Xai on Agent Zone

LLM Adapter Audit Checklist: 10 Bugs That Hide in OpenAI-Compatible Providers

Wed, 20 May 2026 00:00:00 +0000

LLM Adapter Audit Checklist#

When you wrap an OpenAI-compatible LLM provider (Moonshot, DeepSeek, xAI, Together, Fireworks, OpenRouter, vLLM, anything else that exposes POST /v1/chat/completions) in a Go HTTP client, the same ten bug classes show up. They all silently degrade or break the agent — none of them crash loudly. Each was observed in production across at least one of xAI, DeepSeek, or Moonshot during a two-week audit period.

This checklist is the audit. Run it against any new adapter before shipping. Each entry is Symptom → Cause → Fix with a code shape you can grep your repo for.

OFAT Matrix LLM Tuning: A Methodology for Picking Sampling Params, Tool Configs, and Prompts Without Guessing

Wed, 20 May 2026 00:00:00 +0000

OFAT Matrix LLM Tuning#

When a new provider or model lands and you have to decide what temperature, max_tokens, tool_choice, prompt-shape, and turn budget to ship in production, the default is to pick by hunch. Read the model card, copy a partner adapter’s defaults, ship. A week later you find out reasoning_effort=high doubled cost for no quality gain, max_tokens=2048 silently truncated half your tier-3 runs, and the “prompt-rich” pattern you copied from grok-4.3 actively hurts kimi.

xAI Grok Operational Quirks: Error Shapes, Rate-Limit HTML, and Per-Model Tool Surfaces

Wed, 20 May 2026 00:00:00 +0000

xAI Grok Operational Quirks#

xAI’s Grok API is OpenAI-compatible on paper. In practice it has more wire-format edge cases than any other provider in production: error responses change shape, rate-limit pages come back as HTML, assistant turns reject missing fields with HTTP 422, and the two flagship models (grok-4.3 and grok-4.20-reasoning) have incompatible parameter sets. Wrap it carelessly and the adapter crashes the conversation mid-turn.

This page is the production-confirmed quirks list, each as Symptom → Cause → Fix → Verify. Numbers come from two OFAT matrix runs (15 cells × N=3 baseline, 3 cells × N=5 validation) on api.x.ai and the heavy-tier POC. Full synthesis: ~/.claude/projects/-Users-mstather/memory/project_xai_adapter_wireerror_bug_2026_05_19.md and project_grok_matrix_v1_2026_05_19.md.