SUDOLABS AI PORTFOLIO AGENT
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Independent proof of concept · not affiliated with or endorsed by the Federal Courts · not legal advice. © 2026 Mustafa Siddiqui. Original text, diagrams, designs and authored responses are copyright Mustafa Siddiqui.
SUDOLABS ENGINE ROOM
SYSTEM ARCHITECTURE · CURRENT MVP

Two paths: controlled knowledge in, grounded answers out.

Select a component to inspect its responsibility. Solid components exist in the current portfolio MVP; dashed components represent the stronger production pattern.

SudoChat Application + Controlled Knowledge
INGEST / PREPARE
AI Engineer
1
2
3
QUERY / RESPOND
Visitor
4
5
The Azure Function only mints a short-lived Direct Line token. After that, the browser talks to Direct Line directly; the long-lived Copilot secret never enters browser code.
Microsoft Cloud (SaaS)
knowledge available to the agent
grounded response returns through Direct Line
GUARDRAILS Scope · abstention · false-premise correction 20-control matrix now documented and moving into regression evaluation.
SECURITY Secret boundary · origin checks · least privilege Threat model separates public MVP controls from Court-deployment requirements.
EVALUATION Grounding · retrieval · injection · latency Model and KB changes are treated as releases that can regress quality.
COURT DISCOVERY Known · inferred · discovery required · proposed Internal Court architecture is never guessed from public information.