#LLM Agent architecture

2084 related articles

Jul 28, 2026·3 min

Agent Skill Routing: Engineering Trade-offs Between Retrieval and LLM, and the Two-Stage Layered Architecture

Deep dive into Agent skill routing: comparing pure model vs. pure retrieval approaches, with a detailed two-stage layered architecture balancing accuracy, latency, and cost.

Jul 23, 2026·6 min

The AI Builder's Handbook: A Complete Guide to LLM Principles, RAG Architecture, and Agent Design

From the autocomplete nature of LLMs, tokens, and context windows to RAG vector databases, the MCP protocol, and AI agent loop design — this article uses vivid analogies to unpack the reality of AI engineering.

Jul 17, 2026·2 min

GPT-5.6 Deep Dive: Tiered Models + Multi-Agent Architecture, LLMs Evolve into Workflow Engines

GPT-5.6 isn't just a capability upgrade — it's an architectural shift: tiered models, programmatic tool calling, and multi-agent collaboration turn LLMs into workflow engines for production systems.

Jul 6, 2026·6 min

What Is Vibe Coding? A Complete Breakdown of the LLM + Agent + Workflow Three-Layer Architecture

Vibe Coding, coined by ex-Tesla AI Director Karpathy, redefines AI programming. This article breaks down the LLM + Agent + Workflow three-layer architecture.

Jul 30, 2026·2 min

Memmy Agent: Cross-Platform AI Memory Sharing Tool, A Local-First Personal Memory Hub

Memmy Agent is a local-first open-source AI memory hub enabling cross-platform memory sharing across Claude Code, Codex, and more. Free 2M tokens included.

Jul 30, 2026·2 min

Memmy Agent: A Cross-Platform AI Memory Sharing Tool and Local-First Personal Memory Hub

Memmy Agent is a local-first, open-source AI memory hub enabling cross-platform memory sharing across Claude Code, Codex, and more. Free 2M token tier included.

Jul 30, 2026·3 min

Jina v3 Matryoshka Embeddings in Practice: Cut Vector Storage Costs by 75%

Use Jina v3 Matryoshka embeddings to truncate 1024-dim vectors to 256-dim, cutting Pinecone storage costs by 75% while maintaining retrieval quality with task-specific LoRA adapters and circuit breakers.

Jul 30, 2026·3 min

Building a Streaming LLM Backend in Go: Deep Dive into the SDK and React Frontend Library

Deep dive into an open-source Go SDK for building streaming LLM backends, covering streaming responses, tool-calling architecture, and companion React library for end-to-end integration.

Jul 30, 2026·2 min

Moving State Out of Framework Memory: A Multi-Agent Architecture Refactoring Guide

Exploring how 70% of multi-agent memory is consumed by non-reasoning state, and a refactoring approach using email threads to replace framework memory for better token efficiency, auditability, and resilience.

Jul 30, 2026·2 min

LangChain or LangGraph? Choosing the Right Framework for Production-Grade AI Applications

In-depth analysis of core differences between LangChain and LangGraph, exploring why more teams are migrating to LangGraph for production AI apps, with framework selection guidance.

Jul 30, 2026·2 min

LangChain or LangGraph? Framework Choices for Production-Grade AI Applications

In-depth analysis of LangChain vs LangGraph differences, why teams are migrating to LangGraph for production AI apps, and framework selection guidance based on project complexity.

Jul 30, 2026·3 min

Jina v3 Matryoshka Embeddings in Practice: Cut Vector Storage Costs by 75%

Use Jina v3's Matryoshka embeddings to truncate 1024-dim vectors to 256-dim, cutting Pinecone storage costs by 75%. Covers dimension truncation, task-specific LoRA adapters, and circuit breakers for reliable RAG systems.

Jul 30, 2026·3 min

Greplica: A Self-Updating Code Knowledge Base Built for AI Coding Agents

Greplica is an open-source self-updating Wiki for coding agents that automatically extracts decisions, constraints, and gotchas from sessions, enabling shared codebase memory across agents and developers.

Jul 30, 2026·3 min

Greplica: A Self-Updating Code Knowledge Base Built for AI Coding Agents

Greplica is an open-source self-updating wiki for coding agents that auto-extracts decisions, constraints, and gotchas from sessions, enabling shared codebase memory across agents and developers.

Jul 30, 2026·2 min

Task Monki: An Open-Source Multi-Agent Collaborative Programming Workflow Platform

Task Monki is an open-source desktop app that lets coding agents handle the full dev workflow from task planning to Pull Request, with multi-agent parallel execution, code review, and collaborative discussion.

Jul 30, 2026·3 min

Medley: A Deep Dive into the Multi-Agent Orchestration Plugin for Claude Code

Medley is a free Claude Code plugin that decomposes complex dev tasks into live task graphs via /mission, orchestrating multiple AI agents with BYOK model support and built-in review cycles.

Jul 30, 2026·2 min

MemoryCustodian: A Repo-Native Persistent Memory Store for Coding AIs

MemoryCustodian is an open-source tool that stores AI memory as Markdown files in your code repo, solving cross-session amnesia for Claude Code, Codex, and other coding assistants.

Jul 30, 2026·4 min

FlowTask 2.0: Building a Unified Enterprise Memory Layer for AI Agents

FlowTask 2.0 proposes a "Company Brain" that unifies data from Email, Slack, WhatsApp and more to provide real-time enterprise context for AI Agents, reducing repetitive context-feeding costs.

Jul 30, 2026·4 min

Leaping AI: Voice AI Agents That Automatically Execute Weeks-Long Telemarketing Follow-ups

Leaping AI builds voice AI agents for blue-collar services like home improvement and roofing, supporting 100+ concurrent calls, multi-day campaign auto-follow-ups, multilingual switching, and deep CRM integration.

Jul 30, 2026·2 min

Prefactor: Production-Grade Monitoring and Quality Assurance Tool for Real-Time AI Agent Evaluation

Prefactor is a production-grade monitoring tool for real-time AI Agent evaluation, using live scoring, quality drift detection, and performance visualization to solve the core problem of Agents passing offline tests but failing in production.