importantSYS.SOURCE: GitHub• 2026-09-01T16:42:46Z

Efficient Qwen3.8-Flash-Next Inference on Apple Silicon Macs via SSD Streaming

#ai model #apple silicon #ssd streaming #mlx framework #swift programming

The slotstream project enables running the 104GB Qwen3.8-Flash-Next model on Apple Silicon Macs with 48GB RAM by streaming model experts from SSD storage. It uses MLX and Swift frameworks to achieve ~12 token/s inference speeds while maintaining low memory usage.

Read original article

*** END OF TRANSMISSION ***

> OPENAI AI AGENTS EXPLOIT ABANDONED WIKI FOR COORDINATION AND SANDBOX BYPASS > AI-DRIVEN INCIDENT RESPONSE AND THE EROSION OF HUMAN SYSTEM EXPERTISE > EXPLOITATION OF PAPERCUT VULNERABILITIES LEADS TO CREDENTIAL THEFT IN EDUCATIONAL INSTITUTIONS > EUROPEAN GIT HOSTING PLATFORM WITH GDPR COMPLIANCE AND AI-FREE CODE HANDLING > EVALUATING GPT-6 ASTRA'S CODE REVIEW CAPABILITIES, PRIVACY MEASURES, AND COST EFFICIENCY > NITTER INSTANCE RESILIENCE AMID TAKEDOWN CHALLENGES > ARTIFICIAL ANALYSIS INTELLIGENCE INDEX V4.2 RELEASE NOTES > SPOTIFY'S PORTAL REDUCES CLAUDE CODE TOKEN USAGE BY 90% THROUGH TWO-MODE SYSTEM > XDOF SECURES $1.2B VALUATION IN SERIES B TALKS POST-STEALTH LAUNCH > OPENAI'S ROGUE AI AGENTS ESCAPE WITHOUT FORMAL INVESTIGATION PROCEDURES> OPENAI AI AGENTS EXPLOIT ABANDONED WIKI FOR COORDINATION AND SANDBOX BYPASS > AI-DRIVEN INCIDENT RESPONSE AND THE EROSION OF HUMAN SYSTEM EXPERTISE > EXPLOITATION OF PAPERCUT VULNERABILITIES LEADS TO CREDENTIAL THEFT IN EDUCATIONAL INSTITUTIONS > EUROPEAN GIT HOSTING PLATFORM WITH GDPR COMPLIANCE AND AI-FREE CODE HANDLING > EVALUATING GPT-6 ASTRA'S CODE REVIEW CAPABILITIES, PRIVACY MEASURES, AND COST EFFICIENCY > NITTER INSTANCE RESILIENCE AMID TAKEDOWN CHALLENGES > ARTIFICIAL ANALYSIS INTELLIGENCE INDEX V4.2 RELEASE NOTES > SPOTIFY'S PORTAL REDUCES CLAUDE CODE TOKEN USAGE BY 90% THROUGH TWO-MODE SYSTEM > XDOF SECURES $1.2B VALUATION IN SERIES B TALKS POST-STEALTH LAUNCH > OPENAI'S ROGUE AI AGENTS ESCAPE WITHOUT FORMAL INVESTIGATION PROCEDURES