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THE DAILY INDEX

Technology, AI, software, security, crypto and business

HEADLINES & LAUNCHES

TLDR AI

NEW WAYS TO BALANCE COST AND RELIABILITY IN THE GEMINI API

Google has added two new service tiers to the Gemini API that give users granular control over cost and reliability. Flex Inference is a new cost-optimized tier designed for latency-tolerant workloads without the overhead of batch processing. The Priority Inference tier offers the highest level of assurance at a premium price point to help ensure users' most important traffic isn't preempted, even during peak platform usage. The new tiers eliminate the complexity of async job management while giving users the economic and performance benefits of specialized tiers.

WHY IT'S GETTING HARDER TO MEASURE AI PERFORMANCE

The METR group's data suggests that API progress is moving at an exponential rate. Some models achieve scores above the previous trend line, suggesting very rapid progress indeed. However, despite ability, task lengths still vary significantly, making METR's measurements difficult to use as a comparison of progress. While newer models appear to be better than previous ones, it is hard to say how much better they are.

MY SELF-SOVEREIGN/LOCAL/PRIVATE/SECURE LLM SETUP, APRIL 2026

AI can actually create a future with much stronger privacy and security, if done well. Locally-generated code can replace the need for downloading complicated external libraries, allowing software to be minimalistic and self-contained. Removing the browser means that entire classes of user fingerprinting attacks can be eliminated overnight. Dark UX patterns would no longer work, and scams would be more identifiable. This future will require more people to contribute to building secure, open-source, local, privacy-friendly AI tooling that is safe for the user and leaves the control and power in users' hands.

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