H
@harshxharsh
H
the irreducible complexity of human experience: the accumulated weight of your failures, the specific texture of your obsessions, the choices and risks you're willing to take because of what you've survived. It's work that requires you to have been somewhere and felt something.
- User feedback: Did the summary help? Were the questions relevant?
- Automated checks: Does the output meet quality standards? Is it free of hallucinations?
- Comparison: How does it perform against a human expert?
Full Roadmap: Become an AI PM in 2025 | Ankit Shukla, HelloPM Founder
Eval Loop for AI
Failure Modes
Coherent and non-overlapping categories of errors that emerge from analyzing LLM traces (e.g., hallucination, incorrect format, or missed instruction). Each binary failure type is easy to recognize and forms the basis for targeted metrics.
Coherent and non-overlapping categories of errors that emerge from analyzing LLM traces (e.g., hallucination, incorrect format, or missed instruction). Each binary failure type is easy to recognize and forms the basis for targeted metrics.
AI Product Manager Glossary
Strong product leadership requires candidates to deeply understand and critique the company’s business model during interviews.
Neural Networks
Computational models inspired by the human brain, consisting of layers of interconnected nodes ("neurons") that process data to learn patterns.
Computational models inspired by the human brain, consisting of layers of interconnected nodes ("neurons") that process data to learn patterns.
AI Product Manager Glossary
Write for one person: If you try to write for everyone, you write for no one. Focus on one person. It could be your loved one, your boss, or your peers. What do you want to share with that person?
google.com • Inbox (6,480) - tyler.faught92@gmail.com - Gmail
Quantization
A method to shrink the size of a model and make it run faster. It works by converting the model’s internal numbers from high precision (like 32-bit floats) to smaller ones (like 8-bit integers). This helps reduce memory usage and speed up inference with only a small drop in accuracy.
A method to shrink the size of a model and make it run faster. It works by converting the model’s internal numbers from high precision (like 32-bit floats) to smaller ones (like 8-bit integers). This helps reduce memory usage and speed up inference with only a small drop in accuracy.
AI Product Manager Glossary
Bottom-Up vs. Top-Down Analysis
Two approaches to defining AI metrics. Bottom-up analysis identifies application-specific failure modes directly from the data. Top-down analysis applies generic metrics (like hallucination or toxicity) that may miss domain-specific nuances.
Two approaches to defining AI metrics. Bottom-up analysis identifies application-specific failure modes directly from the data. Top-down analysis applies generic metrics (like hallucination or toxicity) that may miss domain-specific nuances.
AI Product Manager Glossary
Time to First Token (TTFT)
The time it takes from sending a request to when the first token of the response appears. Even if the full answer takes longer, a fast TTFT makes the system feel more responsive to the user.
The time it takes from sending a request to when the first token of the response appears. Even if the full answer takes longer, a fast TTFT makes the system feel more responsive to the user.