Persona · AI / ML Engineer

Ship AI features. Sleep at night.

AI-BOM for the models, prompts, and datasets you ship. Inline prompt-injection defense. MCP server governance scoped to your IAM. Reachability across the agent tool graph.

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What your week looks like today.

Customers ask 'what AI is in this feature?' You build the answer from memory each time.

Your MCP servers have ambient access to the data warehouse; nobody documented the scopes.

A third-party tool you added last sprint just sent crafted output that hit a prompt-injection.

Your model evals are in a notebook nobody else can run.

Security asks for SBOM of your prompt library. You don't have one.

EU AI Act timelines are creeping in. Legal asks for documentation. You shrug.

Benefits, by use case.

Line by line — what each use case does for your specific role.

Use case
Benefit to you
Metric
AI-BOM
Models, prompts, datasets per release — CycloneDX 1.6.
Per release
Prompt-injection defense
Inline at the agent layer.
Inline
MCP server scoping
Capability scopes tied to your IAM.
IAM
Tool-graph reachability
Know what agents actually call in prod.
Live graph
Eval harness
Reproducible model evals in CI.
Reproducible
Data lineage
DSPM over training + prompt data.
DSPM
Model distillation safety
Watermarks, provenance, license check.
Provenance
AI Act readiness
EU AI Act + CRA evidence packs.
AI Act

What you'll actually use.

AI-native and traditional, in the rhythm of your week.

AI-Native
  • AI-BOM
    CycloneDX 1.6 bill-of-materials for AI.
  • Griffin AI
    Reasoning over the agent + tool graph.
  • Guardrails
    Inline prompt-injection / exfil defense.
  • MCP Server
    Capability-scoped tool access.
  • Eval Harness
    Reproducible model evals in CI.
Traditional
  • SBOM Studio
    Underlying SBOM for ML services + dependencies.
  • Secret Detection
    Pre-commit catches API keys in prompts.
  • IaC Security
    Scopes for the data-warehouse perms agents need.
  • Scanner Suite
    Same engine for ML services as everything else.
  • Compliance Reporting
    EU AI Act + CRA evidence packs.

Wire up your model catalog.