ProBackend
Engineering Journal Desk

AI Infrastructure

GPUs, silicon, data centres and the data platforms underneath.

open source ai modelsSep 19, 20264 min

Arcee AI's Trinity: 400B open model takes on Llama 4

Arcee AI released Trinity, a 400B-parameter Apache-licensed open foundation model. The 30-person startup claims it rivals Llama 4 Maverick and other leading open models, trained in six months for $20M using 2,048 Nvidia Blackwell B300 GPUs.

gpu cost attributionSep 18, 20263 min

How GPU Price-Performance Doubles Every 2.5 Years

Analysis of GPU price-performance trends using a dataset of 470 graphics cards from 2006 to 2021, finding that FLOP/s per dollar doubles every ~2.5 years, with variations for ML GPUs and top-performing models.

ai funding rounds venture capitalSep 18, 20263 min

Axelera AI Banks $68M Series B to Push Metis Chips Beyond the Edge

Dutch AI chip maker Axelera AI closed a $68 million Series B, bringing total funding to $120 million, as it ramps Metis production and explores data center silicon.

ai startup economicsSep 1, 20265 min

Borderless Founder: How AI Levels the Playing Field for International Founders

a16z's Borderless Founder network initiative supports immigrant and international founders, arguing that having one foot in your home country and one foot in Silicon Valley provides a competitive advantage in the AI era

ai infrastructureSep 1, 20265 min

AI Training Compute Scales 4-5x Annually from 2010 to 2024

Verified trends in training compute growth for AI models from 2010 through 2024, including frontier models, language models, and leading companies' top models, all showing consistent 4-5x/year growth.

ai infrastructure electricity consumptionAug 31, 20263 min

Stargate AI Data Center Initiative Projected 9 GW Capacity by 2029 Across Seven US Sites

The $500 billion Stargate AI infrastructure project's planned capacity, site locations, construction timelines, and power configurations across seven US data center locations.

model announcements updatesAug 10, 20265 min

Liquid AI's LFM2.5-2.6B: Small Models, Big Edge Promises

Liquid AI released LFM2.5-2.6B, a 2.6 billion parameter open-weight model optimized for edge device deployment. Running on CPUs from Raspberry Pi to Apple Silicon without cloud dependency, the model targets agentic workloads with native tool calling, a 128K context window, and a revenue-gated open license.

ai funding rounds valuationsAug 10, 20263 min

Mirendil's $100M Google Cloud Deal Powers AI Developer Tools Startups' Self-Improving AI Ambitions

TechCrunch exclusive: Mirendil signs $100M+ multiyear Google Cloud partnership to fund recursive self-improving AI research, giving the startup access to TPUs, Nvidia GPUs, and managed training clusters.

ai startup funding roundsAug 10, 20265 min

Lumilens Emerges from Stealth with $700M Series C to Solve AI Data Center Connectivity

Lumilens emerged from stealth with $700M in Series C funding at a $5.51B valuation, already shipping optical interconnect products into hyperscaler AI data centers under a multi-billion dollar customer agreement. Founded in early 2024 by Ankur Singla to solve GPU connectivity bottlenecks in AI infrastructure.

gpu cost attributionAug 10, 20266 min

Higher Benchmark Scores Don't Mean Lower Cost: Qwen 3.8-Max, Claude Opus 5 and Why Cost Allocation for Shared GPU Clusters Is the Real Metric

Analysis of why raw benchmark scores don't predict actual AI model costs - examining token budgets, time limits, and how reasoning models can appear better or worse depending on measurement framework. Key finding: cost per successful task (total spend including failed attempts divided by tasks that pass acceptance) is the metric that matters for routing decisions.

ai consumer brand strategyAug 7, 20264 min

OpenAI's First-Ever Influencer Retreat Stirs Backlash Over AI's Growing Pains

TechCrunch report on the controversy surrounding OpenAI's first influencer brand trip "Summer Club" held at a luxury New York resort, where creators faced intense social media criticism for attending while AI data centers face growing environmental scrutiny.

ai venture capital investor strategyAug 6, 20263 min

AI Developer Tools Startups India Investments: The Real Shift Isn’t in Code, It’s in Control

VCs are pivoting from AI hype to infrastructure: India’s developer tools, HCL’s sovereign datacenters, and the quiet revolution in execution over models.