Diagram of tiered memory layers feeding multiple AI agent nodes.

Architecting Autonomous Memory Systems for Distributed AI Agent Orchestration

A deep dive into the architecture of autonomous memory systems for distributed AI agents, covering tiered storage, consistency models, and real-world orchestration patterns.

September 3, 2026 · 9 min · 1917 words · martinuke0
Abstract visualization of a slowly fading neural pathway

Agentic Skill Decay: Why Your AI Agents Get Worse Over Time

Agentic AI systems drift in capability long before they fail outright. This post breaks down the mechanisms, the production signals, and the engineering practices that keep agents sharp.

September 3, 2026 · 9 min · 1841 words · martinuke0
Layered architecture diagram of an AI agent stack spanning perception, reasoning, tools, memory, and action layers.

The Complete AI Agent Architecture: From Perception to Action

A field guide to designing production AI agents — from perception and reasoning loops to memory, tool routing, and the orchestration patterns that keep them reliable at scale.

September 2, 2026 · 12 min · 2528 words · martinuke0
Abstract visualization of a conversational AI agent handling multi-step developer tasks.

Your First 7 Days with Grok Bot: A Production-Ready Field Guide

Seven days of practical lessons from onboarding Grok Bot into a real engineering workflow, from API setup to evaluation loops.

September 2, 2026 · 8 min · 1695 words · martinuke0
Diagram of a pi-agent control loop with memory, tools, and a verifier.

Building a pi-agent for Long-Horizon Tasks: Patterns That Actually Work

Pi-agents for long-horizon tasks need more than a clever prompt. This post covers the architecture, memory patterns, and failure modes that decide whether the agent finishes the job or burns budget on a loop.

September 1, 2026 · 12 min · 2492 words · martinuke0
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