Engineering Notes

13 Nov 2025

Symbolic Reasoning and Neural-Symbolic Integration in AI Agents

Modern AI agents face a fundamental challenge: how to combine the pattern-matching prowess of neural networks with the ...

12 Nov 2025

Contextual Bandits for Balancing Exploration and Exploitation in Real-Time

Master contextual bandits—the algorithm behind personalized recommendations, A/B testing, and adaptive agents. Learn how to balance exploration and exploitation in real-time decision-making.

12 Nov 2025

Manage Your Teams Cognitive Load Budget

Most engineering managers obsess over headcount, sprint capacity, and story points. But the most critical resource you'...

11 Nov 2025

Human-in-the-Loop Agents for Bridging Autonomy and Oversight

Master the patterns and practices of human-in-the-loop agent systems that balance automation with human judgment

11 Nov 2025

Manage Signal-to-Noise - The Hidden Cost of Organizational Chatter

The most underrated skill in scaling engineering organizations isn't hiring faster or building better processes—it's **...

11 Nov 2025

The Architecture is the Prompt - Guiding AI with Hexagonal Design

As developers, we've all felt the frustration. You have a well-structured repository with clear patterns, but the new A...

10 Nov 2025

Architect Your Teams Communication Protocol

Most engineering managers focus on processes, tools, and org structure while ignoring the most critical infrastructure:...

10 Nov 2025

Planning with Backtracking and Replanning for Resilient Adaptive Agents

Learn how backtracking and replanning enable AI agents to recover from failures and adapt to dynamic environments

09 Nov 2025

Build Abstractions That Accelerate, Not Complicate

Most engineering managers understand abstractions theoretically—they reduce duplication, hide complexity, and enable re...

09 Nov 2025

Semantic Routing and Intent Classification in AI Agent Systems

## Concept Introduction **Semantic routing** determines which tool, model, or workflow should handle a user request. I...