journal: Article 12 — When the Model Refuses to Scale

[safal207]

Article 12 — When the Model Refuses to Scale

Adds the next RESONANCE Issue 001 feature from the COSMIC ORGANICS / MORPHOS research chain and integrates it into the canonical Issue 001 journal index / operating line.

The article follows the full falsification path rather than presenting only the successful 2D result:

• MORPHOS-0 spatial behavior
• T1 temporal-memory repair
• narrow 400-point robustness region
• external-baseline ties
• state-capacity collapse and mixed-state dead zone
• T2 repair without full dominance
• frozen 2D heterogeneous Pareto point
• Generalization Gate
• multi-seed 5×5 transfer PASS
• 7×7 / 9×9 scaling FAIL
• recurrent-baseline Pareto survival
• next hypothesis: MORPHOS-S1 / Scale-Invariant Structural Dynamics

Journal integration

Issue 001 now also:

• lists Article 12 in Published features;
• adds the Article 12 interpretation paragraph;
• inserts Article 12 into the canonical reading / execution loop before Engineering Signals;
• records four operational invariants: local win ≠ scale-general property; frozen confirmation must not be retuned; negative evidence remains in causal history; generalization failure should raise the refactor scale instead of triggering endless scalar tuning.

Core editorial invariant:

A research agent must be able to make its own previous claim less true.

The article keeps the scientific boundary explicit: these are computational toy-model results; sampled attractor capacity is not exhaustive channel capacity, and transition count is not physical energy.

Source evidence surfaces:

• COSMIC ORGANICS PR [P0] Add Market Dialogue intake + Demand Log #8 — frozen 2D heterogeneous confirmation
• COSMIC ORGANICS PR [P1] Add Product Signal scoring and Problem Cards #9 — Generalization Gate
• Generalization evidence digest: 953e38a05958f970386bd256b964ade1d9240b3ff134da696bf8d9942e9850c0

Target: RESONANCE Issue 001 — The Age of Agents.

[coderabbitai]

Important

Review skipped

Draft detected.

Please check the settings in the CodeRabbit UI or the .coderabbit.yaml file in this repository. To trigger a single review, invoke the @coderabbitai review command.

⚙️ Run configuration

Configuration used: defaults

Review profile: CHILL

Plan: Pro Plus

Run ID: 22743c0b-531d-4ae8-8d54-6441a87efe06

You can disable this status message by setting the reviews.review_status to false in the CodeRabbit configuration file.

Use the checkbox below for a quick retry:

• 🔍 Trigger review

---

Thanks for using CodeRabbit! It's free for OSS, and your support helps us grow. If you like it, consider giving us a shout-out.

❤️ Share

• X
• Mastodon
• Reddit
• LinkedIn

_{Comment @coderabbitai help to get the list of available commands.}