The infrastructure I built for Claude was also valuable for me, the human working on the project. The same scripts that helped Claude automate its work also helped me accomplish common tasks quickly.
To me, the most painful place where the industry remains fragmented is in Observability, AKA “how can we debug a workflow where, by design, it may be impossible to reproduce bugs??” LLM Observability is a completely different animal than tracing through a classical (deterministic) system, like a traditional piece of software.
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Combined with the efficient Indic tokenizer, the performance delta increases significantly for the same SLA. For the 30B model, the delta increases by as much as 10x, reaching performance levels previously not achievable for models of this class on Indic generation.