---
id: KONT-WP-0010
type: workplan
title: "Observability Export And Enterprise Readiness"
domain: markitect
repo: kontextual-engine
status: todo
owner: codex
topic_slug: markitect
planning_priority: high
planning_order: 10
created: "2026-05-05"
updated: "2026-05-05"
state_hub_workstream_id: "09d769a5-a3cf-4cdf-ae5e-b4ecf767f109"
---

# KONT-WP-0010: Observability Export And Enterprise Readiness

## Purpose

Add the operational surfaces that make the engine inspectable, recoverable,
portable, measurable, and ready for enterprise-oriented expansion: metrics,
events, job inspection, recovery actions, governed export packages, governance
inspection, extension hooks, backend abstraction readiness, quality signals,
cost signals, and MVP compliance reporting.

## Requirement Coverage

Primary: FR-200 to FR-207 and FR-220 to FR-225.

Supporting: FR-183 to FR-188, FR-127 to FR-132, FR-070, FR-166 to FR-168,
FR-240 to FR-245.

## Architecture Constraint

Implement observability, export, events, webhooks, and recovery through the
ports, services, audit model, and export package model described in
`docs/architecture-blueprint.md`. Export and observability must preserve policy
checks and must not require direct storage access.

## markitect-tool Boundary Remark

Observability and export should surface Markitect adapter provenance, snapshot
identity, selector references, context-package manifests, and operation
provenance where markdown-backed assets depend on them. Export formats remain
engine-owned and should include Markitect payloads as documented adapter
sections, not as the whole portability model.

## E10.1 - Expose operational metrics events and job inspection

```task
id: KONT-WP-0010-T001
status: todo
priority: high
state_hub_task_id: "ce6cfbc4-b171-4f03-a27b-c46abbde85a0"
```

Expose operational telemetry for ingestion, retrieval, indexing,
transformations, workflow jobs, permissions, audit, exports, and service
health.

Acceptance:

- Operators can inspect current and historical job state.
- Metrics include ingestion throughput, query latency, API latency, workflow
  completion, failure rate, queue age, and storage/index health.
- Events use correlation IDs that line up with audit records.

## E10.2 - Implement administrative recovery actions

```task
id: KONT-WP-0010-T002
status: todo
priority: high
state_hub_task_id: "8f0ead65-79be-42e3-8ec8-43d146bb3934"
```

Provide authorized recovery actions for retry, re-run, re-index, cancel,
quarantine, repair, and failure inspection.

Acceptance:

- Recovery actions enforce permissions and audit events.
- Common ingestion, indexing, workflow, and transformation failures are
  recoverable without direct database edits.
- Partial failure reports remain available after recovery.

## E10.3 - Implement export packages manifests and integrity validation

```task
id: KONT-WP-0010-T003
status: todo
priority: high
state_hub_task_id: "54ed199f-636e-4cfd-898f-fd6ad0057b61"
```

Implement governed export packages for assets, normalized representations,
metadata, relationships, provenance, versions, audit references, and derived
artifacts.

Acceptance:

- Exports can be scoped by asset ID, collection, query, workflow run, source
  system, lifecycle state, date range, or governance policy.
- Export manifests include schema version, counts, hashes, actor, time, and
  policy context.
- Export validation can detect missing records or integrity mismatches.

## E10.4 - Implement governance inspection and reporting hooks

```task
id: KONT-WP-0010-T004
status: todo
priority: medium
state_hub_task_id: "c62c5f36-30d9-4469-90cf-5dc3d37588ba"
```

Expose governance inspection for permission coverage, policy gaps, stale
permissions, missing metadata, lifecycle exceptions, access anomalies, retention
coverage, legal holds, and audit completeness.

Acceptance:

- Governance reports can be generated for selected scopes.
- Reports identify under-classified, overexposed, stale, held, or
  policy-conflicted assets.
- Reporting respects authorization and redaction policy.

## E10.5 - Implement extension events webhooks and backend abstraction readiness

```task
id: KONT-WP-0010-T005
status: todo
priority: medium
state_hub_task_id: "f1713b41-0535-47fc-ba7e-054aea93f8cf"
```

Prepare the extension surface for source adapters, extractors,
transformations, validators, policy modules, webhooks, events, and backend
swapping.

Acceptance:

- Extension points are documented and covered by contract tests.
- Events can be emitted for asset changes, ingestion completion, workflow
  status, policy exceptions, derived artifact creation, and review decisions.
- Storage, index, queue, workflow, AI, and model backend abstractions remain
  externally semantic-preserving.
- Markitect adapter contract tests are part of the extension compatibility
  posture for markdown-related engine capabilities.

## E10.6 - Capture retrieval AI cost and quality signals

```task
id: KONT-WP-0010-T006
status: todo
priority: medium
state_hub_task_id: "1d36035a-b211-49e9-935c-382d52aa3639"
```

Capture retrieval quality, AI operation, and cost signals where available.

Acceptance:

- Retrieval metrics include precision hooks, zero-result rate, low-confidence
  result rate, and feedback counts.
- AI usage can record model calls, token or compute usage, provider errors, and
  estimated operation cost where adapters provide them.
- Signals can be attributed to assets, workflows, agents, applications, and
  actors.

## E10.7 - Add performance smoke tests and MVP compliance report

```task
id: KONT-WP-0010-T007
status: todo
priority: medium
state_hub_task_id: "057c7bcf-f224-4d9f-9161-6bfff4948e95"
```

Create smoke tests and a compliance report against the V0.2 MVP acceptance
perspective.

Acceptance:

- Smoke tests measure representative ingestion, query, workflow, and export
  behavior.
- MVP compliance report maps implemented behavior to FRS P0 requirements.
- Remaining P1/P2 gaps are explicit and prioritized.

## Definition Of Done

- Operators can inspect, diagnose, recover, export, and evaluate MVP engine
  behavior through supported surfaces.
- Export packages preserve enough context for inspection and migration.
- Observability, events, recovery, and export follow
  `docs/architecture-blueprint.md`.
- `python3 -m pytest` passes.