In this tutorial, we build a memory-engineering layer for an AI agent that separates short-term working context from long-term vector memory and episodic traces. We implement semantic storage using ...
How to Design a Persistent Memory and Personalized Agentic AI System with Decay and Self-Evaluation?
import math, time, random from typing import List class MemoryItem: def __init__(self, kind:str, content:str, score:float=1.0): self.kind = kind self.content ...
ClearDefenderHistory.cmd clears the Windows Defender "Protection history" by creating a scheduled task, configured to run as SYSTEM, that clears the Windows Defender logs on next restart of the ...
Microsoft has released the KB5051974 cumulative update for Windows 10 22H2 and Windows 10 21H2, which automatically installs the new Outlook for Windows app and fixes a memory leak bug. The Windows 10 ...
KCache is a lightweight, high-performance, thread-safe, in-memory caching solution tailored for small-scale caching needs. It is designed for applications requiring low-latency access to frequently ...
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