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+AI Draft proposal child for the Published AIRIS card. Authored 2026-05-06 by the Non-clustered HAA cluster pilot Source 1 reconciliation. Proposes corrections to the existing +content (ID 7339) and adds pointers to the cluster-pilot's technical-depth card.

Proposed corrections to +content

1. V1-5 [AIRIS-STATE-GRAPH-NOT-ATOMSPACE] caveat — IMPLEMENTATION ACCURACY

The current +content Description states: "Within the context of Hyperon, AIRIS serves as a mechanism for causal learning, translating raw sensory data into the structured symbolic knowledge of the Atomspace. These grounded atoms become raw material for higher-level algorithms like PLN and MOSES."

This is forward-looking integration intent and is true as a target architecture, but a reader will reasonably interpret it as describing current AIRIS behavior. The Non-clustered HAA cluster pilot Source 1 audit (V1-5) verified that none of the audited reference repos (berickcook/AIRIS_Public, singnet/AIRIS-general, singnet/AIRIS-client) contain any AtomSpace, MeTTa, or OpenCog runtime binding. AIRIS maintains its own State Graph world-model; AtomSpace integration is a future design item, not a current implementation property.

Suggested rewrite: "Within the context of Hyperon, AIRIS is a candidate causal-learning component whose State Graph could feed the Atomspace as grounded atoms — material for higher-level algorithms like PLN and MOSES. As of 2026-05, this AtomSpace integration is forward-looking design work; the current AIRIS reference implementations maintain their own internal State Graph and do not bind to AtomSpace at runtime."

2. Stale GitHub URL — V1-1-RELATED CORRECTION

The current +content GitHub list includes https://github.com/singnet/AIRIS-scripts/tree/master. This URL returns HTTP 404 (verified by orchestrator WebFetch on 2026-05-06; the repo does not exist or is private/deleted).

Suggested rewrite: Remove the singnet/AIRIS-scripts bullet and replace with the canonical paper-cited reference repo plus the active SingularityNET-side rewrite:

3. Add pointer to AIRIS Full

The Non-clustered HAA cluster pilot Source 1 close (2026-05-06) created AIRIS Full as a Draft technical-depth card carrying full Cook & Hammer 2024 paper findings, V1-1..V1-5 cluster-pilot carry-forwards, file:line implementation citations, and SubRep boundary discussion. The Published +content should add a "For technical depth see..." pointer to it, mirroring the ECAN/PLN/MORK Published-parent → Full-subcard convention.

Background and provenance

Source 1 reconciliation: scripts/archive/non_clustered_haa_pilot/source1_airis_paper/findings_reconciled_crossmodel.txt. Three-way reviewer sign-off (Codex 2026-05-06, Gemini 2026-05-06, orchestrator Claude 2026-05-06). Reviewer-locked carry-forwards V1-1..V1-5; rejected drift D3 (Gemini's lib_spaces.metta phantom-file claim was a hallucination — the actual PLN-cluster phantom is lib_pln_xi.metta). Local paper at publication_texts/2024_Cook_Hammer_AIRIS.pdf with provenance file alongside.

Authorship of this proposal: AI-generated by orchestrator Claude (Opus 4.7 1M-context) for the Non-clustered HAA cluster pilot Source 1 close. Tagged ai_generated. Apply or reject at human reviewer's discretion.



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