOWN, leaves source.commit null, and explicitly does not claim GitHub parity, a reproducible build, or exact serving-process provenance. ?refresh=1 bypasses the short repository-head cache. The response is read-only, no-store, and inherits the same security headers as the rest of the Space.

Branding

Deep-space dark, teal #01696F / cyan #3DD6FF / violet #7C5CFF glow, glassmorphism, system fonts — consistent with the cathedral / energy / khipu / llm-router / anatomy / mechanics estate spaces.

Citation

Part of the SZL Holdings Ouroboros Thesis — concept DOI 10.5281/zenodo.19944926 (Stephen P. Lutar, Jr., ORCID 0009-0001-0110-4173). Doctrine v11 LOCKED; Λ = Conjecture 1.

Signed-off-by: Stephen Lutar stephenlutar2@gmail.com

SZL Estate

Part of the SZL Holdings governed-AI estate — governed AI you can prove: every decision carries a signed, checkable receipt.

Flagship: a11oy command console → a-11-oy.com
Orgs: GitHub · szl-holdings · Hugging Face · SZLHOLDINGS
Related Spaces: 🦅 killinchu · 🫀 anatomy · 🌌 cosmos

Status: responding as of 2026-07-09 (HF Space root probe, this session).

_{Doctrine v11 · Λ = Conjecture 1 (advisory — never "green"/theorem; open) · honest by design · public data only.}