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Latest Journal Publications
Showing 12 articlesAnthropic Model Context Protocol: The Open Standard Connecting AI to Enterprise Data
An engineering breakdown of Anthropic's Model Context Protocol (MCP), examining how standardizing client-host-server primitives solves the M×N integration bottleneck for enterprise AI systems....
AMD Instinct MI300X & ROCm 6: Production Inference Latency & vLLM
Benchmarking AMD Instinct MI300X accelerators running ROCm 6, evaluating its 192GB HBM3 memory capacity advantage in serving Llama 70B and 405B models in production environments....
AWS Trainium2 & Inferentia: Hyperscaler Custom Silicon Economics
How Amazon Web Services is challenging the GPU monopoly with Trainium2, offering 4x training performance and cost-competitive cluster scaling for Anthropic and enterprise foundation model labs....
Advanced RAG Chunking: Semantic Splitting, Recursive Hierarchies, and Sentence Windowing
An architectural guide to advanced RAG text chunking: comparing fixed-character splits, recursive character boundaries, semantic similarity splitting, parent-child document hierarchies, and sliding sentence windows....
Mistral Le Chat Enterprise: Workspace Canvas, Document Search, and European Sovereign AI Infrastructure
An architectural examination of Mistral Le Chat Enterprise: exploring how interactive Canvas artifact editing, Pixtral-powered document processing, and European sovereign cloud infrastructure position Mistral as a secure corporate alternative to US hyperscalers....
Windsurf & Cascade: Agentic Flow State and the Evolution of Developer Workspaces
How Codeium's Windsurf editor and Cascade agent bridge the gap between conversational chat panels and autonomous multi-file terminal execution while protecting developer flow state....
Autonomous Threat Modeling: How METR and ARC Benchmark Autonomous Cyber Risks
An examination of independent frontier AI safety evaluations conducted by METR: measuring autonomous task horizons, zero-day vulnerability discovery, autonomous replication and adaptation (ARA), and catastrophic risk thresholds....
Google TPU v6e Trillium: Matrix Accelerators and Optical Circuit Switches
Examining Google's sixth-generation custom AI accelerator, TPU v6e Trillium, exploring its 4.7x compute density uplift, MXFP4 numerical support, and reconfigurable Optical Circuit Switch (OCS) networking....
Semantic Caching in Production: Slashing API Latency and Spend with Vector Similarity Caches
An engineering blueprint for production semantic caching: using vector embeddings, cosine distance thresholds, and Redis vector stores to intercept redundant LLM queries, slashing API latency from 2,000ms to 15ms while reducing inference costs by 40% to 70%....
Cursor Composer Architecture: Speculative Multi-File Editing in Modern IDEs
Inside Cursor Composer: how shadow workspaces, AST-aware semantic indexing, and speculative multi-file generation allow developers to refactor whole architectures in single prompts....
Groq LPU vs GPU: Deterministic Tensor Streaming Architecture and 500+ Tokens/Sec Throughput
A deep systems engineering analysis of the Groq Language Processing Unit (LPU): examining how static compiler scheduling, massive on-chip SRAM memory bandwidth, and deterministic tensor streaming achieve 500+ tokens per second....