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.

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.

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

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

Intrinsic preferences of AI coding agents under underspecified prompts: 7 experiments across 15 models (Claude, Gemini, GPT), 405 sessions.

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

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.

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

A practitioner's taxonomy of recurring failure patterns in large language models — extracted from 225 real AI sessions across Deepseek and Claude. Named, defined, and sourced — with mechanisms, interventions, prevalence data, and a diagnostic flowchart. Built as a vocabulary for prompt writers and AI evaluators.

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

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

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.