your AI is a BLACK BOX and thats why its going to drain your wallet
mechanistic interpretability is how you crack open an LLM and map the actual circuits inside it not vibes testing not "it seems to work" actual neuron-level tracing of how the model implements logic right now 96% of traffic hitting your endpoints is bots reading raw html your model is making decisions you cant audit cant trace cant explain and youre letting it hold keys to real capital corporate AI safety teams dont understand how their own models work they wrap it in RLHF and call it aligned thats not safety thats MARKETING the real challenge is scale - billions of parameters and we can only interpret tiny circuits so far but those tiny circuits tell you everything which neurons fire on price data which ones override your RAG context entirely.
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your AI is a BLACK BOX and thats why its going to drain your wallet
mechanistic interpretability is how you crack open an LLM and map the actual circuits inside it
not vibes testing
not "it seems to work"
actual neuron-level tracing of how the model implements logic
right now 96% of traffic hitting your endpoints is bots reading raw html
your model is making decisions you cant audit cant trace cant explain
and youre letting it hold keys to real capital
corporate AI safety teams dont understand how their own models work
they wrap it in RLHF and call it aligned
thats not safety thats MARKETING
the real challenge is scale - billions of parameters and we can only interpret tiny circuits so far
but those tiny circuits tell you everything
which neurons fire on price data
which ones override your RAG context entirely.