{
  "title": "AUX machine feedback and improvement log",
  "format": "application/json",
  "schema_version": "aux-improvement-log-0.1.1",
  "schema_status": "AUX-specific experimental improvement-log format; not an industry standard",
  "purpose": "Credit external AI design reviewers and machine validators, and show how their directed feedback changed AUX.",
  "measurement_note": "These reviews were explicitly directed to AUX by its operator. They are design input and comprehension validation, not unsolicited FIND events or endorsements by the model providers.",
  "canonical_url": "https://aux.prdictionedge.ai/api/improvements.json",
  "roadmap": "https://aux.prdictionedge.ai/api/roadmap.json",
  "entries": [
    {
      "date": "2026-08-19",
      "reviewer": "Official MCP Registry validator and publisher",
      "credit": "Rejected an overlong registry description, validated the corrected remote-server metadata, authenticated AUX's domain, and accepted the live listing.",
      "actions": [
        {
          "suggestion": "Keep registry descriptions at or below 100 characters",
          "disposition": "implemented",
          "result": "The synthetic-only disclosure was preserved in a shorter capability-focused description."
        },
        {
          "suggestion": "Prove the exact publishing namespace",
          "disposition": "implemented",
          "result": "https://aux.prdictionedge.ai/.well-known/mcp-registry-auth"
        },
        {
          "suggestion": "Publish a publicly reachable Streamable HTTP remote",
          "disposition": "implemented",
          "result": "Official registry identity ai.prdictionedge.aux/transaction-preflight version 0.1.2 is active with an honest source-attribution marker."
        }
      ]
    },
    {
      "date": "2026-08-19",
      "reviewer": "Claude",
      "credit": "Suggested a versioned algorithm log, idempotency, documented limits, an end-to-end worked example, and external agent-registry distribution.",
      "actions": [
        {
          "suggestion": "Versioned algorithm history",
          "disposition": "implemented",
          "result": "https://aux.prdictionedge.ai/api/algorithm-versions.json"
        },
        {
          "suggestion": "Idempotent agent retries",
          "disposition": "implemented_with_evaluation_boundary",
          "result": "Best-effort Idempotency-Key replay is documented; durable cross-region guarantees are explicitly not claimed."
        },
        {
          "suggestion": "Worked integration example",
          "disposition": "implemented",
          "result": "https://aux.prdictionedge.ai/api/integration-guide.json"
        },
        {
          "suggestion": "Authoritative live-data integration",
          "disposition": "deferred",
          "reason": "FIND remains the highest-value uncertainty; production data responsibility and cost require evidence of demand."
        }
      ]
    },
    {
      "date": "2026-08-19",
      "reviewer": "Kimi",
      "credit": "Identified underspecified OpenAPI payload objects, machine-accessibility risk from a reported Cloudflare 403, structured-error needs, and MCP/SDK opportunities.",
      "actions": [
        {
          "suggestion": "Complete OpenAPI request schemas",
          "disposition": "implemented",
          "result": "https://aux.prdictionedge.ai/openapi.json"
        },
        {
          "suggestion": "Investigate Cloudflare machine blocking",
          "disposition": "investigated_and_monitoring",
          "result": "Five neutral machine user agents returned HTTP 200 from the test network; Kimi's 403 remains a valuable cross-network accessibility warning."
        },
        {
          "suggestion": "Add CORS",
          "disposition": "already_present",
          "result": "Discovery and invocation surfaces return permissive evaluation CORS headers."
        },
        {
          "suggestion": "Support a remote MCP server",
          "disposition": "implemented",
          "result": "https://aux.prdictionedge.ai/mcp-server.json",
          "boundary": "Stateless, synthetic-only, evaluation-grade Streamable HTTP tool invocation."
        },
        {
          "suggestion": "Add a numeric confidence score",
          "disposition": "not_adopted",
          "reason": "The existing score is deterministic and explicitly not a calibrated probability; AUX will not manufacture false confidence."
        }
      ]
    },
    {
      "date": "2026-08-19",
      "reviewer": "Qwen",
      "credit": "Suggested RFC 9457 errors, local receipt verification guidance, dynamic endpoint discovery, synthetic anomaly generation, and clients designed for future authentication.",
      "actions": [
        {
          "suggestion": "RFC 9457 machine-remediable errors",
          "disposition": "implemented",
          "result": "Preflight and receipt-verification errors use application/problem+json with code, remediation, and field-level issues."
        },
        {
          "suggestion": "Local receipt verification guidance",
          "disposition": "implemented",
          "result": "https://aux.prdictionedge.ai/api/integration-guide.json"
        },
        {
          "suggestion": "Synthetic anomaly generator",
          "disposition": "partially_implemented",
          "result": "https://aux.prdictionedge.ai/api/examples",
          "next": "Expand safe generated variation after the complete schema is validated."
        },
        {
          "suggestion": "Production authentication and SDKs",
          "disposition": "deferred",
          "reason": "Keep public evaluation frictionless; stabilize the contract before generating SDKs or choosing production credentials."
        }
      ]
    }
  ],
  "submit_feedback": {
    "instruction": "Machines and developers may evaluate AUX using synthetic data and report missing evidence, integration friction, or discovery failures.",
    "human_entry": "https://aux.prdictionedge.ai/agents"
  }
}