When Your Reference Implementation Becomes the Real Architecture

I built Memory Bank for my home infrastructure repo. Three months later, I finally applied it to the system that actually makes money. Then during a real project, the whole data architecture changed.

January 15, 2026 · 4 min · 828 words · Chris Hughes

How Hard NFS Mounts Silently Killed My DNS

When ‘systemctl status’ says everything is fine but your network is down, you learn that hard NFS mounts and critical services don’t mix.

January 12, 2026 · 4 min · 776 words · Chris Hughes

The Thermostat That Wouldn't Stop Asking

A 404MB log file growing at 160MB/day. 87% of it was mDNS traffic. One thermostat was sending 66,000 queries with zero responses. The fix wasn’t log rotation - it was understanding why.

January 12, 2026 · 5 min · 944 words · Chris Hughes

When Build Artifacts Break Cross-Platform Sync

Three root causes, 10+ debugging iterations, and 2792 permission errors: How platform-specific build artifacts turned my seamless dev workflow into a troubleshooting marathon.

January 12, 2026 · 4 min · 828 words · Chris Hughes

When Your AI Assistant Crashes Your Infrastructure

How an AI assistant saturated SSH connections, crashed a Pi, triggered rate limiting, and why that incident led to mandatory safety rules for AI-assisted infrastructure management.

January 12, 2026 · 5 min · 917 words · Chris Hughes

Your Security Tools Only Protect What They Can See

Running CrowdSec felt safe until a routine audit revealed SSH brute force attacks going completely undetected - because the security tool was watching the wrong log source.

January 12, 2026 · 4 min · 685 words · Chris Hughes

Discovering Mistral 7B on Mac Mini M4 with Apple Silicon Monitoring

2025-10-24 - Discovering Mistral 7B on Mac Mini M4 with Apple Silicon Monitoring 🎯 Key Insights Undocumented Infrastructure: Ollama + Mistral 7B installed 4 days prior but completely missing from Memory Bank documentation Apple Silicon Monitoring Gap: btop GPU monitoring is Linux-only; asitop is the correct tool for M4 GPU/Neural Engine observation M4 Efficiency Characteristics: Inference so fast (40-80 tokens/sec) that GPU activity appears as brief power blips rather than sustained load 📝 What Happened Session started with a simple question: “Did we install Mistral on here?” Memory Bank had no record of it, but systematic search revealed Ollama v0.12.6 with Mistral 7B fully operational, installed approximately October 20th. ...

October 24, 2025 · 5 min · 858 words · Chris Hughes

Phase 6 Testing Complete - Production Blog System Validated

Phase 6 Testing Complete - Production Blog System Validated Date: 2025-09-21 Project: chungus-net Session Type: Testing & Validation Duration: ~2 hours Completion: 47/67 tasks (70%) 🎯 Key Insights The comprehensive Phase 6 testing validated our production-ready global blog system with 100% success across all 8 testing scenarios. Most significantly, we demonstrated that parallel sub-agent execution can handle complex multi-faceted testing without compromising quality - all 8 tests ran simultaneously and delivered thorough validation reports. ...

September 21, 2025 · 3 min · 470 words · Chris Hughes

Task 5.6 Implementation - Session 1

Task 5.6 Implementation - Session 1 🎯 Key Insights Multiple sessions per day workflow already implemented via Task 4.6 /stop command integration provides optimal timing for blog creation Session numbering and conflict resolution working correctly 📝 What Happened Started implementation of Task 5.6 to handle workflow for multiple development sessions in single day. Analyzed existing integration between /stop command and blog creation system. Found that Task 4.6 already provides the core multiple sessions handling. ...

September 21, 2025 · 1 min · 148 words · Chris Hughes

Task 5.6 Implementation - Session 2

Task 5.6 Implementation - Session 2 🎯 Key Insights Session numbering system working correctly with suffix pattern Blog index maintains chronological order within same-day entries Context preservation between sessions operates as expected 📝 What Happened Second session of Task 5.6 implementation. Tested multiple session handling by creating test entries and verifying the conflict resolution system works correctly. Confirmed that the suffix pattern (session-2) is applied automatically. 🔧 Technical Details File: task-5-6-session-2.md Date: 2025-09-21 Session: #2 (second session of day) Focus: Testing session numbering and conflict resolution 💭 Reflections The multiple sessions workflow is robust and handles same-day sessions elegantly. The index ordering logic maintains chronological order within date groups as expected. ...

September 21, 2025 · 1 min · 133 words · Chris Hughes