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Context Windows Forget What Matters — I Built a Usage-Reinforced Decay Engine for AI Agent Memory

TL;DR: AI agent memory systems evict old context using a sliding window: if something hasn’t been touched in N turns, it’s gone. This treats a foundational…

Building a Semantic Search Engine and Open-Status Classifier over the ResearchMath-14k Dataset

from sentence_transformers import util def search(query, k=5): q = model.encode([query], normalize_embeddings=True) sims = util.cos_sim(q, emb)[0].cpu().numpy() idx = sims.argsort()[::-1][:k] print(f’\n=== Query: “{query}” ===’) for rank, i in…

How to Build a Dynamic Zero-Trust Network Simulation with Graph-Based Micro-Segmentation, Adaptive Policy Engine, and Insider Threat Detection

In this tutorial, we build a realistic Zero-Trust network simulation by modeling a micro-segmented environment as a directed graph and forcing every request to earn access…

LightSeek Foundation Releases TokenSpeed, an Open-Source LLM Inference Engine Targeting TensorRT-LLM-Level Performance for Agentic Workloads

Inference efficiency has quietly become one of the most consequential bottlenecks in AI deployment. As agentic coding systems such as Claude Code, Codex, and Cursor scale…

System Design Series: Apache Flink from 10,000 Feet, and Building a Flink-powered Recommendation Engine

, I’ve had Apache Flink on my “things I really need to understand properly” list. I’d seen it mentioned alongside Kafka, heard it come up in…

Meet GitNexus: An Open-Source MCP-Native Knowledge Graph Engine That Gives Claude Code and Cursor Full Codebase Structural Awareness

There is a quiet failure mode that lives at the center of every AI-assisted coding workflow. You ask Claude Code, Cursor, or Windsurf to modify a…

An Implementation Guide to Running NVIDIA Transformer Engine with Mixed Precision, FP8 Checks, Benchmarking, and Fallback Execution

In this tutorial, we implement an advanced, practical implementation of the NVIDIA Transformer Engine in Python, focusing on how mixed-precision acceleration can be explored in a…

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Browsing: engine

Context Windows Forget What Matters — I Built a Usage-Reinforced Decay Engine for AI Agent Memory

Building a Semantic Search Engine and Open-Status Classifier over the ResearchMath-14k Dataset

How to Build a Dynamic Zero-Trust Network Simulation with Graph-Based Micro-Segmentation, Adaptive Policy Engine, and Insider Threat Detection

LightSeek Foundation Releases TokenSpeed, an Open-Source LLM Inference Engine Targeting TensorRT-LLM-Level Performance for Agentic Workloads

System Design Series: Apache Flink from 10,000 Feet, and Building a Flink-powered Recommendation Engine

Meet GitNexus: An Open-Source MCP-Native Knowledge Graph Engine That Gives Claude Code and Cursor Full Codebase Structural Awareness

An Implementation Guide to Running NVIDIA Transformer Engine with Mixed Precision, FP8 Checks, Benchmarking, and Fallback Execution

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