Tantra Kp Beta 15b1 Work Official

Inspired by feedback loop theory, Karmic Residuals modify gradient flow by introducing delayed feedback connections. During training, shows improved stability on long-context tasks (up to 32k tokens) without the "collapse" seen in other architectures.

: As a "beta" release, it may have bugs in the UI or report generation that aren't present in the stable "A" versions. download link for this KP software? tantra kp beta 15b1 work

They called it Tantra because the project aimed to weave many threads: language, memory, affect, and attention. KP was shorthand for "kinetic processor," the novel routing layer that let the model reconfigure internal attention pathways in near-real time. Beta 15B1 was an awkwardly humble version name for something that, when it worked, felt like a mind. Inspired by feedback loop theory, Karmic Residuals modify