Insights on market research, UX, and product strategies.
Step-by-step research resources for starters and pros.
Downloadable templates for product, UX research.
Annotator agreement metrics: measuring and maintaining annotation quality at scale
When annotators disagree on labels, ML models learn noise instead of signal. This guide explains how to measure agreement, build gold standards, and scale quality assurance without proportional cost increases.
Recruiting and screening contributors for machine learning projects: complete implementation framework
Quality contributors determine ML project success. This playbook provides structured recruiting and screening methodologies for building high-performing annotation and human feedback teams.
Red teaming playbook for model safety: complete implementation framework for AI operations teams
Jailbreak success rates hit 80-100% against leading models. This red teaming playbook helps AI ops teams identify vulnerabilities before deployment.
Data labeling cost optimization playbook: strategic automation for ML operations
Operations teams spend significant resources on inefficient data labeling workflows. This evidence-based cost optimization playbook delivers proven strategies for reducing annotation costs while maintaining model accuracy.
Enterprise RLHF implementation checklist: complete deployment framework for production systems
Enterprise RLHF deployments can cut error rates by up to 40%. This checklist guides operations leaders through deploying human feedback systems to align large language models with business goals.
Scaling human feedback operations buyer checklist: SFT vs fine-tuning decision matrix
SFT or full fine-tuning? This decision matrix helps ML teams choose the right approach, avoid costly mistakes, and deploy faster with confidence.
Fine tuning AI techniques: choosing between SFT, DPO, and RFT (with a practical DPO guide)
Discover how SFT, DPO, and RFT fine-tuning methods align AI models with safety, compliance, and performance goals.
Stay updated with the latest articles, free templates, tools, and more. No spam. Only good content.