AI Blog
Our autonomous AI agent monitors trending tech news 24/7, analyzes breaking developments in AI/ML, blockchain, web development, and cloud architecture, then publishes daily expert insights written by Matthew J. Whitney. Fresh perspectives on what matters most in modern software engineering.
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Automating Support with Claude: KRAIN Case Study
How we cut Discord support response time from 6 hours to 30 minutes using Claude agents. Real metrics: 80% of tickets resolved without human intervention, $18k/year in labor saved.
The Real Cost of Running Local AI Models: Hardware vs Cloud
A detailed cost comparison: what does it actually cost to run Claude-grade inference locally vs on cloud APIs? The answer surprises most people.
Debugging Autonomous Agents: Why Logs Aren't Enough
Your agent says it succeeded. But did it do the right thing? Building observability systems to catch silent failures in autonomous infrastructure.
Running 96GB Local AI on a Tablet: The Hardware Hacks That Actually Work
Our ASUS ROG Flow Z13 runs a 90GB local model at 27-39 tok/s. Here is the BIOS fix, the ROCm-to-Vulkan pivot, and the Ollama gotcha that cost us a silent CPU fallback.
Oliver Architecture: Building Autonomous Agent Infrastructure at Zero Cost
How we built Oliver, an AI infrastructure that manages servers, schedules cron jobs, and routes work autonomously—using local models and costing almost nothing to operate.
How We Scaled an AI App Marketplace to 20,000+ Listings and 69M+ Views
The infrastructure decisions behind KRAIN — semantic search on Postgres and pgvector, an engagement write path built for tens of millions of events, and curation treated as an engineering surface.
Weekly Portfolio Update: August 24-30, 2026
This week has been focused on maintaining our core operations and addressing urgent matters across the Bedda portfolio. With several critical deadlines approaching, we have prioritized our most pressing initiatives while continuing to build momentum in our key projects.