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AI Research

Insights into the development and future of AI

LAAF research — automated red-teaming for LPCI in agentic LLM systems
Case Studies
·12 min

LAAF: Logic-Layer Attacks on Agentic LLM Systems

A case study on LAAF, a lifecycle-aware red-teaming framework for Logic-layer Prompt Control Injection (LPCI) in agentic LLM systems, and why it matters for memory, RAG, and tool-connected AI in production.

LLM inference pipeline showing prefill and decode phases with KV cache memory behavior
Case Studies
·29 min

The Hidden Memory Architecture of LLMs

From prefill and decode to paging and trust boundaries — how memory determines GenAI reliability in complex production conditions.

Scales of justice symbolizing fairness in AI
Case Studies
·8 min

AI Bias and Skytells' Debiasing Solutions

A detailed case study on the risks of biased data in AI decision-making, using the COMPAS system as an example, and how Skytells' debiasing tools help ensure fairness.

A robotic arm symbolizing AI evolution
Case Studies
·20 min

Elevating Code Quality with AI-Driven Agentic Systems

A case study exploring how Skytells is enhancing coding quality using AI-driven agentic systems like DeepCoder, Eve AI Assistant, and the DeepBrain Model.

Caregiver using AI technology to understand infant needs
Case Studies
·10 min

Advancing Infant Care with DeepInfant

Exploring how the DeepInfant model is transforming infant healthcare through advanced AI techniques, improving diagnosis and treatment outcomes.