Building Resilient 24/7 AI Agent Pipelines with Multi-Tier Token Routing (1025-1106)

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

• Digital Product: AutoOps Pro CLI & AI Cost-Saver (1025-1105)

🔧 Explore More Tools

• Digital Product: AutoOps Pro CLI & AI Cost-Saver (1025-1105)

---

💳 Instant Commercial License / Support & Payment Channels

• PayPal (International USD): [e-mail]
• Crypto (USDT TRC20 / BEP20 / ERC20): 0x6445a00DA429E498d1A95ba5EB95AA38023a1c94
• Vietnam Bank Transfer (24/7): MBBANK - 83993868 - VO HOAI SON