Research on Man-Computer Harmony Creative Design System Based on the Multi-Agent Technology and TRIZ Conflict Resolving Theories
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The basic concepts, principles and resolving idea of TRIZ conflict resolving theories were briefly introduced. And then, the problems and shortcomings of current innovation design platform were proposed. Besides high prices, low professional performance, it can not support to discover conflict, can not deduce innovation solution from TRIZ generic solution, it is hard to integrating legacy CAD system, it is not adaptive to work in the environment of distributed network and so on. Based on JADE development tool, the Man-Computer harmony design platform applying TRIZ conflict resolving theories was studied and designed, which support to discover conflict. At the same time, the key technology to develop and implement the system was discussed.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it