Tagged articles

semantic compression

2 articles · Page 1 of 1
360 Tech Engineering
360 Tech Engineering
Aug 7, 2026 · Artificial Intelligence

Token Compression: From Simple Text Trimming to LLM Context Governance

The article explains how token compression evolves from basic text shortening into a multi‑layered context‑governance process for large language models, balancing compression rate, semantic fidelity, constraint integrity, efficiency, stability and observability while deciding when and how to apply it.

LLM contextcontext managementcost optimization
0 likes · 20 min read
Token Compression: From Simple Text Trimming to LLM Context Governance
Shuge Unlimited
Shuge Unlimited
Feb 9, 2026 · Artificial Intelligence

Claude-Mem Saves 95% Tokens and Offers Unlimited Memory – 25.8K‑Star GitHub Project

The article analyzes the "memory loss" problem of AI coding assistants, introduces the open‑source Claude‑Mem project that adds a three‑layer progressive‑disclosure architecture and AI‑driven semantic compression, and shows how it reduces token usage by 95%, boosts tool‑call limits twenty‑fold, and improves developer workflow.

AI coding assistantClaude-Memmemory retrieval
0 likes · 18 min read
Claude-Mem Saves 95% Tokens and Offers Unlimited Memory – 25.8K‑Star GitHub Project