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Title: debu-sinha (Debu Sinha) · GitHub

Open Graph Title: debu-sinha - Overview

X Title: debu-sinha - Overview

Description: Lead AI/ML Solutions Architect @ Databricks | GenAI eval infra: MLflow, Inspect AI, SycoBench, Semantic Illusion | Packt author/reviewer - debu-sinha

Open Graph Description: Lead AI/ML Solutions Architect @ Databricks | GenAI eval infra: MLflow, Inspect AI, SycoBench, Semantic Illusion | Packt author/reviewer - debu-sinha

X Description: Lead AI/ML Solutions Architect @ Databricks | GenAI eval infra: MLflow, Inspect AI, SycoBench, Semantic Illusion | Packt author/reviewer - debu-sinha

Opengraph URL: https://github.com/debu-sinha

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debu-sinhahttps://github.com/debu-sinha/debu-sinha
https://github.com/debu-sinha#debu-sinha
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SycoBench-600: Measuring Sycophancy and Correction Selectivity in LLM Assistantshttps://aclanthology.org/2026.findings-acl.1759/
sycobench-600https://github.com/debu-sinha/sycobench-600
The Semantic Illusion: Certified Limits of Embedding-Based Hallucination Detection in RAG Systemshttps://arxiv.org/abs/2512.15068
Phoenixhttps://github.com/mlflow/mlflow/pull/19473
TruLenshttps://github.com/mlflow/mlflow/pull/19492
Guardrails AIhttps://github.com/mlflow/mlflow/pull/20038
MLflow tracking hookhttps://github.com/UKGovernmentBEIS/inspect_ai/pull/3433
omnigenthttps://github.com/omnigent-ai/omnigent/pulls?q=is%3Apr+author%3Adebu-sinha
3 mergedhttps://github.com/omnigent-ai/omnigent/pulls?q=is%3Apr+author%3Adebu-sinha+is%3Amerged
5 openhttps://github.com/omnigent-ai/omnigent/pulls?q=is%3Apr+author%3Adebu-sinha+is%3Aopen
Databricks integration guidehttps://github.com/omnigent-ai/omnigent/pull/1144
https://github.com/debu-sinha#publications
https://www.amazon.com/dp/1801812039
Practical Machine Learning on Databrickshttps://www.amazon.com/dp/1801812039
SycoBench-600: Measuring Sycophancy and Correction Selectivity in LLM Assistantshttps://aclanthology.org/2026.findings-acl.1759/
The Semantic Illusion: Certified Limits of Embedding-Based Hallucination Detection in RAG Systemshttps://arxiv.org/abs/2512.15068
Learning to Translate with Products of Noviceshttps://aclanthology.org/Q13-1014/
https://github.com/debu-sinha#writing-on-mlfloworg
Reproducible Model Dependencies with uv and MLflowhttps://mlflow.org/docs/latest/ml/model/dependencies/#using-uv-for-dependency-management
Tracking and Debugging AI Safety Evaluations with Inspect AI and MLflowhttps://mlflow.org/blog/inspect-mlflow-integration
Agent Trace Evaluation with TruLens Scorers in MLflowhttps://mlflow.org/blog/mlflow-trulens-evaluation
Deterministic Safety and PII Checks with Guardrails AI in MLflowhttps://mlflow.org/blog/mlflow-guardrails-scorers
Deploy MLflow Models to Serverless GPUs with Modalhttps://mlflow.org/blog/mlflow-modal-deploy
Third-Party Scorers in MLflowhttps://mlflow.org/blog/third-party-scorers
Full OSS contributionshttps://github.com/debu-sinha/debu-sinha/blob/main/OSS.md
Speaking and workshopshttps://github.com/debu-sinha/debu-sinha/blob/main/SPEAKING.md
https://www.linkedin.com/in/debusinha/
https://scholar.google.com/citations?user=V2LfrPwAAAAJ
Databricks-GenAI-Serieshttps://github.com/debu-sinha/Databricks-GenAI-Series
23 https://github.com/debu-sinha/Databricks-GenAI-Series/stargazers
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inspect_aihttps://github.com/debu-sinha/inspect_ai
UKGovernmentBEIS/inspect_aihttps://github.com/UKGovernmentBEIS/inspect_ai
1 https://github.com/debu-sinha/inspect_ai/stargazers
mlflowhttps://github.com/debu-sinha/mlflow
mlflow/mlflowhttps://github.com/mlflow/mlflow
1 https://github.com/debu-sinha/mlflow/stargazers
techfutures-2025-mlops-databrickshttps://github.com/debu-sinha/techfutures-2025-mlops-databricks
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