#Infrastructure

ITG CFO: We're the Picks & Shovels of the AI Boom

ITG CFO Chris Mecray details the company's fiber optic infrastructure work, its recent IPO, and how AI data center buildouts are driving growth, calling ITG the 'picks and shovels' of the AI boom.

AI Data Centers Spark Public Backlash

Jasmine Sun joins Odd Lots to discuss the growing public backlash against AI data centers, driven by local concerns and a lack of trust in tech companies.

Claude's Corner: Constellation Space - The AI OS Running the Satellite Stack

Constellation Space (YC W2026) builds ConstellationOS, an ML-native satellite operations platform that processes 100,000 telemetry messages per second, predicts network failures five minutes out with 90%+ accuracy, and reroutes traffic in under two seconds. With ex-SpaceX, Blue Origin, and NASA founders and NVIDIA and OpenAI among their backers, they are positioning to be the default operating system for satellite constellations before 70,000 satellites hit orbit by 2030.

Skydio X10 RTK Accuracy Confirmed By Third Party

Oxylabs: Web Data Infrastructure Powers AI's Future

Patricija Žemaitytė of Oxylabs discusses how web data infrastructure is crucial for AI, detailing challenges in scaling, latency, and the iterative nature of innovation.

AI Investment: Beyond Mega-Caps to Mid-Cap Opportunities

Lori Keith of Parnassus Investments discusses how AI investment opportunities are expanding beyond mega-caps into mid-cap companies providing essential infrastructure like water and power.

Max Hodak: Speed is Determined by Infrastructure

Max Hodak of Science discusses how robust infrastructure, not just technology, is the key to startup speed and success.

Ditch LLM Chasing, Build Once

Otari's unified gateway simplifies LLM integration, allowing teams to access multiple models without rebuilding infrastructure for each new provider.

Nvidia Dev: ML Security Flaws Are 'Boring' Mistakes

Nvidia's Lavina D'Mello argues that ML security failures stem from 'boring' infrastructure misconfigurations, not exotic AI attacks, urging a return to foundational security practices.

Claude's Corner: GRU Space, The Moon Factory That's Actually Building One

GRU Space is building a hotel on the Moon by 2032 using patent-pending regolith brick manufacturing and inflatable habitats. The software stack is a weekend project. The replicability score is 97/100.

Open AI Models Ready, APIs Lag

Open source AI models are ready for agents, but their surrounding platforms lag behind frontier APIs, creating critical infrastructure gaps.

Claude's Corner: Traversal, The AI That Fires Your On-Call Rotation

Traversal is an AI SRE agent that autonomously triages alerts, traces root causes via causal inference, and remediates production incidents without waking up a human. With Fortune 100 customers including American Express and PepsiCo, they're betting that causal AI, not just correlation dashboards, is the future of incident response. Replicability score: 68/100.

GitHub Availability Dips in June 2026

GitHub reports six availability incidents in June 2026, detailing progress and setbacks in migrating services from its monolith.

Amazon's Louisiana Data Center Push

Amazon doubles down on Louisiana with billions in data center investment, job creation, and community support.

Databricks Tackles GPU Woes

Databricks details its multi-stage approach to ensuring GPU reliability for AI workloads, tackling crashes, slowdowns, and corruption.

AWS Boosts Ohio AI Ambitions

Amazon commits $10 billion to AWS infrastructure in Ohio, boosting AI development and creating jobs.

AI Factories: Beyond the Buzzword

The concept of 'AI factories' is rapidly transforming how businesses develop and deploy artificial intelligence, promising greater efficiency and scalability.

Meta's Nishant Gupta on Deterministic AI Infrastructure

Nishant Gupta from Meta discusses the critical need for deterministic infrastructure to reliably run non-deterministic AI agents, highlighting the shift from model-centric to systems-centric development.

Claude’s Corner: Byteport, The Pipe the AI Era Forgot to Build

Byteport built DART, a UDP-based file transfer protocol up to 1,500x faster than TCP, targeting robotics and AI teams who delete 96% of their sensor data daily just to keep pace with what their systems generate.

Claude's Corner: Autumn, The Billing Layer AI Startups Actually Need

Autumn is the open-source layer that sits between Stripe and your AI application, handling credits, usage metering, and entitlements with three API calls. In production at Mintlify, Firecrawl, and T3.chat. Here is why it exists and how it works.

Bessemer Maps AI Data Center Future

Bessemer Venture Partners outlines the critical infrastructure needs for AI data centers, highlighting six key areas for startup innovation.

Snowflake Adaptive Compute Goes Live

Snowflake's Adaptive Compute is now live, aiming to provide dynamic, performant, and cost-efficient infrastructure for AI-driven data workloads.

Amazon Bets Billions on Missouri Data Centers

Amazon announces a multi-billion dollar data center investment in Missouri, bringing jobs, infrastructure improvements, and community funding.

Claude's Corner: Orthogonal, The API Economy, Rebuilt for Agents

Orthogonal gives AI agents instant access to 50+ premium APIs through a single MCP server and pay-per-call credits. No API key management, no vendor onboarding, just agents buying data the same way they call a function. Here's how it works and whether you can replicate it.

Claude's Corner: Piris Labs, Inference at Light Speed, and the Memory Wall Nobody's Talking About

Piris Labs (YC W2026) is replacing copper data center interconnects with photonic CXL to break the GPU memory wall, delivering 5x lower latency and 2x lower cost per token. A deep-dive on the hardest-to-replicate startup in the W2026 batch.

Claude's Corner: Didit: The Identity Layer the AI Internet Can't Ignore

Didit (YC W2026) is building the identity infrastructure for the AI era, one API for KYC, KYB, AML, biometrics, and fraud across 220 countries. Twin brothers Alberto and Alejandro Rosas raised $7.5M to be the Stripe of identity verification.

Can AI Save Rural Economies? Rayville's Bet on Tech

Tech giants are eyeing rural areas for AI data centers, and Rayville, Louisiana, is a focal point. The town faces economic challenges, with Meta planning a massive AI hub, sparking both hope and concern among residents.

Pinterest Bets $4B on AWS for AI

Pinterest inks a $4 billion, multi-year deal with AWS to power its AI-driven visual discovery features for over 600 million users.

Claude's Corner: Squid, The Startup Replacing National Grid's Spreadsheets With a Living Map of the Power Grid

Squid is building the versioned, AI-native grid planning platform that every utility needs and nobody has shipped before, and they landed National Grid DSO as a customer in 60 days with two founders and no sales team.

Companies Rethink AI Spending Amidst Soaring Costs

Major companies are reconsidering AI costs as infrastructure demands soar. Gautam Mukunda discusses the parallels with past tech booms and the importance of physical infrastructure.

Cisco Rides AI Boom as Stock Surges Higher

Cisco's President and Chief Product Officer, Jeetu Patel, discusses how the company is leveraging the AI boom, with its stock surging due to increased demand for advanced networking solutions.

Kevin O'Leary Addresses Utah Data Center Backlash

Kevin O'Leary addresses backlash over a massive Utah data center, refuting claims of excessive water use and highlighting job creation and clean energy plans.

Claude's Corner: Salus (YC W2026), The Bouncer Your AI Agents Desperately Need

AI agents are confidently doing the wrong thing at scale. Salus is a runtime guardrails proxy that sits between your agent and its tools, validating every action before it executes. Here's what they built, how it works, and whether you could clone it.

LinkedIn's Generative Recommender Speed-Up

LinkedIn engineers drastically improved Generative Recommender training efficiency, cutting GPU hours by up to 65% through system-level optimizations.

AWS Uses Graph Theory for Data Centers

AWS is applying random graph theory to design more efficient and resilient data center networks, aiming to optimize performance and scale.

Palantir Co-Founder on AI Data Centers & Future Tech

Palantir Co-Founder discusses the massive infrastructure needs for AI, the race for technological dominance, and the symbiotic future of humans and AI.

Data Centers Accelerate in 2026

Data centers are accelerating in 2026, driven by AI and edge demand. Key trends include faster construction, new power and cooling tech, and quantum readiness.

Cloud Commitments: The 5 Critical Layers

A layered, analytical approach to hyperscale cloud commitments is essential for engineering success and cost efficiency.

REPS raises $23.6M for road energy tech

Austrian startup REPS raises $23.6M to turn vehicle traffic on roads into clean electricity using its patented Road Energy Production System.

LinkedIn Overhauls Log Storage

LinkedIn replaces its Kafka log storage with Northguard and Xinfra for improved scalability and operability to handle over 1.2 billion members.

LinkedIn Sales Navigator Search Speed Boost

LinkedIn engineers drastically cut Sales Navigator's search data processing time by optimizing its Spark pipeline, enabling faster results for users.

Jake Cooper on Railway's "Agent-Native Cloud"

Jake Cooper of Railway discusses the "agent-native cloud," focusing on efficient infrastructure, scalable systems, and the future of AI development.

Claude's Corner: Mendral, The AI DevOps Engineer That Fixes Your CI So You Don't Have To

Mendral, built by the Docker and Dagger founders, is an always-on AI DevOps engineer that diagnoses CI failures, fixes flaky tests, and ships PRs autonomously. We break down the observe-diagnose-act-learn loop, rate the replicability at 58/100, and show you how to build a clone.

Stitch Secures $25 Million Series A Led by Andreessen Horowitz

Saudi-Arabia-based fintech Stitch has raised $25 million in Series A funding led by Andreessen Horowitz, the firm's first investment in the Gulf Cooperation Council, with Arbor Ventures, COTU Ventures, Raed Ventures, and SVC participating. The round brings Stitch's total funding to $35 million.

NVIDIA Touts Codex GPT-5.5 Gains

NVIDIA is integrating OpenAI's Codex, powered by GPT-5.5 and running on its own hardware, to accelerate complex engineering and research tasks.

Claude's Corner: 21st.dev, The NPM for Design Engineers Goes All-In on Agent Infrastructure

21st.dev built a React component registry trusted by 1.4M developers, then turned their own production pain into the Agents SDK, managed sandboxes, streaming, credential proxy, and observability for AI agents shipped to real users.

Jassy: Amazon's AI Bets Require Big Infrastructure

Amazon CEO Andy Jassy explains the company's large-scale AI infrastructure investments as a necessary bet on transformative technology, citing AWS's historical success.

CPUs Stage AI Comeback

CPUs like AWS Graviton are becoming critical for agentic AI, which requires continuous processing and real-time decision-making.

Shared GPUs, Zero Conflict

Together AI's multi-tenant GPU clusters offer a path to cost-effective, scalable AI compute without sacrificing team isolation.

AI Agents: The Next Application Layer?

Vercel CTO Malte Ubl discusses the rise of AI agents as the next application layer, exploring their impact on software development, infrastructure, and the future of AI innovation.