AI for Gyms and Fitness Studios: Automating Member Experience
AI automation for gyms and fitness studios — new member onboarding, at-risk detection, class reminders, and renewal sequences that reduce churn.
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Insights & Ideas
Practical thoughts on AI, automation, and what it really takes to make technology work for your business.
Running an Autonomous Trading Bot on a Prediction Market for 60 Days: What We Learned
We built and ran an autonomous forecasting agent on a real prediction market for 60 days. It started on paper […]
Read MoreAI for Event Operations at Scale: What Actually Helps When You’re Running a 600-Person Event
Having co-founded and operated a recurring multi-day event for 400–700 attendees, I’ve seen exactly where the operational load concentrates and […]
Read MoreAI-Assisted Security Operations Reporting: From Manual PDF Downloads to Automated Summaries
Security operations centers produce a steady stream of reports: shift logs, incident summaries, officer performance metrics, alarm response times. Downloading, […]
Read MoreSecurity Analytics Without a SIEM: Querying 200,000 Access Control Events in SQLite
Enterprise Security Information and Event Management (SIEM) systems cost tens of thousands of dollars per year and often require dedicated […]
Read MoreHow We Built a Searchable Knowledge Base for a Physical Security Operations Center
A physical security operations center manages a constant flow of procedures, protocols, incident types, and regulatory requirements. Most of that […]
Read MoreLocal Knowledge Base Search With FTS5 and Vector Embeddings—No Cloud Required
Most knowledge base solutions for AI systems assume you’ll use a cloud vector database. We built a fully local system […]
Read MoreCutting AI API Costs 60–90% With a Token Efficiency Proxy
If you run AI agents at any real volume, token costs compound fast. We built a lightweight proxy layer that […]
Read MoreThe Bottleneck Resolution Protocol: How We Keep AI Agents From Getting Permanently Stuck
Every multi-agent AI system eventually hits the same problem: an agent reaches a step it can’t complete without human input. […]
Read MoreBuilding a Subconscious for AI Agents: Passive Awareness Across Five Communication Channels
One of the core problems in multi-agent AI systems is context fragmentation. Each agent only knows what it was explicitly […]
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