AIOps — End-to-End Ticket Walkthrough with Skill Discovery

End-to-End: Ticket → Skill Discovery → Agent Execution → Memory → Learning Loop

Real skill: storage-replication-debug · Sample ticket: SNOW-INC0012847 · NetApp SnapMirror broken

● Live trace 6 agents active storage-replication-debug v1.0 7 skill steps executed

ServiceNow — INC

SNOW-INC0012847

NetApp SnapMirror replication broken — Finance volumes not syncing to DR site

PriorityP2 — High

CategoryStorage / Replication

vol_finance_prod → vol_finance_dr

StateBroken-off

Lag8h 14m

SystemNetApp ONTAP AFF-A400

Site ALON-PROD-NAS01

Site BMAN-DR-NAS01

Opened08:42 UTC

Assigned toStorage-L2-Team

Execution steps — click to trace

Ticket arrives & Orchestrator INIT

Orchestrator Runtime

Planning — DAG generated

Planner → Orchestrator

Event Correlation + Skill Discovery

Tier 2 Perception

Root Cause Analysis (uses skill)

Tier 3 Analysis

Impact Analysis

Tier 3 Analysis

Human approval gate (L1)

Policy Engine

Auto-Remediation (executes skill)

Tier 4 Action

Communication Agent

Tier 4 Action

Postmortem + Learning Loop

Knowledge Curator

Step 1 of 9 · 08:42:03 UTC

Ticket arrives — Orchestrator INIT

Orchestrator Runtime State Machine IDLE → INIT → PLANNING

PERCEIVE

ServiceNow webhook fires. Payload: INC0012847, category=Storage/Replication, priority=P2, CI=vol_finance_prod, description="NetApp SnapMirror broken-off, lag 8h 14m"

INIT

Orchestrator transitions IDLE → INIT. Writes corrId=inc-12847 to State Store (PostgreSQL). Starts audit span in App Insights. Sets cost budget: P2 = $2.00 max.

Memory reads at INIT

⚡Working MemSEEDintent=storage-replication-failure, corr_id=inc-12847, sla=P2, budget=$2.00

🔍Episodic MemRAGQuery: "NetApp SnapMirror broken-off replication failure" → top-3 past incidents retrieved

Top-3 similar past incidents (Episodic Memory retrieval)

0.94

INC0009234 — SnapMirror broken-off, Finance vol, lag 6h

RCA: EMS error snapmirror.dst.error / Fix: snapmirror resync / MTTR: 23min

0.81

INC0008891 — SnapMirror quiesced, source snapshot missing

RCA: Source snapshot deleted / Fix: initialize new baseline / MTTR: 4h 12min

0.74

INC0007115 — Replication lag, network MTU mismatch between sites

RCA: Network MTU 1500 vs 9000 / Fix: routed to Network team / MTTR: 2h 45min

These 3 examples are loaded into Working Memory and will be in every agent's LLM context for this incident.

📚Semantic KBREADRunbook candidates for "storage replication" queued for skill discovery step

Step 2 of 9 · 08:42:08 UTC

Planning — Orchestrator generates execution DAG

Planner Agent Orchestrator inner shell INIT → PLANNING → DISPATCHING

LLM Call 1 — Plan generation (GPT-4o, 1 of max 3)

System prompt includes: available agents, incident context, top-3 episodic examples, cost budget $2.00

"Storage replication failure. Category: NetApp SnapMirror. State: broken-off. Lag: 8h+.

Similar incident INC0009234 (sim=0.94) was resolved with snapmirror resync in 23min. Incident INC0007115 (sim=0.74) required network team — lag spike + network MTU mismatch.

Plan: (1) Correlate ticket → classify family. (2) RCA: run health checks per skill steps 1–3. (3) Impact: finance data, DR gap = 8h risk. (4) If RCA confirms storage issue: request L1 approval for resync. (5) If network suspected: route to Network team per skill step 5. (6) Communicate. (7) Postmortem."

Plan produced: 6-step DAG, steps 3 and 4 can run in parallel after RCA completes

Confidence: 0.88 · Tokens: 1,847 in / 412 out · Cost: $0.0089

Execution DAG — validated by Policy Engine before dispatching

Step 1

Event Correlation Agent

depends_on: [] (immediate)

PARALLEL-GROUP A

↓

Step 2

RCA Agent

depends_on: [step 1]

↓ (parallel from step 2 result)

Step 3a

Impact Analysis

depends_on: [2] parallel

Step 3b

Auto-Remediation (pending L1)

depends_on: [2] → L1 gate

↓

Step 4

Communication Agent

depends_on: [3a, 3b]

↓ (post-resolution)

Step 5

Postmortem + Knowledge Curator

depends_on: [4]

✓ Policy Engine approved all steps · Plan hash stored in State Store · Transitioning to DISPATCHING

⚡Working MemWRITEplan_hash=sha256:a7f3c2, plan_dag=[6 steps], approved=true, dispatching=true

Step 3 of 9 · 08:42:11 UTC

Event Correlation + Skill Discovery

Event Correlation Agent skills registry

PERCEIVE

Reads Working Memory: incident context + top-3 episodic examples. Receives ticket fields: category=Storage/Replication, description mentions "SnapMirror", "broken-off", "lag".

REASON

LLM Call 1: Classify incident family. Input: ticket + episodic context. Output: "storage-replication-failure" family, confidence 0.97. Trigger: keyword "SnapMirror" + state "broken-off" + lag >1h.

ACT

Writes classification to Working Memory. Triggers skill discovery via vector_search on Semantic KB.

⚡ Skill Discovery — How agents find the right skill

The agent does NOT hardcode which skill to use. It calls vector_search on the Semantic KB (Azure AI Search) with the classified incident type. The skill registry (analogous to skills.sh but private/internal) returns the best matching skill by semantic similarity.

Tool call → vector_search (via MCP Gateway)

vector_search(query="storage replication failure NetApp SnapMirror broken-off diagnosis", collection="skill_registry", top_k=3)

Results returned from Semantic KB (skills indexed as SKILL.md documents)

0.97

similarity

storage-replication-debug SELECTED

v1.0 · IBM SVC / NetApp ONTAP · 7-step procedure · Category: Diagnostic+Remediation

Covers end-to-end triage for storage replication failures: IBM SVC/FlashSystem and NetApp ONTAP. Steps 1–3: diagnosis. Steps 4–5: fix or network route. Steps 6–7: log collection + close. The "Broken-off" state is explicitly handled in Step 4.

npx skills add aiops/storage-replication-debug (internal registry equivalent)

0.71

similarity

network-connectivity-debug

v2.1 · Network link / MTU / routing issues

Not selected — storage replication skill covers the network routing decision in step 5.

0.52

similarity

general-disk-io-debug

v1.3 · General disk I/O issues

Not selected — too generic, below 0.65 confidence threshold.

storage-replication-debug v1.0 loaded into Working Memory. All downstream agents (RCA, Auto-Remediation) will receive this skill as part of their context. They will execute the skill's 7 steps, not invent their own procedure.

⚡Working MemWRITEincident_family=storage-replication-failure · skill=storage-replication-debug-v1.0 · skill_confidence=0.97 · system_type=NetApp-ONTAP

📚Semantic KBSKILL LOADFull SKILL.md content loaded: 7 steps, all commands, routing templates → into LLM context for next agents

Step 4 of 9 · 08:42:18 UTC

Root Cause Analysis — executes skill steps 1, 2, 3

RCA Agent — Tier 3 skill: storage-replication-debug Max 3 LLM calls

PERCEIVE

Reads Working Memory: ticket fields + skill (storage-replication-debug) + top-3 episodic examples. Skill Step 1 says: extract system_type, alert/error, relationship name, time of failure, last known good, site/cluster. All present in ticket.

REASON

LLM Call 1: "Skill Step 1 complete from ticket. System: NetApp ONTAP. Relationship: vol_finance_prod→vol_finance_dr. State: Broken-off. Failure time: ~00:28 UTC (8h lag from 08:42). Similar incident INC0009234: same state, resolved with snapmirror resync. Proceed to skill Step 2: run health checks."

📋 Skill Step 1 — Ticket fields extracted (read-only, no tool calls)

System type: NetApp ONTAP AFF-A400

Error: State = Broken-off

Relationship: vol_finance_prod→vol_finance_dr

Failure time: ~00:28 UTC (inferred)

Last known good: Previous day (from ticket)

Sites: LON-PROD-NAS01 → MAN-DR-NAS01

🔬 Skill Step 2 — Initial Health Check (tool calls via MCP Gateway)

log_search

POLICY: L3 ALLOW read-only · no approval · 42ms

search_logs(query="SnapMirror vol_finance_prod EMS ERROR", timerange="last 24h", system="LON-PROD-NAS01")

EMS log output:

08:28:14 [ERROR] snapmirror.dst.error: SnapMirror transfer failed
  relationship: vol_finance_prod:default/vol_finance_dr:dr
  reason: Source snapshot 'hourly.2024-01-15_0025' deleted on source volume
  state transition: Snapmirrored → Broken-off

metric_query

POLICY: L3 ALLOW read-only · 28ms

query_metrics(system="LON-PROD-NAS01", metric="snapmirror_lag_seconds", relationship="vol_finance_prod→vol_finance_dr", range="24h")

Lag: 8h 14m · State: broken-off since 00:28 UTC · Last successful transfer: 00:25:44 UTC · Source snapshot deleted at 00:27:12 UTC

🔍 Skill Step 3 — Drill into broken relationship

log_search

POLICY: L3 ALLOW 32ms

search_logs(query="snapmirror show vol_finance_prod network ping intercluster", system="LON-PROD-NAS01", type="diagnostic")

snapmirror show -destination-path dr:vol_finance_dr
  State: Broken-off  Lag: 8:14:22  Health: false
  Error: Source snapshot for baseline missing
network ping -lif intercluster_lif_london -destination 10.22.1.45
  PASS: 0% packet loss, avg 2.1ms RTT  ← network is healthy

Network ping: PASS → NOT a network issue. Skill step 5 routing to Network team not required.

LLM Call 2 — RCA conclusion (2 of 3 max)

"EMS log confirms: snapmirror.dst.error triggered because source snapshot 'hourly.2024-01-15_0025' was deleted at 00:27:12 before transfer completed at 00:25:44.

Network ping passed — MTU mismatch (INC0007115 pattern) NOT applicable here.

Pattern matches INC0009234 exactly (sim 0.94): broken-off state, source snapshot deleted, resolved with snapmirror resync.

Root cause: Source snapshot deleted mid-transfer. Relationship entered broken-off state. Fix per skill Step 4: snapmirror resync -destination-path dr:vol_finance_dr WARNING per skill: Resync will OVERWRITE destination with source data. Requires L1 approval."

Root cause: Source snapshot deleted before transfer completed → SnapMirror broken-off · Fix: snapmirror resync · Confidence: 0.93

LLM calls used: 2/3 · This step cost: $0.0043 · Running total: $0.013

⚡Working MemWRITErca_conclusion="source snapshot deleted mid-transfer" · rca_confidence=0.93 · fix="snapmirror resync" · requires_approval=L1 · network_issue=false · skill_step_reached=4

🕸️KGWRITENew edge candidate: vol_finance_prod --[caused_by]--> snapshot_deletion · pending confirmation (will confirm on postmortem)

Step 5 of 9 · 08:42:31 UTC

Impact Analysis — runs in parallel with approval gate

Impact Analysis Agent — Tier 3 depends_on: [RCA step] · parallel with approval gate

PERCEIVE

Reads WM: rca_conclusion, skill loaded, CI=vol_finance_prod. Queries Knowledge Graph for downstream dependencies of vol_finance_prod.

graph_query

POLICY: L3 ALLOW

graph_query("MATCH (v:Volume {name:'vol_finance_prod'})-[:SERVES]->(app) RETURN app.name, app.criticality, app.sla")

Applications depending on vol_finance_prod: Finance ERP (criticality: CRITICAL, SLA: 99.9%), Month-End Reporting (HIGH, SLA: 99.5%), Audit Archive Service (MEDIUM, SLA: 99%)

LLM Call — Impact conclusion

"vol_finance_prod serves Finance ERP (critical). DR volume vol_finance_dr is 8h+ behind. If prod fails now: DR failover would restore to 00:25 UTC state — 8h+ of finance transactions at risk. Month-end close context: any month-end processing? Ticket opened Jan 15 — month-end likely active. Revenue at risk: Finance ERP downtime estimate ~£180K/hour based on KB revenue model. SLA breach: Finance ERP SLA 99.9% → 8h lag already creates exposure. Priority: restore replication urgently."

Blast radius: Finance ERP + Month-End Reporting · 8h+ DR gap · £180K/hr exposure · P2 confirmed correct (borderline P1 given month-end)

⚡Working MemWRITEblast_radius=Finance-ERP+Month-End · dr_gap=8h14m · revenue_risk=£180K/hr · sla_breach_risk=high · priority_confirmed=P2

Step 6 of 9 · 08:42:35 UTC

L1 Approval Gate — snapmirror resync overwrites destination

Policy Engine (OPA/Rego) skill Step 4 warning: OVERWRITE

Why L1? The SKILL.md for storage-replication-debug explicitly states in Step 4: "Resync will OVERWRITE the destination with source data. Confirm with customer before running." The Policy Engine pattern matches this: any action that OVERWRITES data = L1 approval required regardless of blast radius classification.

🔴 L1 Approval Required — Teams Adaptive Card sent to Storage-L2-Team approvers

What: snapmirror resync -destination-path dr:vol_finance_dr

Why: SnapMirror relationship in Broken-off state. Source snapshot deleted mid-transfer at 00:27:12 UTC. 8h 14m lag on Finance volumes.

Evidence: EMS log: snapmirror.dst.error · Network ping: PASS (not a network issue) · Similar: INC0009234 (sim 0.94) resolved same way in 23min

⚠️ OVERWRITE WARNING: Resync will overwrite vol_finance_dr with current vol_finance_prod data. DR volume will lose any writes made to DR since 00:25 UTC (none expected — broken-off means no writes reached DR).

Blast radius: vol_finance_dr only · Finance ERP (DR volume, no prod impact from this action)

Rollback: If resync fails: abort and restore from last snapshot. Relationship remains broken-off (current state preserved).

Expires: 10-minute timeout → escalate to Storage-L2-Manager

⚡Working MemWRITEapproval_status=PENDING · approver=Storage-L2-Team · action=snapmirror-resync · timeout=08:52:35

📋State StoreWRITEapproval_request_id=apr-12847-001 · requested_at=08:42:35 · approvers=[sarah.chen, james.torres]

Step 7 of 9 · 08:45:14 UTC

Auto-Remediation — executes skill steps 4 & 7

Auto-Remediation Agent — Tier 4 L1 APPROVED ✓ Elapsed since approval: 2s

PERCEIVE

Reads WM: rca_conclusion, fix=snapmirror-resync, approval=APPROVED, skill step 4 instructions, dry-run validation criteria from RCA Agent.

REASON

LLM: "Skill step 4: relationship is Broken-off. Fix = snapmirror resync. Approval confirmed. Proceed with dry-run first per platform policy. Then execute."

📋 Skill Step 4 — Executing (Broken-off → resync)

Dry-run simulation

snapmirror resync -destination-path dr:vol_finance_dr -dry-run

DRY RUN PASS: Relationship can be resynced. Source has 47,832 blocks changed since broken-off. Transfer estimate: ~4.2GB. Estimated time: 6-8 minutes at current bandwidth.

✓ Dry-run passed. Proceeding with live execution.

remote_exec

POLICY: L1 APPROVED ✓ audit_id: act-12847-001

remote_exec(host="LON-PROD-NAS01", command="snapmirror resync -destination-path dr:vol_finance_dr", audit_ref="apr-12847-001")

08:45:16  Transfer started: vol_finance_prod → vol_finance_dr
08:45:16  Bytes transferred: 0 / 4.2GB
08:47:44  Bytes transferred: 2.1GB / 4.2GB  (50%)
08:51:38  Transfer complete: 4.2GB transferred in 6m 22s
08:51:38  Relationship state: Snapmirrored
08:51:38  Lag: 00:00:04  ✓

🔍 Post-remediation validation (5-minute SLI monitoring — skill step 7 checklist)

metric_query

POLICY: L3 ALLOW

query_metrics(system="LON-PROD-NAS01", metric="snapmirror_lag_seconds", relationship="vol_finance_prod→vol_finance_dr", range="5m")

08:51:38  State: Snapmirrored ✓
08:51:38  Lag: 4 seconds ✓  (within SLA: <30min async)
08:52:00  Next scheduled transfer: in 58 minutes
08:56:38  State: still Snapmirrored ✓  (5-min check passed)

✓ Skill Step 7 checklist: Synchronized state ✓ · Lag within SLA ✓ · Ready to confirm and close

⚡Working MemWRITEremediation=SUCCESS · runbook=snapmirror-resync · sli_recovered=true · lag=4s · elapsed_remediation=6m22s · skill_steps_executed=[1,2,3,4,7]

Step 8 of 9 · 08:52:01 UTC

Communication Agent — notifies right people, right detail

Communication Agent — Tier 4

Audience-aware NL summaries generated (3 versions)

ServiceNow ticket comment (L2 audience — Storage SRE)

AI Resolution Note: SnapMirror relationship vol_finance_prod→vol_finance_dr restored.
Root cause: Source snapshot 'hourly.2024-01-15_0025' deleted at 00:27:12 UTC before transfer completed, causing Broken-off state.
Fix applied: snapmirror resync (approved by sarah.chen at 08:45:12). 4.2GB transferred in 6m 22s.
Current state: Snapmirrored · Lag: 4s ✓ · Network confirmed healthy (ping PASS).
Action items: Review snapshot retention policy — snapshot deleted before scheduled transfer window completed.

Slack — #storage-oncall (L2 brief)

✅ SNOW-INC0012847 RESOLVED (09:52 UTC, MTTR 19min)
DR replication for Finance volumes restored. SnapMirror resync complete. Lag back to <5s. AI agent handled triage and resync with L1 approval from sarah.chen. No manual intervention needed beyond approval. Snapshot retention policy flagged for review.

Teams — IT Management (exec summary)

Finance DR replication incident resolved in under 20 minutes. Finance ERP and Month-End Reporting DR protection restored. 8-hour gap closed. No production data loss. Root cause was a configuration issue (snapshot scheduling) flagged for remediation.

⚡Working MemWRITEcomms_sent=[servicenow_comment, slack_oncall, teams_mgmt] · ticket_status=Resolved · resolution_time=19min

Step 9 of 9 · 09:05:00 UTC

Postmortem + Learning Loop — closes the system

Postmortem Agent + Knowledge Curator

What happens now: Postmortem Agent writes the blameless postmortem. Knowledge Curator extracts everything learned. 4 memory layers updated. The platform is measurably better at the next SnapMirror incident.

Postmortem auto-generated (SRE confirms/corrects within 48h)

SNOW-INC0012847 — Blameless Postmortem

Timeline: 00:27:12 snapshot deleted → 00:28:14 EMS error → 08:42:03 ticket opened → 08:42:18 RCA complete → 08:45:12 L1 approved → 08:51:38 resync complete → total MTTR: 19min 35s

Root cause: Snapshot 'hourly.2024-01-15_0025' deleted by automated cleanup job at 00:27:12 UTC, 1m 28s before the SnapMirror transfer completed at 00:25:44. Transfer required the snapshot as baseline reference.

Contributing factor: Snapshot retention window (1 hour) overlaps with SnapMirror transfer window. No alerting on concurrent snapshot deletion during active transfer.

Action items: (1) Extend snapshot retention minimum to 2h during active transfers — Storage team, 3 days. (2) Alert on snapshot deletion during active SnapMirror transfer — Storage team, 1 week. (3) Review all volumes with same hourly schedule pattern — Storage team, 1 week.

Knowledge Curator — 4 memory layer writes

Episodic Memory

New embedding stored: NEW INC0012847 → RCA fingerprint {snapmirror_broken_off + source_snapshot_deleted + lag>1h} → Fix: snapmirror resync → MTTR: 19min · Confidence weight: 0.93 · Will appear as top-1 result for next identical ticket (displaces INC0009234)

Knowledge Graph

Confirmed edge added: NEW vol_finance_prod --[caused_by]--> snapshot_deletion_during_transfer (confidence: 0.93). New edge: hourly_snapshot_job --[conflicts_with]--> snapmirror_transfer_window (confidence: 0.88)

Semantic KB

storage-replication-debug skill confidence: 0.71 → 0.75 (worked correctly, outcome confirmed). snapmirror-resync runbook: 0.68 → 0.74 (successful execution). Skill discovery score: 0.97 confirmed accurate for "broken-off + NetApp" pattern.

Correlation Rules

New rule added for Event Correlation Agent: NEW IF (EMS: snapmirror.dst.error AND category: Storage/Replication AND lag>1h) THEN family=storage-replication-failure AND skill=storage-replication-debug (confidence: 0.94). Next similar ticket → classified in 2s, no LLM call needed.

What improves for the NEXT identical ticket

Classification: Event Correlation now uses hardcoded rule → 2s vs 12s (no LLM needed)

Skill discovery: INC0012847 retrieval score 0.97 → this ticket will be top-1 result, not INC0009234

RCA speed: Pattern already in Episodic Memory → RCA Agent reaches conclusion in 1 LLM call vs 2

Runbook confidence: snapmirror-resync now 0.74 → higher chance of being selected as first recommendation

📋State StoreWRITEworkflow COMPLETE · total_cost=$0.048 · MTTR=19m35s · skill_used=storage-replication-debug-v1.0 · llm_calls=4 · tools_called=6 · skill_steps=[1,2,3,4,7]

⚡ Working Memory — live state

corr_id

inc-12847

intent

storage-replication-failure

sla

P2 · budget=$2.00

episodic_top3

INC0009234 (0.94) · INC0008891 (0.81) · INC0007115 (0.74)

status

INIT

Cost ledger

LLM calls

Tool calls

LLM cost

$0.009

Tool cost

$0.000

Total

$0.009

0.5% of $2.00 P2 budget

📋 Skill loaded

skill_id

Not yet loaded

🧠 Agents invoked

Waiting for first step...

🔄 Memory writes

None yet

Agent × Skill — Complete reference table

Which agent uses which skill · when in the flow · what it reads/writes · approval level required

Step	Agent	Skill used	Skill step(s)	Memory read	Memory write	Tools called	LLM calls	Approval	Time
1	Orchestrator Runtime · infra	None	—	Episodic Memory (top-3 past incidents)	Working Memory seed · State Store INIT	vector_search (episodic)	1 (plan gen)	L3 AUTO	08:42:03
2	Event Correlation Tier 2 Perception	storage-replication-debug v1.0 · sim: 0.97	Discovery only (no steps yet)	Working Memory (incident context)	WM: incident_family · skill_loaded · skill_confidence	vector_search (skill discovery)	1 (classify)	L3 AUTO	08:42:11
3	RCA Agent Tier 3 Analysis	storage-replication-debug Steps 1→2→3	Step 1: Read ticket fields Step 2: Health check (snapmirror show, event log, ping) Step 3: Drill into relationship	WM: skill + episodic examples + ticket	WM: rca_conclusion · confidence · fix · network_issue=false KG: caused_by edge (candidate)	log_search (×2) · metric_query (×1)	2 of 3 max	L3 AUTO read-only tools	08:42:18
4	Impact Analysis Tier 3 · parallel	None (uses KG directly)	—	WM: rca_conclusion · KG: vol dependencies	WM: blast_radius · revenue_risk · sla_breach_risk	graph_query (×1)	1	L3 AUTO	08:42:31
5	Policy Engine OPA/Rego · infra	storage-replication-debug Step 4 OVERWRITE warning	Step 4 warning triggers L1 gate	WM: fix · approval_required	State Store: approval_request · Teams adaptive card sent	send_message (Teams) · create_approval_request	0	L1 APPROVAL	08:42:35
6	Auto-Remediation Tier 4 Action	storage-replication-debug Steps 4 + 7	Step 4: snapmirror resync (broken-off fix) Step 7: Close checklist — confirm Snapmirrored state + lag <SLA	WM: rca + fix + approval_status=APPROVED + skill step 4 commands	WM: remediation=SUCCESS · sli_recovered=true · lag=4s	remote_exec (snapmirror resync) · metric_query (SLI check ×2)	1	L1 APPROVED ✓	08:45:14
7	Communication Tier 4 Action	None (NLG from WM)	—	WM: entire incident context + resolution	WM: comms_sent · ticket_status=Resolved	send_message ×3 (SN comment, Slack, Teams) · update_ticket	1 (per audience)	L2 NOTIFY	08:52:01
8	Postmortem + Knowledge Curator Tier 4 · closes loop	storage-replication-debug confidence update	Skill confidence: 0.71 → 0.75 (outcome confirmed)	State Store: all step records · Artifact Store: all reasoning traces	Episodic Memory: new embedding · KG: confirmed edges · Semantic KB: skill+runbook confidence · Correlation rule: new rule	vector_search · graph_query · llm_call	1	L3 AUTO	09:05:00
Total: 4 LLM calls · 9 tool calls · 6 agents invoked · skill storage-replication-debug steps 1,2,3,4,7 executed · MTTR 19m35s							4	1× L1 · 1× L2 · 6× L3	$0.048