ChenboLin
01परिचय02प्रोजेक्ट्स03प्रयोगशाला04लेख
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इंजीनियरिंग प्रोजेक्ट्स पर लौटेंअंग्रेज़ी में पढ़ें
डेटा / प्रमाण6 min read

वह निर्णय-सहायता जो अपना प्रमाण दिखाती है।

डिग्री, प्रोग्राम, कौशल और अध्ययन-स्थलों के लिए source-aware intelligence platform, जिसमें signed receipts और सीमित live explorers हैं।

प्रकाशित
2026-08-25
अपडेट किया गया
2026-08-25

प्रोजेक्ट का दायरा

वर्तमान / प्लेटफ़ॉर्म रिसर्च

Distributed data and verification architecture

Source slices
CRICOS, World Bank and Crossref with source-specific semantics
Integrity layer
Signed manifests, computation receipts and content hashes
Status
Bounded live explorer and protocol slices; broader network incomplete
लंबे तकनीकी भाग अभी अंग्रेज़ी और चीनी में प्रकाशित हैं। इस भाषा में नेविगेशन, मेटाडेटा और प्रोजेक्ट सार स्थानीयकृत हैं।

विषय

Source-specific provenanceSigned receipts + hashesसीमित live explorer
01

A decision platform should not hide its source

DegreeSignal is designed for questions about degrees, programmes, skills, careers and study locations, but it deliberately avoids becoming an opaque ranking or admissions oracle. A conclusion should retain its source, statistical grain, reference period, transformation and uncertainty.

That changes the product surface. The useful output is not only a number; it is a result package that lets a reader see what was observed and what still needs judgement.

02

Different sources deserve different semantics

The platform contains bounded adapters and explorers for sources such as CRICOS, World Bank and Crossref. Each source has its own authority, missingness and identity rules, so the system keeps those meanings separate instead of forcing every record into one universal schema.

A Crossref record can provide bibliographic context without becoming a canonical academic-quality judgement. A live table can be useful without becoming a complete catalogue claim.

03

Distributed does not mean automatically true

Signed manifests, SHA-256 identities and content-addressed checkpoints make it possible to reproduce and verify the bytes and transformations used by a result. They do not turn a source record into an unquestionable fact, and peer agreement cannot promote a factual claim on its own.

The architecture therefore keeps validation, licensing, privacy and source authority in the same design conversation as transport and storage.

04

Show what works today—and what does not

The project already has working protocol, browser, Worker and source-explorer components. The wider distributed task network, complete catalogue and open-world discovery are still roadmap or qualification work.

Saying that plainly prevents the deployed parts from being mistaken for a finished version of the much larger research programme.

सार्वजनिक प्रमाण की सीमा

Bounded source-specific implementations and recorded deployments do not prove full catalogue coverage, universal ranking accuracy, an open-world peer network or factual truth from hashes, signatures or peer majority.

इन पृष्ठों पर जाँच योग्य इंजीनियरिंग दायरा और तर्क प्रकाशित होते हैं; प्रोजेक्ट का प्रमाण साझा करने योग्य होने पर ही जोड़ा जाता है।

सभी इंजीनियरिंग प्रोजेक्ट्स देखें
Chenbo Lin
© 2026 Chenbo Lin. सर्वाधिकार सुरक्षित।