Tagged articles

knowledge compression

3 articles · Page 1 of 1

AsiaInfo Technology: New Tech Exploration

Apr 9, 2026 · Artificial Intelligence

How OAG Shrinks a Million‑Token Ontology to 11% While Keeping LLM Reasoning Power

This article presents the OAG (Ontology‑Augmented Generation) architecture, which uses a three‑stage pipeline of semantic filtering, graph‑based path pruning, and format conversion to compress enterprise‑scale ontologies by up to 89% of tokens while limiting inference accuracy loss to around 3% and adding only ~240 ms latency.

AI agentsGraph AlgorithmsLLM

0 likes · 21 min read

How OAG Shrinks a Million‑Token Ontology to 11% While Keeping LLM Reasoning Power

Qborfy AI

Mar 8, 2026 · Artificial Intelligence

How to Make AI Forget‑Proof: Master Context Compression for Better Answers

This guide explains why AI models hit a "context window" limit, how that leads to selective forgetting and information overload, and provides a step‑by‑step method—extracting key facts, verifying deletions, and re‑using the compressed summary—to keep AI focused on large documents.

AIcontext windowknowledge compression

0 likes · 8 min read

How to Make AI Forget‑Proof: Master Context Compression for Better Answers

Architect Practice

Mar 5, 2026 · Artificial Intelligence

Why AI Doesn’t Truly Understand the World Yet It’s Redefining Your Career

The article explains that large language models compress vast text into patterns rather than storing facts, suffer from context‑window limits and hallucinations, can generate unseen code through compositional generalization, and argues that developers must shift from rote coding to system design and AI‑augmented problem solving to stay relevant.

AI for developerscareer transformationcompositional generalization

0 likes · 6 min read

Why AI Doesn’t Truly Understand the World Yet It’s Redefining Your Career