KV-Cache Offloading Strategies: CPU, GPU, and NVMe Tradeoffs in 2026
KV-cache is the dominant memory cost in long-context inference. The 2026 offloading strategies that make 1M-token serving practical.
8 min read
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AI Voice Agent Insights & Guides
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Mixture of Experts Beyond Sparse: Granite, DeepSeek-MoE, and Mixtral Patterns
MoE evolved beyond simple top-k routing. The 2026 patterns from Granite, DeepSeek-MoE, and Mixtral that make MoE practical at scale.
8 min read
Codestral 25.05 vs Code Llama 70B vs DeepSeek-Coder
Three open-weight coding models compared — Codestral 25.05, Code Llama 70B, DeepSeek-Coder V3 — for real-PR workloads. Lens: real estate. A 2026 builder briefing.
8 min read
Paged Attention and Its Descendants: Memory-Efficient LLM Serving in 2026
PagedAttention launched a family of memory-management techniques that make modern LLM serving possible. The 2026 descendants and what they fix.
8 min read
Speculative Decoding in 2026: EAGLE-3, Medusa-V2, and Self-Speculation
Speculative decoding is now standard for LLM inference. The 2026 algorithms — EAGLE-3, Medusa-V2, MTP — and how to choose between them.
8 min read
Hippocratic AI x NVIDIA: GPU Partnership Reshaped Healthcare Voice
Hippocratic's NVIDIA partnership took healthcare voice agents from cents per minute to fractions of a cent in 2026. Here's the architecture, the GPU economics.
9 min read
Competitive Multi-Agent Environments: AI Town, Smallville, and Research Findings
Simulated multi-agent worlds are now serious research instruments. What 2026 studies in AI Town, Smallville, and Concordia found about emergent agent behavior.
8 min read
SMB Founder Playbook: Decagon CX Agents — The Enterprise Customer Service Pattern
SMB Founder Playbook perspective on Decagon's growth in enterprise CX shows there is room for multiple winners in the customer experience agent space.
9 min read
Cross-Language Agent Interop: MCP + A2A + ACP in One Stack
Three protocols, one stack. How MCP, A2A, and ACP compose to let agents in any language talk to tools, agents, and workflows in 2026.
8 min read
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