Inspect Elements for LLMs
Devtools for LLMs
SFT, LoRA, QLoRA — every mainstream method treats the model as a black box. You adjust data, tweak hyperparameters, hope the right behaviour emerges, and have no real idea what changed inside. When something breaks, you retrain from scratch. When someone asks you to explain a decision, you can't.
They're all just hammers. None of them let you look inside.
these are the weights — Aquin lets you see exactly what each one learned, where behaviour lives, and edit it directly
inspect
See inside any open-source model. Which layers store what, how specific weights connect to specific behaviours. Like inspect element, but for LLMs.
locate + edit
Find the exact weight responsible for a behaviour. Edit it directly. No retraining, no fine-tuning, no compute wasted. Based on ROME — rank-one model editing.
AMF
Aquin Model Format. A new weight format that stores behavioural metadata alongside the weights themselves. Models that are inspectable and editable by design, not as an afterthought.
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