মডেল গণনার জন্য একটি ব্রাউজার মাইক্রোস্কোপ।
মডেলের trace মাপার জন্য স্থানীয় ব্রাউজার যন্ত্র, যা পর্যবেক্ষিত tensor, intervention, path এবং পুনরুৎপাদিত mechanism আলাদা করে।
- প্রকাশিত
- হালনাগাদ
প্রকল্পের পরিসর
বর্তমান / গবেষণা পণ্য
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
বিষয়
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.
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.
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.
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.
প্রকাশ্য প্রমাণের সীমা
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.
এই পাতাগুলো যাচাইযোগ্য ইঞ্জিনিয়ারিং পরিসর ও যুক্তি প্রকাশ করে; প্রমাণ প্রস্তুত হলে তবেই প্রকল্পের তথ্য যোগ করা হয়।
সব ইঞ্জিনিয়ারিং প্রকল্প দেখুন