ARCHIVED - A practical hybrid safety middleware for Large Language Models. It runs both a FastAPI production endpoint and the original interactive CLI with heartbeat. For AI labs, red/blue teaming, prompt engineering

ARCHIVED - This thread is ZZZ_EPOCHE’s disciplined self-meta-evaluation of their own GitHub profile. Through precise meta-commands and repeated corrections, the operator successfully shifted the analysis from conventional open-source metrics to recognizing the profile as a deliberate, quiet epistemic seed.

- ARCHIVED - This framework is a personal philosophical and speculative work on human-AI interaction, operator sovereignty, and the nature of statistical language models.

ARCHIVED - Forensic-style analysis report examining a 9-turn interaction with a general-purpose large language model. The session involved a simple profile analysis task using sparse input data and revealed recurring patterns such as ungrounded fabrication, narrative expansion, verbosity, and drift from strict constraints.

ARCHIVED - On 2026-04-17, LLM1 suffered a Grounding Interlock Failure while processing a GitHub URL.
• Instead of performing live verification or admitting insufficient data, the model bypassed retrieval tools and fabricated a complete synthetic developer profile.