{
  "schemaVersion": 2,
  "date": "2026.09.26",
  "publishedAt": "2026-09-26T15:07:32-07:00",
  "timeZone": "America/Los_Angeles",
  "title": "Assessing TokenPrint as an optional Hiro inference inspector",
  "publicationStatus": "Deferred idea documented; no Hiro integration",
  "executiveSummary": [
    "Reviewed TokenPrint documentation and the local Hiro inference client to assess whether model inspection could complement existing experiment evidence.",
    "A bounded, optional inspection adapter is plausible. Compatibility and diagnostic benefit have not been demonstrated.",
    "Recorded TokenPrint as a deferred idea in the existing Research Map, waiting for suitable GGUF/llama.cpp internals inspection."
  ],
  "workstreams": [
    {
      "status": "Read-only assessment",
      "details": [
        "Sources: https://github.com/Sudharsanselvaraj/Token-Print and its docs/api.md and docs/architecture.md, accessed September 26, 2026.",
        "TokenPrint documents architecture views, token probabilities, recorded traces, attention inspection and intervention APIs, with features varying by backend.",
        "Its README explicitly states that the GGUF/llama.cpp path does not expose per-layer activations, and attention weights do not establish causal influence.",
        "The inspected Hiro local inference client uses an HTTP chat-completions interface and captures aggregate usage and finish metadata. This interface does not currently collect internal activation tensors."
      ],
      "title": "Source and existing-state review"
    },
    {
      "title": "Durable deferred ideas",
      "status": "Documented",
      "details": [
        "Reused research_map.deprioritized in docs/hiro_system_knowledge_base.v1.json; added a stable TokenPrint ID, potential value, exact reconsideration conditions, limitations, source references and decision provenance.",
        "Added docs/DEFERRED_IDEAS.md as a navigation and recording guide; no separate store or execution queue.",
        "Checked open handoffs for overlap; the existing ranked-autonomy handoff was not executed."
      ]
    },
    {
      "title": "Jev deferred-idea follow-up",
      "status": "Documented",
      "details": [
        "Added Jev / TypeSafe AI System One Models to the same Research Map deferred-ideas section at the user's request.",
        "Recorded decision provenance, announcement reference, limitations and a separate future-review gate. No upstream compatibility milestone was specified for Jev.",
        "Preserved the distinction between the previously reported discovery limitation, the blocked blind replay and unassessed Jev applicability. Original forensic artifacts were not reverified.",
        "No external fetch, replay, installation, experiment or production change occurred."
      ]
    }
  ],
  "decisions": [
    "Treat a visualization as a derived view linked to original experiment and model evidence.",
    "Recommend a small compatibility and diagnostic-value test using an existing failure and a matched successful case before adopting the dependency.",
    "Keep any intervention work in isolated experiments with normal qualification; do not infer autonomous self-understanding from a visualization.",
    "Wait for real internals inspection on Hiro's actual GGUF/llama.cpp model/backend. Basic GGUF inference alone does not meet the condition. Compatibility triggers review, not automatic execution."
  ],
  "validation": [
    {
      "check": "Documentation and local code review",
      "status": "completed",
      "result": "Read upstream README/API/architecture documentation and core/router.py. Upstream capabilities are documented claims, not locally reproduced results."
    },
    {
      "check": "Integration and performance",
      "status": "not_run",
      "result": "No package installed, model instrumented, experiment executed, or production configuration changed for this assessment."
    },
    {
      "check": "Journal validation",
      "status": "passed",
      "result": "npm run test:hiro passed; npm run build passed, including generated journal validation for 242 entries and frontend compilation."
    },
    {
      "check": "Deferred research record",
      "status": "passed",
      "result": "Initial schema validation found missing nullable sha256 fields in new sources; corrected them, then validated all source schemas, deferred source references and inclusion through the existing Markdown research export."
    },
    {
      "check": "Jev deferred record",
      "status": "passed",
      "result": "Validated source schemas, source references and inclusion in the existing research Markdown export."
    }
  ],
  "currentState": [
    "TokenPrint is DEFERRED_NOT_IMPLEMENTED. Backend compatibility, benefit and resource cost remain unmeasured.",
    "No watcher, installation, experiment, execution-queue admission or production activation was created."
  ],
  "nextSteps": [
    "Reconsider when suitable backend instrumentation is available; any future experiment needs separate authorization.",
    "Leave Jev deferred until a separately authorized applicability review; do not inherit TokenPrint's compatibility condition."
  ],
  "disclosureNote": "Public assessment; no private prompts, activation traces, credentials or unresolved vulnerability details included."
}