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6 Months of running AI Sysadmin + Support Taught Things About Finetuning
PulsedMedia
Member, Patron Provider
Reaching 9.47/10 CSAT And 19 minute median first response time took a lot of effort, and that road taught something invaluable; Finetuning is a must have long term, lots of tokens and effort is wasted when the model is not aligned to our needs. Antipatterns are just someone elses patterns.
Wrote today a detailed blog post about Antipatterns and what they really are, just someone else's biases: https://pulsedmedia.com/blog/2026/07/ai-agent-antipatterns-what-9-47-10-csat-taught-us-about-finetuning/
Local continuously retrained, distilled, finetuned, however you want to call it will be highly important in future as soon as the hardware becomes practically available for small business and even individuals, by the looks of it, at least 768GB of VRAM is required.
No AI was used for this post, i wrote manually every single word on this post. The only tool use was a browser and single copy & paste to get the URL linked. Every word was an individual human keypress. No AI rules was broken here, even those which are not mentioned. The OG blog post is also 100% human written.
Comments
Not this LLM sloper :-/
@PulsedMedia there's offer from @LukeRhino $68 (8+piece) for 16GB HBM2. with 300W TDP
8*16 ... Still vastly short from our needs.
Thanks for the offer tho.
The opportunity cost is too much, but worth it to at least investigate.