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#Open Source

Insights, guides, and practical breakdowns on compliance, cybersecurity, and digital transformation.

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#Open Source

An abstract dark visualization of a 1-bit neural network with binary code streams and the ternary symbol set {-1, 0, +1} glowing in electric cyan and deep purple, representing Microsoft's BitNet b1.58 extreme-quantization architecture

BitNet b1.58: Microsoft's 1-Bit LLM That Runs a 100B Model on a Single CPU

Microsoft's BitNet b1.58 is the first natively trained 1-bit LLM — using only {-1, 0, +1} weights — yet it matches models 10× its size on benchmarks

Necolas HamwiNecolas Hamwi
May 19, 2026 - 13 min read
Futuristic illustration of speculative decoding: a large glowing neural tower represents the target LLM receiving rapid speculative token streams from a leaner drafting model below, with speed particle effects in electric orange and deep blue

Speculative Decoding: How Two LLMs Can Be Faster Than One

Speculative decoding pairs a small fast draft model with a large target model to achieve 2-3x LLM inference speedup with zero accuracy loss.

Necolas HamwiNecolas Hamwi
May 19, 2026 - 14 min read
AionUI for Hermes Agent: Your Free Desktop AI Coworker Has Arrived

AionUI for Hermes Agent: Your Free Desktop AI Coworker Has Arrived

AionUI gives Hermes Agent a visual desktop interface—1.6M+ developers are already using this free AI coworker stack. Here's what it adds to your workflow.

Necolas HamwiNecolas Hamwi
May 12, 2026 - 9 min read

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