The Challenge of Running 24/7 Autonomous Agents
When running continuous developer automation, relying on a single LLM endpoint introduces both rate-limit bottlenecks and high token costs. By combining a local OpenAI-compatible gateway with tiered model fallbacks, we can achieve near-100% uptime.
async def resilient_completion(client, models: list[str], prompt: str) -> str: for model in models: try: resp = await client.chat.completions.create( model=model, messages=[{'role': 'user', 'content': prompt}] ) return resp.choices[0].message.content except Exception: continue raise RuntimeError('All tiers exhausted') Recommended Developer Tools by @vhson90
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