Does your AI system know what happened the last time it made a mistake?
Can it distinguish which completions led to success, which failed, and why?
If not, the issue might not be your model.
It might be your logging policy.
If you’re building, let’s talk
Whether you’re designing R&D copilots, regulatory-aware assistants, or adaptive fraud engines — if you’re wondering how to make them learn without crossing compliance lines, I’ve helped teams solve that.
From architectural reviews to reinforcement tuning, I’d be happy to share what’s worked — and help you build systems that get better every day.
Because real AI doesn’t just generate — it evolves.
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