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MalciBux
Engineering capability behind every product

Capability matrix

Each capability lists an honest experience level and the evidence behind it — a product it was applied in, a technology used, or a note that it is design-stage only. No score is assigned without a cited reference.

Cloud

CapabilityExperienceEvidenceAssociated products
AWSWorking knowledgeApplied in Project Horizon and Project Ember architecture.
AzureWorking knowledgePlanned connector target; not yet in production use.
Google CloudWorking knowledgePlanned connector target; not yet in production use.

Cybersecurity

CapabilityExperienceEvidenceAssociated products
Threat DetectionWorking knowledgeCore to Project Beacon's correlation engine.
Threat IntelligenceWorking knowledgeApplied via STIX/TAXII feed normalization in Project Beacon.
IAMWorking knowledgeApplied in the Project Compass concept design.
Zero TrustWorking knowledgeReference-architecture design work for Project Compass.
Application SecurityWorking knowledgeApplied across this platform's own secure-by-design build (input validation, auth, headers).—
Cloud SecurityWorking knowledgeConcept-stage design for Project Horizon.
Vulnerability ManagementWorking knowledgeConcept-stage design for Project Vantage.
GRCWorking knowledgeApplied in Project Solace's control-mapping pipeline.
SIEMWorking knowledgePlanned export integration target; not yet in production use.
SOARWorking knowledgeReferenced as a later-stage roadmap capability, not yet built.
PKIWorking knowledgeConcept-stage design for Project Cipher.
Security AutomationWorking knowledgeApplied across evidence-ingestion and finding-generation pipelines.

AI

CapabilityExperienceEvidenceAssociated products
LLMWorking knowledgeApplied in Project Solace's finding generation and Project Ledger's provider integrations.
Generative AIWorking knowledgeApplied in citation-grounded finding generation for Project Solace.
RAGWorking knowledgeCore retrieval architecture behind Project Solace's control-mapping pipeline.
AI AgentsWorking knowledgeDesign exploration only; no production agentic workflow shipped yet.—
Agentic AIWorking knowledgeDesign exploration only; no production agentic workflow shipped yet.—
LLMOpsWorking knowledgeApplied in Project Ledger's usage-tracking and provider-attribution pipeline.
AI SecurityWorking knowledgeConcept-stage design for Project Meridian.
AI GovernanceWorking knowledgeConcept-stage design for Project Meridian.

Engineering

CapabilityExperienceEvidenceAssociated products
PythonWorking knowledgeUsed across evidence-ingestion, correlation and scanning pipelines in multiple products.
TypeScriptWorking knowledgeUsed to build this platform and the Project Ledger application.
Node.jsWorking knowledgeRuntime for this platform and API layers across the portfolio.—
Next.jsWorking knowledgeFramework used to build this platform.—
DockerWorking knowledgeUsed for local development and CI environments.—
KubernetesWorking knowledgePlanned deployment target; not yet a production dependency.—
TerraformWorking knowledgeUsed for cloud environment provisioning in cloud-facing product prototypes.
CI/CDWorking knowledgeGitHub Actions pipeline covering lint, type-check, test and build for this platform.—
API EngineeringWorking knowledgeZod-validated REST API layer implemented across this platform.—

Architecture

CapabilityExperienceEvidenceAssociated products
Enterprise ArchitectureWorking knowledgeApplied in structuring the product portfolio and access-control model.—
Cloud ArchitectureWorking knowledgeApplied in the Project Horizon connector design.
Security ArchitectureWorking knowledgeApplied in this platform's access-control, secrets and header hardening design.—
Data ArchitectureWorking knowledgeApplied in the relational schema underpinning products and documents.—
AI ArchitectureWorking knowledgeApplied in the RAG and citation-grounding pipeline for Project Solace.
Integration ArchitectureWorking knowledgePlanned connector architecture across cloud and identity product concepts.