Active Research Streams

1. Epistemic Calibration & Non-Sycophancy

Measuring how LLMs balance conversational warmth with uncompromising factual accuracy when users present incorrect assumptions or cognitive biases.

Status: Phase 1 Benchmarking Implemented

2. Layered Memory Sovereignty (Working vs Episodic vs Semantic)

Architecting multi-tier memory retrieval with deterministic user opt-in and cryptographic isolation to prevent cross-tenant memory leakage or unverified profile synthesis.

Status: Production Ready on Cloudflare D1

3. Defense-in-Depth against Out-of-Bounds Agentic Autonomy

Proving mathematical guarantees and deterministic code gates that isolate model generation from host permissions, network tokens, and operational shell execution.

Status: Enforced in Worker Security Kernel