Tagged articles

neuro-symbolic AI

3 articles · Page 1 of 1

Aug 20, 2026 · Artificial Intelligence

How UI Ontology and Neuro‑Symbolic AI Enable Agents to Operate a Computer

The article explains why a computer screen itself forms a spatial ontology, how Anthropic trained Claude to compute pixel coordinates and reason over UI elements, the four‑step action loop, benchmark results on OSWorld, prompt‑injection risks, and why combining symbolic and connectionist approaches—neuro‑symbolic AI—is essential for reliable computer‑using agents.

AI AgentsClaudeOSWorld benchmark

0 likes · 9 min read

How UI Ontology and Neuro‑Symbolic AI Enable Agents to Operate a Computer

AI Large-Model Wave and Transformation Guide

Aug 4, 2026 · Artificial Intelligence

Why Palantir’s Ontology‑Driven AI Beats Traditional RAG 1.0

The article analyzes how Palantir’s neuro‑symbolic, ontology‑based AI platform overcomes the fragmentation, broken reasoning chains, and lack of explainability of conventional RAG systems, delivering semantic modeling, auditable multi‑step reasoning, and dynamic business adaptation for enterprise decision‑making.

PalantirRAGenterprise AI

0 likes · 9 min read

Why Palantir’s Ontology‑Driven AI Beats Traditional RAG 1.0

Data Party THU

Sep 2, 2025 · Artificial Intelligence

Inside Large Action Models (LAMs): Architecture, Code, and Enterprise Automation

This article provides a comprehensive technical analysis of Large Action Models (LAMs), detailing their neuro‑symbolic architecture, core components such as LAMProcessor, NeuroSymbolicLayer, ActionExecutor, and learning modules, and demonstrates how they enable intelligent, end‑to‑end automation of enterprise tasks.

AI automationTask learningTransformer

0 likes · 30 min read

Inside Large Action Models (LAMs): Architecture, Code, and Enterprise Automation