AI ENGINEERING & OPERATIONS

SABO AI Operations Pod — Governing a 23-Agent Fleet Under Strict SDLC

How SABO operates a 23-agent autonomous engineering fleet running multi-tenant software, governed by PR gates, CI verification, and strict human-in-the-loop oversight.

Industry
AI Engineering & Operations
Timeline
Ongoing — production fleet operations
Services
Build · Automate
Focus
AI Agents · SDLC Governance · Autonomous Operations

Business context

Multi-agent coding systems can trigger notification fatigue, rate-limit exhaustion, and unmonitored repository drift. Prior to September 26, 2026, uncoordinated 30-minute polling loops flooded the Owner with over 75 Telegram messages per day and consumed 77% of the fleet weekly LLM token budget.

End-to-end approach

Decoupled repetitive polling from push messaging into local logs and an asynchronous owner queue; overhauled the ops-check watchdog to eliminate 266 false DOWN runs; enforced strict PR → CI → independent review → CTO merge gates; and deployed approvals.deny security guardrails across all 23 profiles.

THE IMPACT

23
Agent profiles
100%
PR-governed changes
0
Unsupervised prod merges
Verified
CI exit-code enforcement

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