![[Part 3 of 3] Foundations of Trustworthy AI: A Guide to Mitigating Systemic Bias and Reducing the Pilot-to-Production Gap](https://miro.medium.com/v2/resize:fit:700/1*ID6JRc1EbtPS8oSU_0feXQ.png "[Part 3 of 3] Foundations of Trustworthy AI: A Guide to Mitigating Systemic Bias and Reducing the Pilot-to-Production Gap")
[Part 3 of 3] Foundations of Trustworthy AI: A Guide to Mitigating Systemic Bias and Reducing the Pilot-to-Production Gap
Author(s): Suresh Dhamapurkar Originally published on Towards AI. Part 3 of 3: A Guide for Bias Mitigation; Mitigating Risks from Systemic Biases; Conclusion Identifying bias is the first step. Neutralizing it requires a deliberate, multi-layered strategy that combines technical rigor with a …
[Part 2 of 3] Foundations of Trustworthy AI: A Guide to Mitigating Systemic Bias and Reducing the Pilot-to-Production Gap
Author(s): Suresh Dhamapurkar Originally published on Towards AI. Part 2 of 3: Biases in Methodology and Measurement; Human and Systemic Sources of Bias; Real-World Examples of Systemic Biases in Consumer LLMs This next category of biases arises from the processes of data …
[Part 1 of 3] Foundations of Trustworthy AI: A Guide to Mitigating Systemic Bias and Reducing the Pilot-to-Production Gap
Author(s): Suresh Dhamapurkar Originally published on Towards AI. Part 1 of 3: Introduction; The Anatomy of a System Failure; Biases Related to Time and Data Persistence A July 2025 report from MIT’s Project NANDA reveals a stark reality: despite billions in enterprise …
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