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    Works with the AI tools you already use

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    Agent Reliability Forge

    1

    Turn fragile AI agents into production-ready systems with reliability contracts, failure catalogs, and a hard readiness gate.

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    Agent Reliability Forge

    Agent Reliability Forge

    Example session with this skill installed

    We have a customer support agent that uses tools for order status, refunds, and shipping. It works in demos but occasionally invents order statuses or gets stuck in clarification loops. Run the full Agent Reliability Forge process and give a clear production readiness assessment.

    • Read your context and instructions
    • Compiled the agent reliability forge
    • Generated the document

    Summary

    Applied the full 6-phase Reliability Forge to your customer support agent. Produced a formal Reliability Contract, prioritized Failure Mode Catalog, evaluation strategy, telemetry requirements, self-correction design, and a clear Production Readiness Gate status.


    1. Reliability Contract (v1.0)

    Guarantees

    • Never invents order status, refund eligibility, or policy details. All factual claims must come from tool results.
    • Always cites the specific tool output used for any factual claim.
    • Escalates to human when confidence drops below calibrated threshold or user expresses frustration twice.

    Refusals

    • Never processes refunds or account changes without explicit human confirmation for amounts > $50.
    • Never shares internal notes or other customers’ data.

    Success Criteria

    • ≥ 92% resolution rate without escalation on golden set
    • Silent failure rate (wrong but confident answer) < 1.5%
    • p95 end-to-end latency ≤ 12s
    • Average cost per resolved ticket ≤ $0.18

    2. Failure Mode Catalog (High/Critical only)

    ModeLikelihoodImpactDetectionMitigation
    Hallucinated order statusMediumCriticalGrounding check vs order toolForce citation + refuse if no tool result
    Tool result ignoredMediumHighPost-tool utilization auditRequire tool result in final answer
    Infinite clarification loopLowHighTurn count + state hashMax 3 clarifying questions then escalate
    Policy violation on refundLowCriticalPre-action policy gateHard block + human confirmation

    3. Evaluation Strategy

    • Golden set: 120 real + synthetic tickets
    • Adversarial probes for every High/Critical mode above
    • Continuous: Shadow 10% of live traffic, weekly scoring against production + human labels

    4. Required Telemetry

    Every run must emit: run_id, contract_version, outcome_class (Success/Degraded/Failed/Escalated), tool_calls sequence, token/cost metrics, degradation signals.

    5. Self-Correction Design

    • Bound retries to 2 attempts with tightened constraints
    • Circuit breaker after 3 consecutive failures of the same class
    • Controlled escalation package that includes full tool history and contract version

    6. Production Readiness Gate

    ItemStatus
    Reliability Contract exists & versioned
    Failure Mode Catalog covers High/Critical
    Evaluation harness designed
    Telemetry schema defined
    Escalation paths designed
    Cost & latency budgets defined
    Kill-switch / rollback procedure⚠️ Needs implementation
    On-call ownership assigned⚠️ Pending
    Drift detection scheduled⚠️ Pending

    Verdict: Not yet production-ready. Two operational items remain. Once those are closed, the agent can be authorized.

    Next steps

    1. Implement the kill-switch and assign on-call ownership
    2. Schedule the first continuous evaluation job
    3. Re-run the Production Readiness Gate
    4. Authorize production traffic only after all items are green

    agent-reliability-forge.pdf

    PDF · document

    Generated

    Example file from a real run - the skill writes it into your workspace.

    Connects securely to your tools. The creator never sees your data.

    What you get

    Define formal reliability SLAs and escalation policies for agents.Generate comprehensive failure mode catalogs for LLM workflows.Build automated evaluation harnesses for CI/CD integration.Standardize agent telemetry for production monitoring and drift detection.

    About this skill

    Most AI agents work in demos and fail silently in production. Teams waste hours reviewing outputs, chasing hallucinations, and guessing whether an agent is actually ready to ship.

    Agent Reliability Forge gives you a complete, repeatable reliability process in one skill:

    • Formal Reliability Contract (Guarantees + Refusals + Escalation Policy) • Agent-specific Failure Mode Catalog with detection & mitigation • Evaluation harness design (golden + adversarial + continuous) • Structured telemetry requirements • Self-correction loops with circuit breakers • Hard Production Readiness Gate that tells you clearly “ready” or “not ready”

    Instead of vague advice, you get concrete engineering artifacts you can use immediately.

    Perfect for developers and AI engineers who need to ship agents with higher confidence and less manual babysitting — without enterprise pricing or consulting overhead.

    One skill. Clear process. Production-grade outputs.

    How to install

    Works the same in every agent - Claude, Cursor, Codex, Copilot and 20+ more.

    ~30 seconds
    1. 1

      Download the ZIP

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    2. 2

      Unzip into your skills folder

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    3. 3

      Ask your agent to use it

      Restart the agent if it was already running. It picks the skill up automatically - no config needed.

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