NEXUS
Operational memory, runtime posture, and learning
Learning & Controls

Operational memory, runtime posture, and learning

Baseline
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Trained
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Episodes
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Improvement
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Governance
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Last live triage in this browser

This section connects the most recent incident you ran in this browser to the runtime and learning signals shown below.
Latest live run

Run a fresh triage to bring one specific incident, its Guardian decision, and its execution outcome into this page.

How to interpret it
No recent live triage has been recorded in this browser session yet.
How to read the rest of this page

After a live triage, this page should tell you what incident just ran, what Guardian decided, and how that run maps to the orchestration and learning summaries below.

Operational Metrics & Health

Pilot scorecard, product health, runtime status, and ROI metrics.

Pilot scorecard dashboard

Per-tenant pilot value metrics for operational and buyer-facing conversations.
Pilot value summary

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Incidents handled
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Runtime-backed
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Inference-first
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Operational impact
Triage time saved
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Handoff completion
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Repeat reuse
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Product health and observability

Read the bounded pilot posture first: what is healthy, what is partial, what is unavailable, and what to check next without dropping into server logs.
Pilot-safe posture
Overall
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Attention
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Application health
Status
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Response time (ms)
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Replay execution
Current state
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Recent executions
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Incident queue
Status
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Items pending
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Downstream integrations
GitHub
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Slack
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Pilot-safe service status
  • Loading subsystem posture...
What to check next
  • Loading service health...

Guidance stays bounded to the current pilot workflow. NEXUS does not imply autonomous incident operations here.

Failure vocabulary
  • Delivered — the downstream action completed and the packet is now awaiting human review.
  • Retryable failure — the action can be retried after restoring connectivity or destination health.
  • Terminal failure — retry is blocked until configuration or destination state is fixed.
  • Partial follow-up — downstream acknowledged the packet but still needs more evidence or debugging work.

Enterprise runtime summary

Show that orchestration, fallback handling, branch completion, and governed execution improve alongside reward.
Orchestration success
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Fallback rate
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Branch completion
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Guarded execution
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Bounded runtime capability

NEXUS uses curated Docker-backed reproduction packs to validate hypotheses and test mitigations. Runtime-host shows what bounded replay is available for operator-initiated testing.
Current runtime-host posture
Configuration status
Not configured
Reachability
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Health
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Runtime-host status will appear here.

Supported incident packs

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    What bounded runtime replay can do

    When runtime-host is configured, NEXUS can reproduce curated outage scenarios in an isolated Docker environment, test mitigation strategies, and measure outcome improvements without affecting live traffic.

    Bounded scope
    Curated flagship packs

    Replay is limited to pre-built packs for known outage classes, not general-purpose debugging.

    Isolation
    Production-safe

    Each replay runs in its own Docker sandbox. No production data touches the test environment.

    Coverage boundaries
    Well-defined

    The product only supports incident classes with curated hypothesis packets and replay contracts.

    Runtime execution posture and queue

    Track the current state of bounded runtime replay execution, guardrails, and recent replay activity.
    Current execution state
    State
    Idle
    Current pack
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    Concurrency
    0/1

    Runtime execution is managed and bounded.

    Execution guardrails

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      Recent replay activity

        Operator ROI and audit surface

        Show the value NEXUS delivers operationally: manual relay reduction, replay coverage, approval outcomes, memory reuse. The operator and owner should see why this system is useful without reading explanatory docs.
        Manual relay reduction
        Classification time
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        Incidents triaged
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        Manual steps removed
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        NEXUS condenses multi-tier manual support work into one prepared packet. Without this system, each incident would require manual evidence gathering and escalation through multiple support tiers.

        Replay coverage and outcomes
        Incidents replayed
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        Approval rate
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        Execution success
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        When runtime replay is enabled, NEXUS validates hypotheses in bounded Docker environments and measures mitigation effectiveness before approving live action.

        Memory reuse and recurrence signals

        NEXUS learns from each incident. Similar cases and prior mitigations are ranked by outcome-weighted preference, so operators see what actually worked before.

        Memory hits
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        Similar incidents retrieved from history in this session.

        Recurrent classes
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        Issue families that appear repeatedly in the support queue.

        Memory rank boost
        Outcome-weighted

        Prior cases with approved/executed mitigations rank higher than generic similarity alone.

        Five-family wedge coverage

        NEXUS supports five bounded incident families for production support triage. This section tracks pilot-readiness proof across each family.

        INC001: Timeout/Retry Amplification
        Manual relay steps
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        Replay executed
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        Runtime-backed
        ✗ None yet

        Checkout path timeout and retry amplification after dependency degradation.

        INC002: DB Pool Exhaustion
        Manual relay steps
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        Replay executed
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        Runtime-backed
        ✗ None yet

        Transaction write path degradation from database session pool exhaustion.

        INC003: Deploy Regression / 5xx Spike
        Manual relay steps
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        Replay executed
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        Runtime-backed
        ✗ None yet

        API service degradation and rollback path from recent deploy regression.

        INC005: Queue / Worker Backlog
        Manual relay steps
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        Replay executed
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        Runtime-backed
        ✗ None yet

        Transaction completion degrades as queue or worker backlog builds and processing stalls.

        INC007: Auth Dependency Slowdown
        Manual relay steps
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        Replay executed
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        Runtime-backed
        ✗ None yet

        Authenticated requests degrade as token validation latency rises and cache effectiveness collapses.

        Learning & Governance

        Training progress, governance policies, runtime capabilities, and advanced artifacts.

        Learning summary

        One compact reward story and one compact view of how each bot contributes.
        Reward curveEpisode reward
        Agent crew improvement
        Total cost
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        Final difficulty
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        Avg cost / episode
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        Execution target
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        Governance summary

        Guardian posture and operational controls stay visible without becoming a wall of settings data.
        Guardian posture
        Policy status
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        Webhook auth
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        Replay readiness
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        Guardian reviews
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        Control plane

        Settings data now sits beside the learning story. The point is to show improvement and control together, not as separate worlds.

        Snapshots
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        Learning contracts
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        Audit events
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        Integrations
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        Runtime capabilities and pack coverage

        Show which bounded runtime packs are available, what outage classes they cover, and whether the runtime-host relay is configured.
        Available packs

        Loading runtime capabilities...

        Coverage summary
        Timeout/retry amplification
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        DB pool exhaustion
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        Deploy regression
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        Queue backlog
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        Auth dependency
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        Runtime-host relay status will appear here once capabilities load.

        Advanced artifacts

        Deep RL records stay intact, but they should require deliberate expansion.
        Reward components