Compile researched character personas into validated, installable bundles for ChatGPT, Gemini, Hermes, and workspace agents.
-
Updated
Jul 22, 2026 - Python
Compile researched character personas into validated, installable bundles for ChatGPT, Gemini, Hermes, and workspace agents.
Local AI workbench for embeddings, summarization, and OpenAI Agent SDK–compatible workflows. Supports Gemma models, GPT-OSS tool-calling, hardware acceleration, caching, and rate limiting, plus cloud-offloaded, persona-driven summarization through Gemini.
Forensic audit of persona-driven bias in RAG-based LLM agents — 1,120 evaluations across 4 agents, 4 ablation conditions, and 70 tax-compliance scenarios. Shows persona prompts override injected rules (κ = −0.156). Mistral-7B · FAISS · SentenceBERT.
Real-time voice chat with AI + immersive 3D audio-reactive visuals
Add a description, image, and links to the persona-engineering topic page so that developers can more easily learn about it.
To associate your repository with the persona-engineering topic, visit your repo's landing page and select "manage topics."