Pillar 02 · Governed Reasoning Infrastructure

Deterministic rules meeting governed LLMs.

AEGIS combines strict deterministic detector logic with multi-tier LLM routing (LiteLLM) to extract structured operational findings, keeping model spend metered and reasoning auditable.

Reasoning Pipeline

From raw signal to structured proposal.

How AEGIS processes operational input with cost control and model discipline.

01 Pre-filter

Deterministic Guard

Evaluates source context existence; skips LLM execution if sources are empty or degraded.

zero-cost
02 Policy

Model Resolver

Selects model tier based on task intent (e.g. `openrouter-mini` vs `openrouter-gpt4o`) and agent budget.

budget-gated
03 Extraction

Structured Prompting

Extracts structured catch JSON with citable evidence fields and severity scores.

schema-locked
04 Audit

AI Audit Log

Appends model call metadata, token usage, latency, and cost to `ai_audit_log`.

auditable
05 Output

Proposal Surface

Delivers proposal card to Catch Ledger or Omni guidance without executing external writes.

proposed
Status Matrix

Intelligence capabilities posture.

Current operational scope vs active hardening and roadmap boundaries.

Live / Evidenced

  • LiteLLM gateway routing with tier-based model selection.
  • Hard per-agent monthly budget gates (`app.py:2016`).
  • Deterministic pre-call emptiness guards (0 token waste on empty tenants).
  • Append-only `ai_audit_log` for LLM telemetry.
  • Skill engine research freshness verification.

Live Seed / Hardening

  • Structured model policy failure metadata in UI.
  • True post-call spend attribution by tenant.
  • Prompt injection boundary labeling for untrusted email context.
  • Reconciled LiteLLM fallback chains for provider outages.

Not Claimed

  • Unbounded autonomous LLM execution without budget limits.
  • Universal LLM reasoning across unindexed enterprise data.
  • Self-improving prompts without human signature approval.
  • Zero-latency real-time stream analysis on raw mailboxes.

Examine our Model Policy & Cost Control Architecture.

Learn how AEGIS manages LLM COGS, model tiers, and budget gates under explicit governance.

Tech Stack Proof Fabric Pilot shape