From "it works" to "it works reliably" - Like TaskUs's zero-incident system
Originally inspired by Zach Wilson (@eczachly)'s insights on AI Engineering levels
LoRA, QLoRA, RLHF - Train 65B models on single GPUs. Achieve 40% performance gains like Databricks.
Zero incidents like TaskUs protecting 50K employees. PII detection, toxicity filtering, adversarial testing.
Cascading systems, specialist agents, ensemble methods. Optimize cost and performance simultaneously.
BLEU, ROUGE, human eval, A/B testing. Measure what matters in production systems.
Train domain-specific models with QLoRA. Achieve 99.3% of ChatGPT performance at fraction of the cost.
Multi-layered guardrails with sub-50ms latency. PII protection and compliance like Writer's enterprise solution.
Specialized agents working together. Research, analysis, and reporting like Accenture's Q4 Inc solution.
Automated testing, human evaluation, performance monitoring. Production-grade quality assurance.
Build systems that handle millions with bulletproof reliability