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# Engineering Whitepapers & Research
Deep technical analyses on large-scale AI hardware architectures and interconnects
AI Compute
•
7 min read
•
August 2026
## [Scaling Interconnect Topologies for Trillion-Parameter AI Clusters](https://geo-optimizer-test-website.danil-starshekov.workers.dev/blog/cluster-interconnects.html)
How next-generation optical transceivers and high-radix spine-leaf fabrics eliminate gradient synchronization overhead in 100k+ accelerator training superpods.
[Read Full Whitepaper (450+ words) →](https://geo-optimizer-test-website.danil-starshekov.workers.dev/blog/cluster-interconnects.html)
Vector Database
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6 min read
•
July 2026
## [Zero-Copy Kernel-Bypass Direct Memory Access in Vector Storage](https://geo-optimizer-test-website.danil-starshekov.workers.dev/blog/direct-memory-vector-search.html)
Achieving sub-millisecond approximate nearest neighbor retrieval on 50 billion embeddings using FPGA acceleration and PCIe Gen5 NVMe streaming.
[Read Full Whitepaper (450+ words) →](https://geo-optimizer-test-website.danil-starshekov.workers.dev/blog/direct-memory-vector-search.html)
Thermal Engineering
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8 min read
•
July 2026
## [Thermal Dynamics & Direct-to-Chip Liquid Cooling in Dense AI Racks](https://geo-optimizer-test-website.danil-starshekov.workers.dev/blog/thermal-dynamics-dense-compute.html)
Dissipating 100kW per rack in high-density transformer training clusters using non-conductive dielectric coolants and micro-channel copper cold plates.
[Read Full Whitepaper (450+ words) →](https://geo-optimizer-test-website.danil-starshekov.workers.dev/blog/thermal-dynamics-dense-compute.html)
Networking
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6 min read
•
June 2026
## [Eliminating Microburst Jitter in Lossless RoCEv2 AI Fabrics](https://geo-optimizer-test-website.danil-starshekov.workers.dev/blog/lossless-rocev2-fabrics.html)
Hardware-enforced Priority Flow Control (PFC) and Explicit Congestion Notification (ECN) tuning for ultra-scale all-reduce collective communications.
[Read Full Whitepaper (450+ words) →](https://geo-optimizer-test-website.danil-starshekov.workers.dev/blog/lossless-rocev2-fabrics.html)
AI Search & Crawlers
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7 min read
•
June 2026
## [Autonomous AI Agents vs Traditional Web Crawlers: The New Indexing Paradigm](https://geo-optimizer-test-website.danil-starshekov.workers.dev/blog/ai-agent-search-indexing.html)
Why autonomous reasoning bots like GPTBot and ClaudeBot require fast semantic markdown snapshots instead of heavy client-side JavaScript applications.
[Read Full Whitepaper (450+ words) →](https://geo-optimizer-test-website.danil-starshekov.workers.dev/blog/ai-agent-search-indexing.html)
© 2026 NovaTech Infrastructure Systems Inc. All rights reserved.
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