pltobing/streaming-speech-translation
Audio-to-Audio ā¢ 4B ā¢ Updated ā¢ 14
š¤ Open to Collab
Hassan Buhari
golden-eaglet
AI & ML interests
Interested in AI and speech technology, including speech translation and audio models.
Recent Activity
liked a model about 23 hours ago
pltobing/streaming-speech-translation liked a model about 24 hours ago
ibm-granite/granite-speech-5.0-2b liked a model 1 day ago
pltobing/translategemma-4b-it-Q4_K_M-GGUFOrganizations
None yet
liked a
model about 23 hours ago
liked a
model about 24 hours ago
liked a
model 1 day ago
reacted to SeaWolf-AI's post with š 1 day ago
Post
5,207
š What if the kill switch lived inside the model itself?
For 50 years, the operating system lived inside the computer. Now the operating system lives inside the AI.
Today we're sharing ViKernel : Weight-Native OS, a Secure OS wired directly into the weights of an LLM.
š§ How it works
ViKernel wires CPU, NPU (vector unit), RAM and ROM circuits into the model weights, runs them accelerated on GPU or NPU, and boots a Secure OS on top.
ā” Boots in the weights: change a single byte and it locks itself
āļø Decides in the weights: every action is allowed or blocked by rule, and persuasion does not change the verdict
š Remembers in the weights: every decision is sealed in a tamper-evident chain
š Stops in the weights: anyone can stop it, and restarting requires a signed key
The original weights stay untouched, so the model keeps its skills. It plugs into any LLM or VLM.
Why the kill switch belongs inside the model: external guardrails can be removed, argued with, or rewritten. A switch that travels with the weights cannot be left behind. We see it as one layer of defense in depth, alongside hardware stops where you have them.
š Read the full write-up:
https://huggingface.co/blog/FINAL-Bench/vikernel-why-the-kill-switch-must-live-inside-the
š„ļø Try the desktop demo (Terminal, Kill Switch Lab, Leak Test, Audit Viewer, and a Kernel Guard game):
FINAL-Bench/ViKernel-Desktop
Try it in 30 seconds: press š KILL, type
For 50 years, the operating system lived inside the computer. Now the operating system lives inside the AI.
Today we're sharing ViKernel : Weight-Native OS, a Secure OS wired directly into the weights of an LLM.
š§ How it works
ViKernel wires CPU, NPU (vector unit), RAM and ROM circuits into the model weights, runs them accelerated on GPU or NPU, and boots a Secure OS on top.
ā” Boots in the weights: change a single byte and it locks itself
āļø Decides in the weights: every action is allowed or blocked by rule, and persuasion does not change the verdict
š Remembers in the weights: every decision is sealed in a tamper-evident chain
š Stops in the weights: anyone can stop it, and restarting requires a signed key
The original weights stay untouched, so the model keeps its skills. It plugs into any LLM or VLM.
Why the kill switch belongs inside the model: external guardrails can be removed, argued with, or rewritten. A switch that travels with the weights cannot be left behind. We see it as one layer of defense in depth, alongside hardware stops where you have them.
š Read the full write-up:
https://huggingface.co/blog/FINAL-Bench/vikernel-why-the-kill-switch-must-live-inside-the
š„ļø Try the desktop demo (Terminal, Kill Switch Lab, Leak Test, Audit Viewer, and a Kernel Guard game):
FINAL-Bench/ViKernel-Desktop
Try it in 30 seconds: press š KILL, type
run weather (refused), then resume --key vikernel-demo. What should an AI benchmark measure?
#2 opened 1 day ago
by golden-eaglet
What makes a model card useful?
#1 opened 1 day ago
by golden-eaglet
updated a
dataset 1 day ago
published a
dataset 1 day ago
liked a
model 1 day ago
updated a
bucket 1 day ago
published a
bucket 1 day ago
updated 2
buckets 1 day ago
published 2
buckets 1 day ago
updated a
bucket 1 day ago
published a
bucket 1 day ago
liked 3
models 1 day ago
