System Logs

Blog Archive

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AI Engineering · Real Talk 7 min read

I Automated Half My Job. Here's <em>What Happened.</em>

An honest account of what actually shifts when you automate your own workflow — the good, the unexpected, and the parts nobody talks about.

20 FEB 2026 Read →
AI Workflow · Practical 5 min read

That Meeting Could Have Been <em>an AI Workflow.</em>

The engineer's guide to spotting exactly which parts of your week should not involve a human.

20 FEB 2026 Read →
AI Architecture - Engineering 6 min read

Multi-Agent vs Single-Agent AI Systems for Software Engineering

Compare multi-agent and single-agent AI systems for software engineering, including reliability, governance, speed, and when each architecture should be used.

20 FEB 2026 Read →
AI Engineering · Consulting 7 min read

Everyone Wants an AI Agent. <em>Nobody Wants to Define What It Should Do.</em>

The most expensive mistake in AI projects isn't a technical one. It's the discovery conversation that didn't happen before anyone wrote a single line of code.

20 FEB 2026 Read →
AI Operations - Checklist 6 min read

Production AI Agent Checklist: 20 Must-Haves Before You Scale

Use this production AI agent checklist to validate architecture, governance, observability, and human review controls before scaling agentic workflows.

20 FEB 2026 Read →
AI Engineering · Reality Check 6 min read

Your Prompt Isn't the Problem. <em>Your Architecture Is.</em>

After reviewing dozens of failing AI integrations, the issue is almost never the prompt. It's everything around it.

20 FEB 2026 Read →
AI Engineering · Workflow Design 6 min read

Your Agent Followed Instructions. <em>That Was the Problem.</em>

A practical field note on why AI agent failures usually start with vague task definitions, not weak models, and how to fix that in real workflows.

20 FEB 2026 Read →
AI Orchestration - Axon Playbook 6 min read

AI Agent Orchestration: The Practical Playbook for Engineering Teams

A practical guide to AI agent orchestration for engineering teams: architecture, guardrails, workflows, and how Axon-style systems move from ticket to PR.

19 FEB 2026 Read →
Autonomous Delivery - Axon 6 min read

Autonomous Software Delivery Pipeline: Ticket to PR in One Flow

How to design an autonomous software delivery pipeline that moves from ticket to pull request with AI agents, quality gates, and controlled handoffs.

19 FEB 2026 Read →
Opinion · Real Talk 6 min read

The Five Stages of an Engineer <em>Accepting AI.</em>

Denial. Anger. Bargaining. Stack Overflow still returning 404. Acceptance.

19 FEB 2026 Read →