Guides Reviews & Guides
Expert reviews and guides for guides.
Building Production Agentic Workflows with Kimi K3: The Complete Practical Guide
K3's 1M context window and aggressive pricing make it uniquely suited for agentic systems. Here's how we built, tested, and shipped three production agents on K3 — architecture patterns, tool schemas, failure modes, and the costs that surprised us.
Migrating from GPT-5.6 to Kimi K3 API: The Migration Guide I Wish I Had
Switching API providers sounds like changing a base URL. It isn't. I migrated a production app from GPT-5.6 to Kimi K3 and hit every gotcha in the book — tokenizer differences, tool-call formatting, rate limits, and the subtle prompt behaviors that quietly change your outputs.
Kimi K3 Local Deployment: I Ran 2.8T Parameters on My Own Hardware (Barely)
K3 is open-source, but can you actually run it locally? I spent three weeks trying everything from 8xH100 racks to llama.cpp on a Mac. Here's the real hardware math, the quantization trade-offs, and the deployment that finally worked.
Kimi K3 Function Calling: Build a Real Tool-Using Agent in 30 Minutes
K3's function calling is the cleanest tool-use API I've tested — parallel calls, strict schemas, and reliable JSON. I built a working agent (weather + calendar + email lookup) in 30 minutes. Complete code, the gotchas, and the exact prompt patterns that work.