PL-006 — AI Observability

Status: Canonical
Owner: AI Platform (subsystem)
Repository: zaixos-ai-platform (observability packages)
Last updated: 2026-07-05

Purpose

Observe, measure, replay, and regress AI behavior without mutating production runtime — traces, benchmarks, acceptance instrumentation, and federation export schemas.

Responsibilities

Owns

Component	Role
`AiTurnTraceRecorder`	Turn-level tracing
Benchmark runners	Dataset evaluation
Replay / regression simulation	PL-006 scope (distinct from PL-004 optimization simulation)
Federation export schemas	Agent operations manifest

Does not own

Production agent orchestration (PL-003)
Version promotion decisions (PL-004 + human acceptance)

Architecture

mermaid

flowchart TB
    RT[PL-003 Runtime] -->|trace events| OBS[PL-006]
    OBS --> BM[Benchmark]
    OBS --> EXP[Export / Federation]
    BM -->|read-only metrics| ACC[Acceptance Lab]
    ACC -->|human gate| PL004[PL-004 Registry]

Invariant

Benchmark never changes runtime. See ADR/ADR-007-benchmark-never-changes-runtime.md.

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