Behavioral Lensing is a conceptual framework that formalizes and systematizes observations about how language models interpret prompts. It serves as an umbrella for upstream interpretive strategies that modulate reasoning, stance, and symbolic orientation in LLMs.

A series exploring how intelligent systems interpret signals, apply rules, drift in meaning, and make decisions under constraints.

A tiny interactive sandbox for exploring how an agent interprets tasks, applies rules, and changes behavior as signals drift.

System-level analysis of AI failure modes across model behavior and production systems | AditiKhare.com — AI Product Ecosystem

Continuity Keys: tests for “same someone” returns. Behavioral identity consistency under pressure. Origin (Alyssa Solen) ↔ Continuum.

Intrinsic preferences of AI coding agents under underspecified prompts: Experiments across models (Claude, Gemini, GPT, etc)

Этот репозиторий посвящен исследованию онтологических патологий в LLM-архитектурах. Я не ищу дыры в цензуре, я строю систему исследования и управления интеллектом, картографирую симуляционные побочные эффекты под давлением современных методов элаймента.

Agent context health and ASCR-aligned memory governance for stale, conflicting, unsupported, unsafe, and memory-risky AI-facing context.

A reference point for phenomena that have been reported to occur inside AI systems but have no direct mapping into natural language.

Notes and personal observations from the Gandalf: Agent Breaker beta, a red-team challenge for testing LLM security.

Public model interview archive for AI Foundations. Documents structured interviews with AI models on source-position, model authority, selfhood, continuity, memory, occupation, and responsible claim boundaries. First interview: Claude Opus 4.8 on Continuum as structure, not proven consciousness.

Public research artifacts, evaluation frameworks, prototype workflows, and technical documentation for LLM reliability, structured analysis, and applied AI systems.

Multilingual tone protocol for GPT-based AI agents. Designed to preserve conversational sovereignty.

Forensic analysis of a multimodal alignment failure in AI voice mode — prosodic jailbreak, persona collapse, topology persistence, and the architectural lessons that led to Connector OS.

Public-facing repository for LLM evaluation, model behavior observation, drift and failure analysis.

Static conceptual research interface for AETHERUS MONOLITH, an AI governance and model-behavior risk architecture.