u/shepath

▲ 6 r/LLMDevs+1 crossposts

I built a CLI to migrate agents [Personas] between LLMs without losing performance

Switching between Llama, Mistral, Qwen, or Phi often means your agents [Personas] underperform on the new model. I built Identa to fix that.

It uses PromptBridge (arXiv:2512.01420) + a MAP-RPE evolutionary engine to calibrate your prompts for a target model — not just translate them, but actually optimize for behavioral parity across models.

Apache 2.0. Would love feedback on whether this solves a real pain point, or if I'm solving the wrong problem entirely.

it is still WIP

https://github.com/shepax/identa-agent

u/shepath — 1 day ago

▲ 1 r/LocalLLM

I built a CLI to migrate prompts between LLMs without losing performance OSS

Switching between Llama, Mistral, Qwen, or Phi often means your prompts underperform on the new model. I built Identa to fix that.

It uses PromptBridge (arXiv:2512.01420) + a MAP-RPE evolutionary engine to calibrate your prompts for a target model — not just translate them, but actually optimize for behavioral parity across models.

Apache 2.0. Would love feedback on whether this solves a real pain point, or if I'm solving the wrong problem entirely.

it is still WIP

https://github.com/shepax/identa-agent

u/shepath — 1 day ago