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"Your agent went dumb and you don't know why"
You didn't change the code. The outputs just got worse. This is almost always Anthropic silently A/B testing you onto a different model version — or your context window filling up. We diagnose which, give you the exact fix.
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"The response box just flashes for hours"
Classic death loop. Your agent hits an error, retries immediately with no backoff, hammers the API, and eventually gets rate-limited into infinite waiting. Fix is 6 lines of code. We write them for you.
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"Built a massive system that can't finish a single task"
You followed the Brain/Muscle pattern. Added sub-agents. Added more sub-agents. Now the orchestrator is making 40 routing decisions per task and compounding every error. This is an architecture problem, not a prompt problem.
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"Agent keeps making up fake data"
Hallucination at scale is almost always a validation gap — nothing checks whether the output is real before downstream agents use it. We add the containment layer.
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"Worked for 2 weeks then completely snapped"
Context contamination. Old messages from failed runs are still in your conversation history. The agent is being influenced by its own broken past. We clear it and add a proper memory architecture.