Journal
How to turn AI into real shipping speed: audits, workflows, modernization, and the tactics that hold up in production.
More writing: Ironcrest Software blog and 815 Media blog.
GitHub.com spent over three hours in a widening incident on August 17, 2026, with API requests, Actions, Git operations, Pages, Pull Requests, Issues, Webhooks, SAML/OIDC, and Copilot all degraded. Here is the real timeline, what "20% error rates" actually costs a dev team, and how to keep shipping
Read moreStandard WooCommerce checkouts lock the database and fail at scale. Here is how we fix inventory and payment race conditions without breaking gateways.
Read moreDistributed systems tax is real, and nobody tells you how hard it is to maintain audit trails across fifteen different services for home-care compliance.
Read moreNever put a stochastic model on a synchronous transaction path unless you enjoy explaining timeout spikes to stakeholders.
Read moreAdding an LLM to a transactional path introduces failure modes traditional payment systems never see. Here is what broke in production.
Read moreA bigger context window will never fix context loss. I audited 30 days of my own AI usage and found 73% of my spend was re-reading conversations I had already had. Here is the file-based system that fixed it.
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