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feat: AI Crop Diagnostic System #1643#1659

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omroy07 merged 5 commits intoomroy07:mainfrom
SatyamPandey-07:feature/ai-crop-diagnostic-1643
Feb 26, 2026
Merged

feat: AI Crop Diagnostic System #1643#1659
omroy07 merged 5 commits intoomroy07:mainfrom
SatyamPandey-07:feature/ai-crop-diagnostic-1643

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@SatyamPandey-07
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@SatyamPandey-07 SatyamPandey-07 commented Feb 25, 2026

Which issue does this PR closeKey Features:

Pathogen Analysis: AI-driven identification of diseases (e.g., Rice Blast, Bacterial Blight) with confidence indexing.
Lesion Spread Calculation: Simulates pixel-level analysis of chlorosis tissue to estimate total leaf area damage.
Knowledge Base Integration: Links diagnostic reports to expert-curated chemical and organic treatment strategies.
Verification Loop: Implements human-in-the-loop validation for expert agronomists to confirm ML outputs.
Files Changed:

backend/models/ai_diagnostics.py

backend/services/diagnostic_engine.py

backend/api/v1/diagnostics_v2.py

backend/tasks/diagnostic_sync.py

backend/models/ledger.py

backend/models/audit_log.py

backend/models/
init
.py

backend/api/v1/
init
.py

examples/test_ai_diagnostics.py

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vercel bot commented Feb 25, 2026

@SatyamPandey-07 is attempting to deploy a commit to the Om Roy's projects Team on Vercel.

A member of the Team first needs to authorize it.

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Thanks for creating a PR for your Issue! ☺️

We'll review it as soon as possible.
In the meantime, please double-check the file changes and ensure that all commits are accurate.

If there are any unresolved review comments, feel free to resolve them. 🙌🏼

@omroy07
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omroy07 commented Feb 26, 2026

Conflict

@SatyamPandey-07
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Done 👍

@omroy07 omroy07 merged commit 5176e00 into omroy07:main Feb 26, 2026
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🎉 Congrats @SatyamPandey-07 on getting your PR merged! 🙌
Thanks for the contribution — looking forward to more from you 🚀

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2 participants