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Notes from themessy middle.

Enterprise AI architecture, agent governance, RFP workflows, and the stuff nobody writes about until they have shipped it in production.

Latest post

Nuviax Team · May 4, 2026

Why your CFO doesn't trust the AI budget number you're showing him

Nuviax Team · May 4, 2026

Why your CFO doesn't trust the AI budget number you're showing him

Agent prompt

"Summarize contract #4821 and update the risk register…"

Prompt Inspection

PII redacted · injection blocked

Pass

Retrieval Sanitization

3 chunks filtered · 12 retained

Pass

RBAC Tool Gate

write_db blocked · read allowed

Warn

Response Validation

policy v2.4 · schema valid

Pass

Audit record emitted

policy

v2.4

actions

4 logged

export

SOC 2 ready

Nuviax Team · Apr 24, 2026

The HIPAA audit log your clinical AI pilot didn't produce

Orchestration Hub

Coordinating 4 agents · pipeline depth 3 · 468ms total

Retrieval

RAG · 98ms

active

Reasoning

CoT · 340ms

Validator

Policy · 22ms

Dispatcher

Routing · 8ms

Observability

Full trace · 100% coverage

Policy boundary

Enforced per agent hop

Deployment

SaaS · Cloud · Sovereign VPC

Nuviax Team · Apr 23, 2026

What breaks when you put RAG in front of a SharePoint tenant

Contract review · Procurement

AI active

Document · Contract #4821

AI findings · 3 issues

Clause 8.3 conflicts with preferred indemnity cap

Risk

Master Services Agreement · §8.3

Payment terms exceed 45-day procurement policy

Policy

Procurement Policy v3 · §4.1

Renewal auto-triggers without board approval gate

Governance

Governance Framework · §11

Nuviax Team · Apr 23, 2026

The IMDS compliance gap in every shop-floor copilot demo

Orchestration Hub

Coordinating 4 agents · pipeline depth 3 · 468ms total

Retrieval

RAG · 98ms

active

Reasoning

CoT · 340ms

Validator

Policy · 22ms

Dispatcher

Routing · 8ms

Observability

Full trace · 100% coverage

Policy boundary

Enforced per agent hop

Deployment

SaaS · Cloud · Sovereign VPC

Nuviax Team · Apr 23, 2026

The FNOL triage pipeline that passes a state insurance audit

Agent prompt

"Summarize contract #4821 and update the risk register…"

Prompt Inspection

PII redacted · injection blocked

Pass

Retrieval Sanitization

3 chunks filtered · 12 retained

Pass

RBAC Tool Gate

write_db blocked · read allowed

Warn

Response Validation

policy v2.4 · schema valid

Pass

Audit record emitted

policy

v2.4

actions

4 logged

export

SOC 2 ready

Nuviax Team · Apr 23, 2026

Why the ATO conversation stalls on the LLM layer, and how to restart it