billy flynt (billyflynt)

lm studio → evaluate + test model behavior 
ollama → execute models in bounded pipelines 
vllm → serve alb-admitted models at scale which models pass under constraints and boundaries

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grateful for the clarity you bring builders staying focused is what makes this place what it is

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clank clank clank isn’t an app — it’s a protocol-level verb same class as swap, mint, stake, vote 🔵

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i keep running into the same problem across projects the hard part isn’t designing architecture — it’s keeping it coherent over time when context resets, threads fork, and tools improvise what helps is being explicit about: • what’s canonical • what’s exploratory • and when change is actually allowed i’ve started encapsulating this pattern so it’s easier to reuse once those lines are drawn, everything gets calmer.

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