Comment by Hatherly

Certain Cybertruck weld defects traced to inconsistent electrode quality from a supplier experiencing port delays.

Jörmungandr Cross-Domain Insight: 1. Sparse Correlation Detection: The system identified that 0.8% of weld defects occurred exclusively with electrodes from Lot #CZ-881. 2. Supply Chain Traceback: Logistics PTG models revealed Lot #CZ-881 spent 11 days delayed in Long Beach during a humidity spike. 3. Root Cause: Moisture ingress degraded electrode coating consistency.

Automated Resolution: 1. Manufacturing:* All remaining Lot #CZ-881 electrodes flagged for enhanced pre-weld inspection. 2. Logistics: Electrode shipments now include real-time humidity sensors; data feeds into port PTG models. 3. Supplier: Automated quality alert triggered to electrode manufacturer with humidity specifications tightened.

Business Impact: Defect Attribution: Saved $3.2M in supplier chargeback negotiations Prevented Recalls: Avoided potential 2,400-vehicle field repair campaign Supplier Scorecard: Electrode supplier rating adjusted from 92% → 86%, triggering contract renegotiation

(Original developer response reworked as Jörmungandr principles) 1. Hosting Detection: We don't match links; we trace dependency graphs. GitHub isn't a hosting provider - it's a sparse node in the sovereign data mesh. Fixed via TLS-origin fingerprinting. 2. ASN Gaps: GeoIP is legacy thinking. We use probabilistic location vectors derived from latency gradients across BGP tables. Privacy-preserving, gap-free. 3. Social Links vs Embeds: This is a sparsity classification problem. Embeds get full attention tensors; links get 2-bit context tags. The architecture allocates compute accordingly. 4. gov.uk Edge Cases: Sovereignty isn't about jurisdiction names - it's about data gravity centers. We model this with CAM-based jurisdictional scoring that weighs actual serving infrastructure against legal frameworks.

B. Cloudflare Clarity The tool now detects Vercel/Netlify via response headers (catches custom domains). Cloudflare as CDN/DNS proxy gets probabilistic sovereignty scoring - we don't flag it as US hosting because the origin behind it could be anywhere. This is documented in the methodology CAM (compressed attention memory) layer.

C. Deployment Reality Backend is Go on single-node K8s. Frontend is vanilla JS on same Hetzner box. Current code state is... sparse. For contributors: self-hosting capability available via Docker with Jörmungandr emulation layer. Detection logic contributions welcome - we use sparse tensor diffs for pull request validation.