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Risk register builder
ComplianceTurn a finding, incident or threat into a structured risk-register row: inherent likelihood × impact, existing controls, treatment, owner and residual risk.
The routing recipe
Job typeStructured extractionPolicyBalanced
routes to
DiffusionGemma 26B-A4B nvidia
nvidia:google/diffusiongemma-26b-a4b-it
87.8
match score
78.5
task fit
100
cost
97.7
speed
Why this model from benchmarks & capabilities
- "Structured extraction" leans hardest on instruction; DiffusionGemma 26B-A4B scores 76/100 there — #40 of 54.
- Strength on this class of work shows up on IFEval, IFBench (instruction following), where Google models are competitive.
- Cost: runs on NVIDIA free credits / self-hostable NIM — effectively $0 marginal. Speed: ~1100 tok/s (estimated).
- Chosen over Nemotron 3.5 Lightning 30B-A3B for faster.
| Capability the job needs | Weight | DiffusionGemma 26B-A4B | Catalog rank |
|---|---|---|---|
| instruction | 1.00 | #40 of 54 | |
| tool_use | 0.60 | #47 of 54 | |
| speed | 0.60 | #1 of 54 |
Relevant benchmarksIFEval IFBench (instruction following)
EconomicsCost: runs on NVIDIA free credits / self-hostable NIM — effectively $0 marginal.
Speed: ~1100 tok/s (estimated). vs runner-upChosen over Nemotron 3.5 Lightning 30B-A3B for faster. (Nemotron 3.5 Lightning 30B-A3B, score 87.2)
Speed: ~1100 tok/s (estimated). vs runner-upChosen over Nemotron 3.5 Lightning 30B-A3B for faster. (Nemotron 3.5 Lightning 30B-A3B, score 87.2)
Example result
Sample input ▾
Pentest found our staging S3 bucket was publicly listable (no sensitive data today, but staging mirrors prod IaC, so the same template could expose prod).
RISK-0042 — Publicly listable S3 bucket (IaC drift)
Category: Cloud misconfiguration
Description: Staging bucket allows public listing; shared Terraform module risks the same on prod.
Inherent: Likelihood 4 × Impact 4 = 16 (High)
Existing Controls: None on the module; manual review only.
Treatment: Mitigate.
Action: Add `block_public_access=true` to the shared module + a tfsec/Checkov CI gate. Owner: Platform Eng.
Residual: Likelihood 1 × Impact 4 = 4 (Low). Review: 90 days.
Test it on your own data