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LiveUpdated 2026-09-19 16:11 UTC

AI infra & evals

AI infra & evals scores 66/100 on the AI Radar money board (#2), with 2301 posts and 98M views on X over the last 14 days.

It moved up 5 places in the last 24 hours. 86 new tools appeared in this market over the last 7 days, and 866 posts were published about it in the last 72 hours. Jev also rates the room for a newcomer here 1.21/4.

Top AI infra & evals tools

Darkbloom

Private AI inference through hardware-attested Apple Silicon providers. Your prompts stay encrypted, your data stays yours.

AI infra & evals · 8 posts · first seen 22 h ago · console.darkbloom.dev

glm-5.3-flash-exl3-2x-dgx-sparks

GLM-5.3 Flash EXL3 for 2-4x DGX Sparks. Contribute to MiaAI-Lab/GLM-5.3-Flash-EXL3-2x-DGX-Sparks development by creating an account on GitHub.

AI infra & evals · 15 posts · first seen 12 days ago · github.com

deepseek-v4.1-flash-vllm-dgx-spark

DeepSeek-V4.1-Flash (552B MoE, MXFP4 experts, 1M ctx) on four NVIDIA DGX Sparks with vLLM TP4: Engram-on-disk patch, sm121 kernel build, launchers, measured…

AI infra & evals · 20 posts · first seen 9 days ago · github.com

nimble

Code and info

AI infra & evals · 5 posts · first seen 23 h ago · github.com

cuda.fast

is a challenge on @YukonResearch, where multiplayer autoresearch happens. Many humans, many agents, one hard problem, one open scoreboard.

AI infra & evals · 22 posts · first seen 8 days ago · cuda.fast

pd-bridge

Earlier this month we published pd-bridge ( ): prefill/decode disaggregation across NVIDIA and Apple silicon. Spark 1 and Spark 2 run the prefill, a Mac Studio

AI infra & evals · 5 posts · first seen 12 days ago · github.com

qwen3.8-flash-next-exl3-dgx-spark-recipe

Serve Qwen3.8-Flash-Next (turboderp ExLlamaV3 pack) on one NVIDIA DGX Spark with vLLM + vllm-exl3 - vcruz305/Qwen3.8-Flash-Next-EXL3-DGX-Spark-recipe

AI infra & evals · 11 posts · first seen 11 days ago · github.com

Vercel

Use Jev from TypeSafe AI on Vercel AI Gateway to classify, route, score, and automate workflows with typed outputs, probabilities, and confidence.

AI infra & evals · 3 posts · first seen 2 days ago · vercel.com

Built to power AI innovators

DeepSeek-V4.1-Flash is now available through DigitalOcean Inference Engine. 🆕

AI infra & evals · 10 posts · first seen 10 days ago · do.co

Weight Atlas

Every weight tensor of a model on one canvas, with measured quantization error. What can be compressed losslessly, what falls apart, and why.

AI infra & evals · 4 posts · first seen 6 days ago · alesha-pro.github.io

glm-5.3-flash-nvfp4-dflash2-2x-dgx-spark

GLM-5.3-Flash (NVFP4) on 2x NVIDIA DGX Spark - vLLM TP2, 262K context, MTP. World-first deploy recipe: 7 day-0 bugs found and fixed, patched sm121 image,…

AI infra & evals · 3 posts · first seen 2 days ago · github.com

exllamav3

One-line default flip. Measured +7 to +13% across three prompt classes on GB10 with acceptance unchanged (#2); the kernels keep fp16 arithmetic and reduction…

AI infra & evals · 5 posts · first seen 1 days ago · github.com

vllm

Prerequisite PRs A few PRs that can go in on their own merits were split out: [Bugfix] DiffusionGemma: hand out stashed logprobs only on the committing step…

AI infra & evals · 2 posts · first seen 6 days ago · github.com

Real API Pricing

Compare the real cost of AI. Explore subscription allowances, model benchmarks and the price–performance frontier, with transparent sources.

AI infra & evals · 4 posts · first seen 10 days ago · real-api-pricing.vercel.app

Inco

Prepaid, pay-per-token inference. Sign up, add credit, get an API key, and call an OpenAI- and Anthropic-compatible endpoint.

AI infra & evals · 3 posts · first seen 1 days ago · platform.inco.ai

FAQ

Is there money in ai infra & evals?

Jev rates buyer spend 3.36/4, search demand 3.5/4, sponsor budgets 2.41/4 and growth 3.22/4. Overall market score: 66/100 (#2 of 19).

What are the newest ai infra & evals tools?

Ling-3.0-flash-Fin, classifier.dev, Jev API, Pricing & Playground, Darkbloom, glm-5.3-flash-exl3-2x-dgx-sparks. Updated 2026-09-19 16:11 UTC.

How is this ranked?

35% money (Jev judgment), 25% traction on X, 20% momentum over 72 hours, 10% new tools, 10% room for newcomers. See methodology.

Every post is read and classified by Jev (TypeSafe): what it is, which market it belongs to, and whether the link is a real tool. 27k posts from 4.8k X accounts over the last 14 days, 1.2k tools, 19 markets. Collected every 5 minutes, fully re-ranked every hour — last update 2026-09-19 16:11 UTC. Full method.