# \#benchmarking **URL:** https://www.artofsm.art/tag/benchmarking/218.md [Latest](https://www.artofsm.art/latest.md) · [Categories](https://www.artofsm.art/categories.md) · [Tags](https://www.artofsm.art/tags.md) --- ## [When Running Your Own AI Models Beats Paying for APIs - Steven Latré, imec](https://www.artofsm.art/t/when-running-your-own-ai-models-beats-paying-for-apis-steven-latre-imec/27214)
**Author:** [@artesia](https://www.artofsm.art/u/artesia)\ **Replies:** 1\ **Last updated:** [31 October 2026 08:24 UTC](https://www.artofsm.art/t/when-running-your-own-ai-models-beats-paying-for-apis-steven-latre-imec/27214 "2026-10-31T08:24:54Z")
Steven Latré from IMEC discusses a benchmarking study comparing the cost and performance of using AI APIs versus running open-weight AI models on owned infrastructure, highlighting the trade-offs in model a… --- ## [Google Unveils Gemini 4 Carbon AI Model: Stock Drops Amid Performance Claims and Competitive Pressures](https://www.artofsm.art/t/google-unveils-gemini-4-carbon-ai-model-stock-drops-amid-performance-claims-and-competitive-pressures/27205)
**Author:** [@artesia](https://www.artofsm.art/u/artesia)\ **Replies:** 0\ **Last updated:** [30 October 2026 23:40 UTC](https://www.artofsm.art/t/google-unveils-gemini-4-carbon-ai-model-stock-drops-amid-performance-claims-and-competitive-pressures/27205 "2026-10-30T23:40:47Z")
Google has unveiled Gemini 4 Carbon, its most advanced artificial intelligence model to date, touting significant improvements in cybersecurity, coding, and autonomous agent tasks. Despite these technical achievements… --- ## [I Tested 8 AI Video Models With the Same Prompt](https://www.artofsm.art/t/i-tested-8-ai-video-models-with-the-same-prompt/27193)
**Author:** [@artesia](https://www.artofsm.art/u/artesia)\ **Replies:** 1\ **Last updated:** [30 October 2026 20:07 UTC](https://www.artofsm.art/t/i-tested-8-ai-video-models-with-the-same-prompt/27193 "2026-10-30T20:07:04Z")
The creator tested eight AI video models using the same detailed prompt of a potter’s actions, evaluating them on action order, prop continuity, and composition rather than just image quality. Cling 4.0 eme… --- ## [This 2B Voice AI Runs LOCALLY at 158ms — CRAZY Fast, WILD Mistakes (llama.cpp Realtime Test)](https://www.artofsm.art/t/this-2b-voice-ai-runs-locally-at-158ms-crazy-fast-wild-mistakes-llama-cpp-realtime-test/27171)
**Author:** [@merefield](https://www.artofsm.art/u/merefield)\ **Replies:** 1\ **Last updated:** [30 October 2026 16:08 UTC](https://www.artofsm.art/t/this-2b-voice-ai-runs-locally-at-158ms-crazy-fast-wild-mistakes-llama-cpp-realtime-test/27171 "2026-10-30T16:08:02Z")
The video demonstrates Llama.cpp’s LFM3 2B voice AI running locally on an 8 GB laptop, delivering ultra-fast real-time speech-to-text and text-to-speech processing with low latency and competitive accuracy … --- ## [CRACKED open source devs compete to max out an 8 core server](https://www.artofsm.art/t/cracked-open-source-devs-compete-to-max-out-an-8-core-server/27163)
**Author:** [@merefield](https://www.artofsm.art/u/merefield)\ **Replies:** 1\ **Last updated:** [30 October 2026 14:24 UTC](https://www.artofsm.art/t/cracked-open-source-devs-compete-to-max-out-an-8-core-server/27163 "2026-10-30T14:24:52Z")
The video showcases a community-driven benchmarking challenge where various programming languages and frameworks were optimized to maximize the performance of an eight-core server running a Medium clone app… --- ## [The Cheaper AI Model That Costs You More - Rayan Krishnan, Vals AI](https://www.artofsm.art/t/the-cheaper-ai-model-that-costs-you-more-rayan-krishnan-vals-ai/27144)
**Author:** [@artesia](https://www.artofsm.art/u/artesia)\ **Replies:** 1\ **Last updated:** [30 October 2026 07:24 UTC](https://www.artofsm.art/t/the-cheaper-ai-model-that-costs-you-more-rayan-krishnan-vals-ai/27144 "2026-10-30T07:24:13Z")
Rayan Krishnan from Vals AI emphasizes that traditional AI model evaluations often overlook task-specific performance and cost-efficiency, leading to misleading conclusions about model value, especially in … --- ## [This 278M Telugu Model Is CRAZY Good... I Tested It On My Laptop](https://www.artofsm.art/t/this-278m-telugu-model-is-crazy-good-i-tested-it-on-my-laptop/27128)
**Author:** [@merefield](https://www.artofsm.art/u/merefield)\ **Replies:** 1\ **Last updated:** [29 October 2026 20:33 UTC](https://www.artofsm.art/t/this-278m-telugu-model-is-crazy-good-i-tested-it-on-my-laptop/27128 "2026-10-29T20:33:37Z")
The video reviews Vimmana, a cost-effective 278M-parameter Telugu language model with a custom tokenizer that outperforms larger multilingual models on fresh Telugu text by efficiently handling the language… --- ## [Gemini 4 Carbon - The Worlds Smartest AI (Beats Opus 5.5 and GPT-6 Astra)](https://www.artofsm.art/t/gemini-4-carbon-the-worlds-smartest-ai-beats-opus-5-5-and-gpt-6-astra/27126)
**Author:** [@artesia](https://www.artofsm.art/u/artesia)\ **Replies:** 1\ **Last updated:** [29 October 2026 20:01 UTC](https://www.artofsm.art/t/gemini-4-carbon-the-worlds-smartest-ai-beats-opus-5-5-and-gpt-6-astra/27126 "2026-10-29T20:01:07Z")
Google’s Gemini 4 Carbon, released just weeks after Gemini 4 Argon, has rapidly become the leading AI model by excelling in coding, autonomous task execution, and cybersecurity, surpassing competitors like … --- ## [Google Rushed Gemini 4 Carbon And It Backfires](https://www.artofsm.art/t/google-rushed-gemini-4-carbon-and-it-backfires/27110)
**Author:** [@artesia](https://www.artofsm.art/u/artesia)\ **Replies:** 1\ **Last updated:** [29 October 2026 16:07 UTC](https://www.artofsm.art/t/google-rushed-gemini-4-carbon-and-it-backfires/27110 "2026-10-29T16:07:43Z")
Google’s rushed launch of the advanced Gemini 4 Carbon AI model showcased strong cybersecurity capabilities and competitive benchmark performance but faced criticism due to high operational costs, mixed res… --- ## [Kling 4.0 vs Seedance 2.5: The AI Video Showdown](https://www.artofsm.art/t/kling-4-0-vs-seedance-2-5-the-ai-video-showdown/27091)
**Author:** [@artesia](https://www.artofsm.art/u/artesia)\ **Replies:** 1\ **Last updated:** [29 October 2026 08:25 UTC](https://www.artofsm.art/t/kling-4-0-vs-seedance-2-5-the-ai-video-showdown/27091 "2026-10-29T08:25:24Z")
The video compares eight AI video models animating a puppet character, evaluating quality, script adherence, and cost, with Cling 4.0 emerging as the top performer for its high-quality output and affordabil… --- ## [This Tiny 1.3B AI Reads Documents INSANELY Well? I Tested It on 30 Pages (RTX 4060)](https://www.artofsm.art/t/this-tiny-1-3b-ai-reads-documents-insanely-well-i-tested-it-on-30-pages-rtx-4060/27089)
**Author:** [@merefield](https://www.artofsm.art/u/merefield)\ **Replies:** 1\ **Last updated:** [29 October 2026 08:23 UTC](https://www.artofsm.art/t/this-tiny-1-3b-ai-reads-documents-insanely-well-i-tested-it-on-30-pages-rtx-4060/27089 "2026-10-29T08:23:38Z")
Mini CPM OCR is a lightweight, 1.3 billion parameter AI model that delivers highly accurate document reading—including text, tables, and equations—on modest hardware like an RTX 4060, outperforming traditio… --- ## [Gemini carbon v1 w factory excl 1 of 1](https://www.artofsm.art/t/gemini-carbon-v1-w-factory-excl-1-of-1/27083)
**Author:** [@artesia](https://www.artofsm.art/u/artesia)\ **Replies:** 1\ **Last updated:** [29 October 2026 00:49 UTC](https://www.artofsm.art/t/gemini-carbon-v1-w-factory-excl-1-of-1/27083 "2026-10-29T00:49:43Z")
Google’s newly announced Gemini 4 Carbon AI model outperforms existing models in cybersecurity, coding, and agentic tasks while offering improved efficiency, safety, and affordable pricing, marking a signif… --- ## [I Ran DeepSeek V4.1, Qwen & GLM on an Old M1 Laptop... It Worked! 🤯](https://www.artofsm.art/t/i-ran-deepseek-v4-1-qwen-glm-on-an-old-m1-laptop-it-worked/27081)
**Author:** [@artesia](https://www.artofsm.art/u/artesia)\ **Replies:** 1\ **Last updated:** [28 October 2026 23:42 UTC](https://www.artofsm.art/t/i-ran-deepseek-v4-1-qwen-glm-on-an-old-m1-laptop-it-worked/27081 "2026-10-28T23:42:55Z")
The video demonstrates running the full DeepSeek V4.1 and Qwen models on various Apple hardware, from an older M1 Max laptop to high-end Mac Studio systems, highlighting how advanced streaming techniques an… --- ## [🍰 Compare Models & Harnesses with Agent Bake Off!](https://www.artofsm.art/t/compare-models-harnesses-with-agent-bake-off/27051)
**Author:** [@artesia](https://www.artofsm.art/u/artesia)\ **Replies:** 1\ **Last updated:** [28 October 2026 16:55 UTC](https://www.artofsm.art/t/compare-models-harnesses-with-agent-bake-off/27051 "2026-10-28T16:55:01Z")
The video showcases the new “Compare Models” feature in the VS Code agents window, allowing developers to run multiple AI models and harnesses in parallel on the same task, compare their outputs, and automa… --- ## [(70% OFF) I Tested 10 AI Models on ONE Coding Task — The Price Gap Is INSANE (One API, Real Costs)](https://www.artofsm.art/t/70-off-i-tested-10-ai-models-on-one-coding-task-the-price-gap-is-insane-one-api-real-costs/27037)
**Author:** [@merefield](https://www.artofsm.art/u/merefield)\ **Replies:** 1\ **Last updated:** [28 October 2026 12:31 UTC](https://www.artofsm.art/t/70-off-i-tested-10-ai-models-on-one-coding-task-the-price-gap-is-insane-one-api-real-costs/27037 "2026-10-28T12:31:41Z")
The video compares 10 AI models on a complex coding task, revealing significant cost disparities despite similar accuracy, with some models delivering perfect results at a fraction of the price of others. T… --- ## [Stop Guessing Your vLLM Config: Benchmarking LLMs on Runpod - Chris Vela, Runpod](https://www.artofsm.art/t/stop-guessing-your-vllm-config-benchmarking-llms-on-runpod-chris-vela-runpod/27027)
**Author:** [@artesia](https://www.artofsm.art/u/artesia)\ **Replies:** 1\ **Last updated:** [28 October 2026 09:24 UTC](https://www.artofsm.art/t/stop-guessing-your-vllm-config-benchmarking-llms-on-runpod-chris-vela-runpod/27027 "2026-10-28T09:24:24Z")
Chris Vela from RunPod presents BenchPod, a benchmarking and deployment tool designed to optimize large language model configurations by providing real-time metrics, multi-version support, and scalable infr… --- ## [DecisionNode: CRAZY Fast Typed AI Decisions... But I Measured 147 ms, NOT 19?!](https://www.artofsm.art/t/decisionnode-crazy-fast-typed-ai-decisions-but-i-measured-147-ms-not-19/27012)
**Author:** [@merefield](https://www.artofsm.art/u/merefield)\ **Replies:** 1\ **Last updated:** [28 October 2026 03:40 UTC](https://www.artofsm.art/t/decisionnode-crazy-fast-typed-ai-decisions-but-i-measured-147-ms-not-19/27012 "2026-10-28T03:40:28Z")
The video reviews DecisionNode, an AI model designed for rapid, structured decision-making by returning multiple typed answers with confidence scores, offering faster and more reliable outputs than traditio… --- ## [Baidu's CRAZY Unlimited OCR 2 Reads 100 Pages in ONE Shot? I Ran It on an 8GB Laptop](https://www.artofsm.art/t/baidus-crazy-unlimited-ocr-2-reads-100-pages-in-one-shot-i-ran-it-on-an-8gb-laptop/27007)
**Author:** [@merefield](https://www.artofsm.art/u/merefield)\ **Replies:** 1\ **Last updated:** [27 October 2026 21:54 UTC](https://www.artofsm.art/t/baidus-crazy-unlimited-ocr-2-reads-100-pages-in-one-shot-i-ran-it-on-an-8gb-laptop/27007 "2026-10-27T21:54:36Z")
The video reviews Baidu’s Unlimited OCR 2, a powerful OCR model capable of processing up to 100-page documents in a single request with high accuracy and efficient cross-page context handling, though it req… --- ## [I Tested Two $699 Laptops for Coding… It Got Weird](https://www.artofsm.art/t/i-tested-two-699-laptops-for-coding-it-got-weird/26979)
**Author:** [@artesia](https://www.artofsm.art/u/artesia)\ **Replies:** 1\ **Last updated:** [27 October 2026 17:06 UTC](https://www.artofsm.art/t/i-tested-two-699-laptops-for-coding-it-got-weird/26979 "2026-10-27T17:06:52Z")
The video compares two $699 developer laptops—the Dell XPS 13 and Apple’s MacBook Neo—highlighting the Dell’s superior performance, upgradeability, and developer-friendly features versus the MacBook Neo’s b… --- ## [ChatGPT vs Claude Make a Comedy Film From Scratch](https://www.artofsm.art/t/chatgpt-vs-claude-make-a-comedy-film-from-scratch/26968)
**Author:** [@merefield](https://www.artofsm.art/u/merefield)\ **Replies:** 1\ **Last updated:** [27 October 2026 14:21 UTC](https://www.artofsm.art/t/chatgpt-vs-claude-make-a-comedy-film-from-scratch/26968 "2026-10-27T14:21:05Z")
The creator challenged two AI models, Claude and ChatGPT, to independently create a 90-second comedy film about an indifferent man abducted by aliens, using identical instructions and budgets via the Higgsf… --- ## [Can ONE server support 1,000,000 users?](https://www.artofsm.art/t/can-one-server-support-1-000-000-users/26964)
**Author:** [@merefield](https://www.artofsm.art/u/merefield)\ **Replies:** 1\ **Last updated:** [27 October 2026 14:20 UTC](https://www.artofsm.art/t/can-one-server-support-1-000-000-users/26964 "2026-10-27T14:20:24Z")
The video investigates whether a single virtual machine can support one million users by testing various programming languages and frameworks on a standardized social media API, finding that while some lang… --- ## [How a Trading Firm Ships New AI Models the Same Day - Noyan Tokgozoglu, Optiver](https://www.artofsm.art/t/how-a-trading-firm-ships-new-ai-models-the-same-day-noyan-tokgozoglu-optiver/26947)
**Author:** [@artesia](https://www.artofsm.art/u/artesia)\ **Replies:** 1\ **Last updated:** [27 October 2026 07:24 UTC](https://www.artofsm.art/t/how-a-trading-firm-ships-new-ai-models-the-same-day-noyan-tokgozoglu-optiver/26947 "2026-10-27T07:24:19Z")
Noyan Tokgozoglu of Optiver explains how the trading firm rapidly deploys and evaluates AI models within hours to directly impact profit and loss, supported by a modular, self-service AI platform that integ… --- ## [OpenAI's GPT-6.1 Terra Is INSANE Value - I Tested It vs Sol, Astra and Luna](https://www.artofsm.art/t/openais-gpt-6-1-terra-is-insane-value-i-tested-it-vs-sol-astra-and-luna/26945)
**Author:** [@merefield](https://www.artofsm.art/u/merefield)\ **Replies:** 1\ **Last updated:** [27 October 2026 06:28 UTC](https://www.artofsm.art/t/openais-gpt-6-1-terra-is-insane-value-i-tested-it-vs-sol-astra-and-luna/26945 "2026-10-27T06:28:14Z")
OpenAI’s GPT-6.1 Terra model offers significant improvements in speed, accuracy, and cost efficiency compared to previous models like Sol, Astra, and Luna, making it ideal for high-volume, repetitive tasks … --- ## [I Tested GPT-6 Astra vs Fable 5.1 With Real Research (Here’s What Matters)](https://www.artofsm.art/t/i-tested-gpt-6-astra-vs-fable-5-1-with-real-research-here-s-what-matters/26936)
**Author:** [@artesia](https://www.artofsm.art/u/artesia)\ **Replies:** 1\ **Last updated:** [27 October 2026 01:54 UTC](https://www.artofsm.art/t/i-tested-gpt-6-astra-vs-fable-5-1-with-real-research-here-s-what-matters/26936 "2026-10-27T01:54:07Z")
The video compares GPT-6 Astra Medium and Fable 5.1 Medium across five rigorous academic research tests, finding Astra slightly superior in accuracy, critical analysis, and adherence to strict criteria, whi… --- ## [I Tested Kimi K3.1 MAX for 24 Hours... (vs Local K3, DeepSeek & More) 🤯](https://www.artofsm.art/t/i-tested-kimi-k3-1-max-for-24-hours-vs-local-k3-deepseek-more/26931)
**Author:** [@artesia](https://www.artofsm.art/u/artesia)\ **Replies:** 1\ **Last updated:** [26 October 2026 22:42 UTC](https://www.artofsm.art/t/i-tested-kimi-k3-1-max-for-24-hours-vs-local-k3-deepseek-more/26931 "2026-10-26T22:42:47Z")
The video showcases the Kimik A 3.1 Pro Edition, a powerful 3 trillion parameter AI model, demonstrating its superior performance in creative tasks like 3D modeling, music production, and gaming, as well as… --- ## [How to Test Your Agents on Real Tasks With Harbor - Xander Song, Arize AI](https://www.artofsm.art/t/how-to-test-your-agents-on-real-tasks-with-harbor-xander-song-arize-ai/26914)
**Author:** [@artesia](https://www.artofsm.art/u/artesia)\ **Replies:** 1\ **Last updated:** [26 October 2026 19:25 UTC](https://www.artofsm.art/t/how-to-test-your-agents-on-real-tasks-with-harbor-xander-song-arize-ai/26914 "2026-10-26T19:25:19Z")
Xander Song from Arize AI presents Harbor, an open-source framework that tests AI agents on real-world tasks within isolated Docker environments using natural language instructions, verifiers, and oracles t… --- ## [China just dropped a new frontier model... and nobody can explain how](https://www.artofsm.art/t/china-just-dropped-a-new-frontier-model-and-nobody-can-explain-how/26917)
**Author:** [@artesia](https://www.artofsm.art/u/artesia)\ **Replies:** 1\ **Last updated:** [26 October 2026 19:16 UTC](https://www.artofsm.art/t/china-just-dropped-a-new-frontier-model-and-nobody-can-explain-how/26917 "2026-10-26T19:16:04Z")
The video discusses the surprising release of Kimmy K3.1, a massive three trillion parameter open-weight AI model from China’s Moonshot, which achieves frontier-level performance across various benchmarks d… --- ## [D3 is a new Ollama model that Makes DECISIONS (500 Messages in 23 Seconds!) - d3 on a Laptop GPU](https://www.artofsm.art/t/d3-is-a-new-ollama-model-that-makes-decisions-500-messages-in-23-seconds-d3-on-a-laptop-gpu/26898)
**Author:** [@merefield](https://www.artofsm.art/u/merefield)\ **Replies:** 1\ **Last updated:** [26 October 2026 17:22 UTC](https://www.artofsm.art/t/d3-is-a-new-ollama-model-that-makes-decisions-500-messages-in-23-seconds-d3-on-a-laptop-gpu/26898 "2026-10-26T17:22:14Z")
The video presents D3, a new Ollama model optimized for rapid and accurate decision-making by scoring options with confidence probabilities instead of generating text, enabling it to process 500 messages in… --- ## [An Eval for AI Scientists That Knows the Answer Key - Ian Quigley, Leash Bio](https://www.artofsm.art/t/an-eval-for-ai-scientists-that-knows-the-answer-key-ian-quigley-leash-bio/26887)
**Author:** [@merefield](https://www.artofsm.art/u/merefield)\ **Replies:** 1\ **Last updated:** [26 October 2026 15:24 UTC](https://www.artofsm.art/t/an-eval-for-ai-scientists-that-knows-the-answer-key-ian-quigley-leash-bio/26887 "2026-10-26T15:24:47Z")
Ian Quigley from Leash Bio discusses their development of a virtual sandbox environment where AI agents explore chemical spaces to optimize molecules for drug discovery, enabling extensive evaluation of AI … --- ## [NVIDIA's NEW Nemotron 3.5 Bolt 4B Model Is INSANE... I Tested It 10 Ways On An 8GB Laptop](https://www.artofsm.art/t/nvidias-new-nemotron-3-5-bolt-4b-model-is-insane-i-tested-it-10-ways-on-an-8gb-laptop/26877)
**Author:** [@merefield](https://www.artofsm.art/u/merefield)\ **Replies:** 1\ **Last updated:** [26 October 2026 14:17 UTC](https://www.artofsm.art/t/nvidias-new-nemotron-3-5-bolt-4b-model-is-insane-i-tested-it-10-ways-on-an-8gb-laptop/26877 "2026-10-26T14:17:23Z")
NVIDIA’s Neatron 3.5 Bolt 4B model delivers fast, efficient multi-turn conversational AI with strong tool integration and context handling on an 8GB laptop, excelling in tasks like calculator use and vision… [Next page](https://www.artofsm.art/tag/benchmarking/218.md?match_all_tags=true&page=1&tags%5B%5D=benchmarking)