neuron-explorer
Steering-first neuron explorer for Qwen3.5-4B: push every MLP neuron, keep every rollout, browse the results
Adversarial Student-Professor Internalized Reasoning Engine — Teaching AI through internalized mentorship with cognitive empathy, syntropy, and perception.
Developer toolsPython · TypeScriptGitHub @mcp-tool-shop-orgOnlineOwner unconfirmed
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Train language models to internalize a teacher's judgment through adversarial dialogue, with a learned critic and ScalarScope training-dynamics export
Taken from the repository README
Loading the full README. The saved excerpt is shown below.
Teaching AI to develop judgment, not just knowledge.
Traditional fine-tuning: "Here are the right answers. Match them."
ASPIRE: "Here is a wise mind. Learn to think like it does."
When you learn from a great mentor, you don't just memorize their answers. You internalize their way of seeing. Their voice becomes part of your inner dialogue. You start to anticipate what they would say, and eventually that anticipation becomes your own discernment.
ASPIRE gives AI that same experience.Read the full README ↗The full README is unavailable right now. Read it at the original link. The saved excerpt is shown below.
Teaching AI to develop judgment, not just knowledge.
Traditional fine-tuning: "Here are the right answers. Match them."
ASPIRE: "Here is a wise mind. Learn to think like it does."
When you learn from a great mentor, you don't just memorize their answers. You internalize their way of seeing. Their voice becomes part of your inner dialogue. You start to anticipate what they would say, and eventually that anticipation becomes your own discernment.
ASPIRE gives AI that same experience.Read the full README ↗