MCP-Ready Ecosystem Refactor
Transitioning from fragmented multi-module scripts to a library-first platform using a unified Go workspace.
- #platform
- #system-design
- #go
Blog
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The SRE Era: Standardizing OpenTelemetry
Mastering SRE principles by transitioning from ad-hoc data collection to a standardized OpenTelemetry ecosystem using Prometheus, Grafana Tempo, and MinIO for persistence.
- #platform
- #system-design
- #kubernetes
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[Engineering Log] The Phased Migration to Kubernetes
Executing a risk-based, four-stage migration of the observability stack from Docker to Kubernetes to ensure data integrity and system stability.
- #retrospective
- #platform
- #kubernetes
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[Engineering Log] The Migration Strangler: Promtail to Alloy
Migrating from EOL Promtail to Grafana Alloy via a Strangler Fig pattern, bridging Kubernetes and Docker logs to ensure zero visibility loss during the platform transition.
- #retrospective
- #platform
- #kubernetes
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[Engineering Log] Killing the Static .env with OpenBao
Eliminating static .env files by centralizing secrets in OpenBao via a reusable internal/secrets module, decoupling credentials to streamline the Kubernetes migration phase.
- #retrospective
- #platform
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[Engineering Log] Migrating Python CLI to Serverless
Why I migrated a local Python CLI script to an Azure Serverless Function to eliminate virtual environment friction and gain practical hands-on cloud experience.
- #retrospective
- #python
- #cloud
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GitOps: From Timers to Webhooks
From systemd timers to event-driven webhooks: How I leveraged a Go proxy to eliminate O(N) management toil and achieve instant GitOps syncs for multiple repositories.
- #go
- #automation
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Scaling with Systemd Template Units
Learn to scale Linux automation using Systemd Template Units. Discover how the '@' symbol and gitops-sync timers simplify service management. Read the full guide to learn.
- #retrospective
- #linux
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[Engineering Log] Cron vs. Systemd: A Deep Dive
A deep dive into Systemd vs Cron: Automating an observability hub with self-healing timers, centralized logging, and dependency management. Read the full guide to learn.
- #retrospective
- #linux
- #automation
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January Reflection 2026
Reflecting on a shift from chatting with AI to refining context files. Learning to treat instructions as code and using the RFC process for better agent collaboration.
- #growth