AI Infrastructure Research Articles

SMR / advanced nuclear power for data centers — SMR nuclear power

SMR / advanced nuclear power for data centers — SMR nuclear power Companies committing: Oklo, NuScale Power, Constellation Energy. Oklo hiring 'Senior Director of Manufacturing' i

on-site fuel-cell power for AI data center — fuel cell power system

on site fuel cell power for AI data center — fuel cell power system Companies committing: Bloom Energy. Single company dominance of the news bucket (8 of 30 signals) — Bloom Energ

LLM eval & observability platform — eval / observability platform

LLM eval & observability platform — eval / observability platform Opportunity: Heaviest demand query cluster in the dataset ( 16 issues across Langfuse, Phoenix, Ragas, DeepEval).

800G+ silicon photonics / co-packaged optics transceiver — transceiver / CPO module

800G+ silicon photonics / co packaged optics transceiver — transceiver / CPO module Companies committing: Eoptolink Technology, Innolight Technology, Coherent Corp., Marvell Techn

AI back-end scale-out Ethernet switch (Tomahawk 6 / Ultra Ethernet) — switch

AI back end scale out Ethernet switch (Tomahawk 6 / Ultra Ethernet) — switch Companies committing: Broadcom Inc., Ciena, Cornelis Networks, Celestica. The single most over determi

European Sovereign / GDPR-compliant LLM (Mistral) — hosted LLM

European Sovereign / GDPR compliant LLM (Mistral) — hosted LLM Opportunity: GDPR/data residency is becoming a buyer side filter rather than a vendor checkbox — '21af147d' is a use

Merchant AI Inference ASIC (datacenter, non-NVIDIA) — AI accelerator silicon

Merchant AI Inference ASIC (datacenter, non NVIDIA) — AI accelerator silicon Companies committing: Tenstorrent, SambaNova Systems, Rebellions. Opportunity: $/token compression (p

Wafer-Scale AI Accelerator (CS-class) — AI accelerator system

Wafer Scale AI Accelerator (CS class) — AI accelerator system Companies committing: Cerebras Systems. Opportunity: Wafer scale is the only credible non NVIDIA training architectu

Production LLM Inference Platform (low-latency serving + reliability) — managed inference

Production LLM Inference Platform (low latency serving + reliability) — managed inference Companies committing: CoreWeave, Cursor, Rebellions, OpenAI. Opportunity: CoreWeave is e

Cursor AI Coding Agent (agent + autocomplete) — developer IDE/agent

Cursor AI Coding Agent (agent + autocomplete) — developer IDE/agent Companies committing: Cursor. Opportunity: The coding agent category has hit comparison roundup mode (MarkTech

GPT-5.6 — hosted frontier model

GPT 5.6 — hosted frontier model Companies committing: OpenAI. Opportunity: 36Kr explicitly frames 5.6 as targeted at Anthropic's Mythos — point release cadence is now the competi

Claude Fable 5 / Mythos 5 frontier LLM — hosted frontier model

Claude Fable 5 / Mythos 5 frontier LLM — hosted frontier model Companies committing: Anthropic. Opportunity: Closed frontier still owns the leading edge (per b141eb8d), but with

Data Center Microgrid + BESS (grid-parallel / islanded for hyperscale) — on-site power + storage

Data Center Microgrid + BESS (grid parallel / islanded for hyperscale) — on site power + storage Companies committing: Bloom Energy, Generac, Stack Infrastructure, Schneider Elect

Direct-to-Chip Liquid Cooling (>100kW/rack for AI) — liquid cooling / CDU

Direct to Chip Liquid Cooling ( 100kW/rack for AI) — liquid cooling / CDU Companies committing: nVent Electric, Digital Realty, Compass Datacenters, Vertiv. Opportunity: Verified

100K+ GPU Training Supercluster (Colossus-class) — AI datacenter / managed cluster

100K+ GPU Training Supercluster (Colossus class) — AI datacenter / managed cluster Companies committing: SpaceX, xAI, Anthropic, NVIDIA. Opportunity: Per verified facts: Colossus

AI Back-End Ethernet Fabric (RoCEv2 / SuperNIC, GPU-cluster scale-out) — datacenter switching + NIC

AI Back End Ethernet Fabric (RoCEv2 / SuperNIC, GPU cluster scale out) — datacenter switching + NIC Companies committing: Enfabrica, Arista Networks, Cisco, Juniper Networks, Meta

HBM-integrated 2.5D Advanced Packaging (TSV + chiplet) — advanced package

HBM integrated 2.5D Advanced Packaging (TSV + chiplet) — advanced package Companies committing: TSMC, Amkor Technology, AMD, Cerebras Systems, Astera Labs. Opportunity: HBM/2.5D

Active Electrical Cable (AEC) / Smart Cable Module (800G OSFP) — smart cable

Active Electrical Cable (AEC) / Smart Cable Module (800G OSFP) — smart cable Companies committing: Astera Labs, Credo Technology. Opportunity: In rack and tray to tray copper is

UALink AI Scale-Up Fabric (GPU-to-GPU) — interconnect standard / switch silicon

UALink AI Scale Up Fabric (GPU to GPU) — interconnect standard / switch silicon Companies committing: Astera Labs. Opportunity: NVLink lock in is the single biggest non NVIDIA ac

800G / 1.6T Co-Packaged Optics & Silicon Photonics module — optical interconnect / CPO

800G / 1.6T Co Packaged Optics & Silicon Photonics module — optical interconnect / CPO Companies committing: Astera Labs, Ayar Labs, Celestica, Credo Technology, Semtech. Opportun

PCIe Gen5/Gen6 & CXL Retimer / Switch IC — connectivity IC

PCIe Gen5/Gen6 & CXL Retimer / Switch IC — connectivity IC Companies committing: Astera Labs, Enfabrica. Opportunity: Hyperscale AI racks need PCIe Gen5→Gen6 + CXL retimers/switc

Enterprise LLM Agent Platform (Cursor / Devin / Claude Enterprise / Cortex) — closed-source LLM API + agent platform + enterprise controls

Enterprise LLM Agent Platform (Cursor / Devin / Claude Enterprise / Cortex) — closed source LLM API + agent platform + enterprise controls Companies committing: OpenAI, Anthropic,

Onsite Datacenter Power: Fuel Cell + Microgrid + Gas Turbine — behind-the-meter generation & MV switchgear

Onsite Datacenter Power: Fuel Cell + Microgrid + Gas Turbine — behind the meter generation & MV switchgear Companies committing: Bloom Energy, Generac, Schneider Electric, Vertiv,

PCIe Gen6 / CXL / UALink Retimer & Rack-Scale Connectivity ASIC — connectivity ASIC (retimer, switch, smart NIC)

PCIe Gen6 / CXL / UALink Retimer & Rack Scale Connectivity ASIC — connectivity ASIC (retimer, switch, smart NIC) Companies committing: Astera Labs, Enfabrica. Opportunity: GB200/

HBM 2.5D / 3D Advanced Packaging (TSV, Interposer, KGSD) — OSAT package + memory stack

HBM 2.5D / 3D Advanced Packaging (TSV, Interposer, KGSD) — OSAT package + memory stack Companies committing: TSMC, Amkor Technology, AMD, Cerebras Systems, ASE Technology, Astera

Direct-to-Chip Liquid Cooling & CDU (100kW+/rack) — cold plate / CDU / rear-door HX

Direct to Chip Liquid Cooling & CDU (100kW+/rack) — cold plate / CDU / rear door HX Companies committing: nVent Electric, Digital Realty, Compass Datacenters, Modine Manufacturing

AI-Optimized Ethernet Switching Fabric (RoCEv2, lossless) — data-center switch / NIC / fabric IP

AI Optimized Ethernet Switching Fabric (RoCEv2, lossless) — data center switch / NIC / fabric IP Companies committing: Meta Platforms, Arista Networks, Cisco, Juniper Networks, Co

800G/1.6T Silicon Photonics & Co-Packaged Optics (CPO) — optical transceiver / CPO module

800G/1.6T Silicon Photonics & Co Packaged Optics (CPO) — optical transceiver / CPO module Companies committing: Astera Labs, Ayar Labs, Celestica, Semtech, Credo Technology, Lumen

Agent Security & Governance — Market

Foundry Capacity — Market

Inference-as-a-Service — Market

Agent Runtime & Sandbox — Market

Enterprise Search & Knowledge — Market

Customer Service Agents — Market

Agent Memory — Market

Healthcare AI — Market

Legal AI — Market

Robotics Foundation Models & Humanoids — Market

AI Servers & Rack-Scale Systems — Market

Power Semiconductors (SiC & GaN) — Market

Semiconductor Equipment (WFE) — Market

AI Voice Agents — Market

AI Gateways & LLM Routing — Market

AI Eval & Observability — Market

EDA & Chip-Design IP — Market

Datacenter Gas-Turbine Supply Crunch — Market

Behind-the-Meter & On-Site Power — Market

Nuclear & SMR Power for AI Data Centers — Market

CXL Memory Fabric — Market

AEC, Retimers & Rack-Scale Connectivity — Market

CPO & Silicon Photonics — Market

Vector Databases — Market

AI Agent Frameworks & MCP — Market

AI Coding Tools — Market

AI Accelerator Startups — Market

Datacenter REITs & Colocation — Market

Advanced Packaging (CoWoS & SoIC) — Market

Frontier Model Labs — Market

AI Data Stack — Market

GPU Cloud & NeoCloud — Market

SpaceX IPO: The AI Infrastructure Behind $SPCX — Market

Enterprise AI Adoption — Market

Datacenter Buildout — Market

InfiniBand vs Ethernet — Market

AI Networking — Market

HBM Memory — Market

AI ASICs — Market

Datacenter Cooling — Market

Datacenter Power — Market

Optical Modules — Market