Latest Blog
How to Check Memory and Runtime Requirements Before Running LFM2.5-24B-A2B
Check LFM2.5-24B-A2B weight format, memory overhead, runtime versions, context, and tool compatibility before attempting a home-server deployment.
How to Test Granite Speech 5.0 with English Audio Files Stored on Your NAS
Test Granite Speech 5.0 on a short English recording from your NAS. Verify checkpoint revision, runtime, sample rate, transcript quality, and output handling.
How to Prepare Files and Permissions for a Claude Duet Workflow
Prepare a Claude Duet task with selected files, scoped connected accounts, separate drafts, reviewable outputs, and a clear connection-removal plan.
How to Review and Test Agentic Autofix Changes Before Deploying to Your Home Server
Review an Agentic Autofix pull request with a focused diff check, relevant security evidence, functional validation, backups, and a traceable deployment.
How to Enable GitHub AI Scan for Your Self-Hosted App Repository
Enable GitHub AI Scan by checking repository eligibility, code scanning, organization policy, and billing. Learn how to confirm a qualifying PR is covered.
How to Assess Reflection Beam 1.0 Hardware Requirements Before Self-Hosting
Assess Reflection Beam 1.0 capacity using weight artifacts, format support, memory overhead, context, and concurrency before planning local inference.
How to Measure Mercury 3 Latency Beyond Tokens per Second
Measure Mercury 3 with first-response time, full-response time, tool latency, and accepted-result time instead of tokens per second alone.
How to Test MiniMax M3.1 Flash for Coding and Computer Use
Test MiniMax M3.1 Flash with a bounded coding or computer-use task. Check API compatibility, permissions, output quality, latency, and retry costs.
