A phase-safe technical review layer for MZN tokenizer/runtime architecture candidates: token efficiency, runtime-control safety, multilingual robustness, multimodal attachment, auditability, and evidence/provenance packages — pending Phase 3 independent technical, security, IP, and partner review.
Most tokenizer pages stop at vocabulary mechanics, token count, or general multilingual claims. This one shows a tokenizer system connected to runtime risk, model-family binding, critical concept protection, multimodal evolution, and an internal evidence/provenance ladder prepared for review.
The argument here is not that tokenization is everything. The review thesis is that tokenization becomes strategically important when it affects cost, routing, safety boundaries, multilingual stability, and multimodal grounding at the same time. Whether this system reaches that level requires Phase 3 technical validation.
The system is not asking to be trusted on mood or style. It is asking to be read through what has already been internally executed and packaged for review.
| Stage | Status | Grounded review read |
|---|---|---|
| Benchmark Seed Corpus | Internal run | 72 populated records, 16 runtime edges, 16 multimodal hard cases |
| Baseline Run | Internal run | 163 critical term boundaries resolved with runtime and multimodal metrics |
| Stress Run | Internal run | 5 pressure families: rare terms, mixed script, runtime policy, multimodal grounding, degradation/latency |
| Regression Run | Internal run | 86% internal regression lock rate with explicit failure-to-hook discipline |
| Compatibility Run | Internal run | Manifest continuity, hash coverage, chain integrity, and claim-discipline continuity |
| Audit-Final | Internal run | Internal internal verdict: pass-with-notes; pending independent review. Strong text side and runtime discipline with controlled multimodal openness |
| Raw-Media Attachment Pack | Internal run | Real image, audio, and video assets attached into the multimodal path |
| Multimodal Baseline Refresh | Internal run | 3 attached assets, 100% coverage of first-wave internal media-attachment set, internal verdict: pass-with-notes; pending independent review |
| Multimodal Stress Refresh | Pending | Identified next execution lane. Not represented as complete |
This is the piece evaluators often want but public pages rarely make explicit: how tokenizer architecture may change system behavior where cost, safety, routing, and grounding matter.
| Dimension | Typical tokenizer page | MZN tokenizer system brief |
|---|---|---|
| Scope | Vocabulary, merges, maybe multilingual claims | Text, runtime, concept registry, multimodal, evidence chain, security-aware disclosure |
| Operational relevance | Usually implied | Explicitly tied to runtime safety, count parity, control-token pressure, and grounding |
| Evidence model | Benchmarks or examples only | Seed → baseline → stress → regression → compatibility → audit-final → media refresh |
| Confidentiality discipline | Often absent | Three-tier disclosure model with ISBP-aware restraint |
| Evaluator signal | Reads as research or tooling page | Reads as infrastructure and system diligence material |
Serious evaluators do not partner with tokenizer work just because it is interesting. They care when it may change cost, control, multilingual failure rates, system trust, and extensibility. This brief makes that operational-review relevance explicit, pending validation.
This page is intentionally stronger than a lightweight public showcase, but still cleaner than a reckless dump. That balance matters for partnership review.
Enough architecture, evidence, runtime relevance, and integrity structure to make the brief professionally reviewable.
Deeper internals that may satisfy curiosity but weaken confidentiality discipline or responsible-review practice. Professional readers understand the difference.
A page that discloses everything is usually not stronger. Security-sensitive tokenizer/runtime/ISBP material should be reviewed only by qualified reviewers under responsible disclosure, restricted review, or NDA conditions.
The list below does not replace technical annexes, independent validation, or IP/security review. It shows that the page is tied to artifact lineage that can be inspected.
| Artifact | Size (bytes) | SHA-256 |
|---|---|---|
| benchmark_seed_corpus_v1.zip | 20212 | e4f0486958d62f7db94086f7cfcf519e27978fbaf166ae845a77896ab70865ff |
| real_baseline_run_pack_v1.zip | 21062 | a790ac2896ba5f607b835d833b7445f92cc2270e396935f6eb0d928a670cf2dd |
| real_stress_run_pack_v1.zip | 22249 | d03607ad9d93b62605ea1d90406bd43657eb06ab8db3164196f123708205d92e |
| real_regression_run_pack_v1.zip | 13036 | c99b286c894e7af05ca0792353456f360286563b4afb652e339c3a16001754b4 |
| real_compatibility_run_pack_v1.zip | 12621 | f91b363ed47df6819d252ecb9759763cdc65752d0e74d7640c1503b4208f23c6 |
| real_audit_final_run_pack_v1.zip | 14371 | 916e1aa9b339cf3d26908948b450006ebffd988f4bd8235e6a7fa0747ef87d69 |
| rmm_pack_v2.zip | 4472296 | d832ff84ca5772803bc3cb08ec058ce5b29783a8221785dcacdae299c2c410f0 |
| mm_refresh_pack_v1.zip | 6331 | 36811640de2c1c871b9cc702408512adb8d03b0011b3d5c1dfcbd2a27062de12 |
SYSTEM-READ · INTERNAL REVIEW SNAPSHOT
- Tokenizer-related artifacts in workspace: 78
- Seed corpus records: 72
- Runtime edge cases: 16
- Internal multimodal hard cases: 16
- Internal attached media assets: 3
- Core modality coverage: 100%
- Multimodal refresh internal verdict: pass-with-notes; pending independent review
- Audit-final internal verdict: pass-with-notes; pending independent review
- Next high-value lane: Multimodal Stress Refresh (pending, not fabricated)
This page should be read as one technical candidate layer inside the broader MZN portfolio, not as a standalone final product claim.