Maximize ROI with Red Hat AI: Balancing Open-Weight & Frontier Models" Discover how to optimize tokenomics in AI by balancing self-hosted open-weight models with strategic frontier API calls. Learn more in our latest blog post:

the ROI of having a good harness for agentic kernel development is insane. at this point, i'm literally printing kernels for all sort of operations, for any arch. in merely 3 days, i've written 30+ kernels including their integration which would have took me weeks before.

AI ROI was never the question, electrons might be - money can't buy you queue position In my view the winner is whoever locked power, & whoever can light theirs up fastest I visualized Fundai report & summarized it below: 2027 AI needs 2x the electricity N America can physically deliver Demand: global 44-50GW, CoWoS & BOM cross-check. But the US energizes only 11.4GW/yr last 12mo vs a 381GW pipeline. N. America needs 35GW, of which grid can provide just 11-14GW, while behind the meter self-gen adds 5.5-9.4GW. Permitting killed 78% of the 43GW stranded & equipment is sold out — large gas frames thru 2031. "Power delivery is the binding constraint, and it sits upstream of everything a sponsor can pay to accelerate." — thanks to @FundaAI , Deep|AIDC (27 Aug 2026)

Token ROI is the number one thing customers want to talk about right now. Agents have gotten so good and so pervasive we’re all flying past our budgets for this year. Our aim is to offer the best outcomes per dollar anywhere. Grok 4.5 is a big step toward that. More to come.

The ROI of consolidating on Cloudflare (w/ Forrester guest speaker) A new commissioned study conducted by Forrester Consulting showed how a composite organization representative of interviewed customers with experience using Cloudflare realized benefits like a 20% drop in license fees. Join our webinar to learn more. Register to learn more: