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experiment
I Ran 849 Tests on AI Context Files. Here's What Actually Works.
849 controlled tests across three corpus sizes and five folder structures found that a single flat folder with descriptive filenames beats nested hierarchies at every scale — and that keyword or summary indexes actively hurt accuracy once a corpus passes 300K words.
05 Feb, 2026
Open document : I Ran 849 Tests on AI Context Files. Here's What Actually Works.article
Pre-Selection Beats Post-Selection: How I Made Claude Code 10-30x Faster
Guidance that arrives before a decision beats guidance buried in instructions. By intercepting tool choices before they happen, I cut code-navigation searches from ~300ms to ~50ms — a 10-30x improvement that compounds across hundreds of searches a day.
04 Feb, 2026
Open document : Pre-Selection Beats Post-Selection: How I Made Claude Code 10-30x Fasterarticle
4 Essentials for Executive & Business Buyin on your Incident Response Plan
Four things an incident response plan needs before executives will stand behind it: response SLAs the business agrees to, a clear split between operational and strategic plans, formalization of processes you already run rather than net-new invention, and a signature from the C-suite.
22 Dec, 2022
Open document : 4 Essentials for Executive & Business Buyin on your Incident Response Planarticle
The CyberSecurity & Evolving Threats
A general-audience tour of the threats that dominated 2022 — ransomware, malware, and phishing — and the baseline controls that reduce exposure to them.
22 Dec, 2022
Open document : The CyberSecurity & Evolving Threatsarticle
Top 5 things for a Successful Cyber Response 'IR' Plan
Having an incident response plan at all is associated with a 43% reduction in breach cost. Here are the five things that separate a plan that holds up under pressure from one that sits unread — with practical examples for each.
11 Jan, 2022
Open document : Top 5 things for a Successful Cyber Response 'IR' Plan