Reign of Utpala Dyansty with Special Reference toAvantiverman (855-883 A.D): His Irrigation Works andAgricultural Development-A Historical Study
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Bibliographic record
Abstract
In Rajatarangni, dynasties in ancient Kashmir that dated from the time of the Mahabartha epic to the reign of Sangrama Deva are vividly portrayed. Of all the kings of ancient Kashmir, Avantivarman, who established the Utpalas dynasty in 1855 A.D., was the most magnificent. In terms of prosperity, he ruled during the rippling times of peace and plenty, which coincided with Kashmir reaching its pinnacle around a quarter of a century into his rule. The people had never been happier than they were in his day, nor had they been for generations. Therefore, Avantivarman rule represents a very wonderful era in Kashmir's history. A new period in that nation's history began with Avantivarman taking control of events in the valley. His rule not only provided respite to Kashmir's suffering people, but it also significantly restored the Karkota's former luster, as will be seen. Avantivarman, a descendant of the Kalyapala family and the grandson of Utpalas, who had played a crucial role in the final years of the Karkota monarchy, was previously mentioned. Avantivarman has the traits of intellect and heart that allow him to be recognised as one of the valley's most capable kings, while not being by any means a member of some aristocratic and distinguished family. The study's goal is to explain and analyze Avantivarman legacy and reign during the Utpalas Dynasty in Jammu and Kashmir. It also highlights his contributions during his time in power there. Fertile soil and abundant water availability in Kashmir have made agriculture the primary food and economic source for the region from ancient times. During Avantivarman's rule, both the people and the state's economic prosperity improved significantly due to political stability and beneficial peace conditions. Large-scale drainage and irrigation systems played an important role in this. All of these tasks were made easier by the irrigation minister (Suyya).
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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