The Harness Tax: The Dead Weight Inside Your Coding Agent
Claude Code used 83k tokens to write a Fibonacci script. Pi (OpenClaw) used 8k. Same task. Same output. Where did the rest of tokens go? Here's the tax no one's talking about.
Agents in Production
How Snorkel evaluates and trains top AI models
Multi‑agent evals are powerful but hard to debug. Portkey’s trace visualization let us pinpoint failure paths (one case took 38 LLM calls over 12 minutes) and drove massive quality and accuracy lifts while cutting time‑to‑issue detection in half.
Why forward compatibility is critical for Agentic AI companies
Learn why forward compatibility is crucial for agentic AI companies seeking enterprise adoption. Discover how Portkey's AI Gateway helps organizations safely integrate new AI capabilities, test models in real-time, and manage resources—all without disrupting existing systems or breaking budgets