ChenboLin
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العودة إلى المشاريع الهندسيةاقرأ بالإنجليزية
أنظمة التعلم الآلي6 min read

مجهر متصفح لحسابات النماذج.

أداة محلية في المتصفح لقياس مسارات النماذج وفصل الموترات المرصودة والتدخلات والمسارات والآليات المعاد إنتاجها.

نُشر
2026-08-25
حُدّث
2026-08-25

نطاق المشروع

حاليًا / منتج بحثي

Browser runtime and research instrumentation

Runtime
ONNX Runtime WebGPU with WASM fallback
Primary artifact
Pinned SmolLM2-135M-Instruct and distinct TinyLM fallback
Evidence ladder
E0 observed through E4 replicated mechanism classes
الأقسام التقنية الطويلة متاحة حاليًا بالإنجليزية والصينية. تتضمن هذه اللغة تنقلًا وبيانات وصفية وملخصًا للمشروع مترجمة محليًا.

الموضوعات

ONNX WebGPU / WASMموترات مقاسةمسارات محكومة بالدليل
01

Why put the microscope in the browser

CMET makes the model and its measurements part of the same browser experience. Generation and supported analysis run locally through ONNX Runtime, with WebGPU preferred and WASM available as an explicit fallback rather than a hidden remote service.

That makes the runtime boundary inspectable: model graphs, tokenizers, manifests and frozen evidence are same-origin static artifacts with pinned identities.

02

Inspect one token decision at a time

The system studies a specific next-token decision at a specific sequence position. The interface can show the generated token, probability trajectory, attention paths and writes that moved the decision, rather than presenting a large explanation detached from one measured forward pass.

The research workspace then renders frozen evidence such as logit-lens views, interventions, path tests and annotations as receipts with their own provenance.

03

Evidence classes cannot be upgraded by wording

CMET separates direct observations, estimates, intervention-supported results, path or interaction evidence and replicated mechanisms. A fluent sentence describing a result does not change its evidence class.

This is a useful discipline for any scientific interface: the visual story should make uncertainty legible instead of allowing labels to outrun the run that produced them.

04

The microscope is not a universal explanation engine

The current platform is a scoped instrument for small decoder-only models and declared tasks. Calibration, controls, cross-prompt replication and wider causal qualification remain separate obligations whenever a result moves from exploration toward a research claim.

The product is strongest when it shows the measured trace and its limits together.

حدود الدليل العام

The browser instrument and reference laboratory are separate from the strength of any individual scientific mechanism claim. E1 screening, E2 interventions, E3 paths and E4 replication remain distinct; blocked, uncalibrated or unreplicated gates must not be narrated as completion.

تنشر هذه الصفحات نطاقًا هندسيًا ومنطقًا يمكن مراجعتهما؛ وتُضاف أدلة المشاريع عندما تصبح جاهزة للمشاركة.

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Chenbo Lin
© 2026 جميع الحقوق محفوظة. Chenbo Lin