initializing...

KKUUNNSSHHSSIINNGGHH
KUNSH SINGH
NEURAL-ID:0xF72A4B
SYS.VER:9.42.X

ACTIVE_ROLE:DATA_SCIENTISTCLASS:ML_SPECIALIST

Passionate computer scientist with expertise in machine learning, data science, and natural language processing. Interested in neurocomputation and non-invasive brain-computer interfaces.

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ABOUT_SYSTEM

Loading personal information matrix...
class.data.load(708)
kunsh@interp: ~/about
kunsh@interp:~$
kunsh@interp: ~/career
kunsh@interp:~/career$
archive.load(01/09)

PROJECT_ARCHIVE

One transmission at a time. Use the arrows.
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PROJECT_012026

Reading a Model's Mind

Interactive explainer of Anthropic's Natural Language Autoencoders — translating an LLM's internal activations into plain English. Built three custom interactive visualizations: an animated AV→AR autoencoder pipeline, a scrubbable FVE-over-training chart, and a click-a-token activation explorer mirroring the paper's planning-in-poetry result.

InterpretabilityNext.jsTypeScriptFramer MotionNLA
01 / 09
stack.enumerate()

STACK_MANIFEST

Enumerating installed capabilities...
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kunsh@interp: ~/stack
kunsh@interp:~/stack$
connection.establish()

CONTACT_INTERFACE

class.data.load(890)

LOCATION

Northern Virginia

DIGITAL COMMS

bca2nk@virginia.edu

FREQUENCY

Available upon request

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