DSpark - DeepSeek Just Made Inference 85% Faster
Demonstrates running DeepSeek models using DSpark, a method described as making inference significantly faster.
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Find videos about LLM models, hardware, runtimes, benchmarks and practical AI workflows.
Demonstrates running DeepSeek models using DSpark, a method described as making inference significantly faster.
Tests Ornith-1.0-35B against Qwen3.6-27B using a Splunk Cyber CTF question and an agentic Pi extension build judged by Opus 4.8.
Locally installs and tests the Qwythos-9B-Claude-Mythos-5-1M-GGUF full-parameter reasoning model on Claude Mythos and Claude Fable datasets.
Ornith-1.0-397B is tested using Inferencer App v2.0.6 on M3 Ultra 512GB, reportedly topping GLM 5.2 and Claude Opus in benchmarks.
Locally installs and tests OpenJarvis with Ollama, an open-source framework for building personal AI agents running on local hardware.
Cohere Labs North Mini and Qwen 3.6 35B A3B are tested via 2D Driving Game, Fake Desktop, and Slime Maze tasks on a local system with 16GB VRAM and 32GB DDR4 RAM.
Demonstrates using Hermes Agent's /learn command to convert URLs, codebases, or conversations into reusable AI skills within seconds.
Demonstrates connecting the Hermes agent to a Discord server via a bot created through the Discord Developer Portal using the hermes gateway setup command.
Locally installs and tests Ornith-1.0, a self-improving family of open-source models for agentic coding.
Tests the speed impact of Multi-Token Prediction on GLM 5.2 using Inferencer App v2.0.6 on an M3 Ultra 512GB system.
Demonstrates fine-tuning Large Language Models using Unsloth, LoRA and Apple MLX, covering techniques from basics to methods used by DeepSeek R1.
Locally installed and tested Qwen-AgentWorld, identified as the first language world model covering seven agent interaction domains within a single model architecture.
Evaluates GLM 5.2 on dual Strix Halo via UD-IQ2_M quantization, measuring token generation/prompt processing speeds against DeepSeek V4 Flash and testing coding capability with SWE Bench verified mini
Breaks down Google's whitepaper "The New SDLC With Vibe Coding" on agentic engineering, highlighting the Agent equals Model plus Harness framework, context engineering, and token economics.
Demonstrates installing and comparing nine free skills and plugins for Claude Code, Codex, Cursor, OpenClaw, Hermes, VS Code, and GitHub Copilot, including GStack, Stop Slop, Graphify, Understand Anyt
A three-phase web coding challenge evaluates Qwen3.5 9B and Qwythos 9B on creating an iPhone-style UI, functional apps, and a launch site within a browser environment.
Thoroughly tests the Mistral OCR 4 model.
North Mini Code 1.0 is evaluated via Performance, Memory, Agency, OpenAI Human Eval, Sand Physics, and Dungeon Crawler tests on a system with 16GB VRAM and 32GB DDR4 RAM.
Locally installs and tests baidu/Unlimited-OCR using resources from Hugging Face.
Tests Krea-2-Turbo and Krea-2-Raw locally via SGLang for text-to-image quality and speed against Stable Diffusion and Flux-style models.
Locally installs and tests Microsoft FastContext-1.0-4B-SFT, a lightweight repository-exploration subagent designed for LLM coding agents.
Tests Sakana Fugu across browser workflows, subway scenes, FPS games, C++, multimodal coding, frontend design, and flight simulation.
Tests Sakana Fugu Ultra via real-world coding, reasoning, and agentic evaluations against Fable 5, GPT-5.5, Opus 4.8, and GLM 5.2 using LiveCodeBench, SWE-Bench, and GPQA.
Evaluates the TerraMaster F4-425 Pro NAS running native OpenClaw and Inferencer for Sovereign AI agents, featuring demonstrations of 3D platform and racing games alongside comparisons of Fable, GLM an
Demonstrates installing Hermes Agent on Windows with a free OpenRouter API key, then performs file copying via terminal and parallel sub-agent research on the Anthropic IPO using zero-cost models.
Locally installs PixelRAG and performs an end-to-end test using screenshots instead of text.
Microsoft SkillOpt is installed locally and tested.
Tests Gemma 4 12B finetune with Fable 5 and Composer 2.5 against base via Q4_K_M quant on 16GB VRAM using Performance, Memory, Agency, OpenAI Human Eval, Sand Physics and Dungeon Crawler benchmarks.
GLM 5.2, Qwen 3.7, and MiniMax m3 are compared on real coding tasks performed live within the Hermes Agent environment.
Tests Z.AI GLM-5.2 in Claude Code UltraCode Mode against Claude Opus, GPT-5.5, and frontier-model workflows for real technical planning and implementation work.
Locally installs Ponytail with Ollama and OpenClaw and tests the setup.
Claude Code connects to Higgsfield MCP for programmatic AI video, image, and audio generation.
Locally installs and tests Qwen3.6-35B-A3B-REAP-90pct-GGUF, described as a meme model.
Explains local LLM deployment via VRAM sizing, KV cache management, llama.cpp tensor overrides, GGUF/Q4_K_M/IQ quantization, and MoE offloading to run models like gpt-oss 120B on constrained hardware.
Compares local models GLM 5.2 and Kimi K2.7 Code against cloud options Gemini Pro, Claude Sonnet, and Claude Fable using Inferencer App on Mac Studio M3 Ultra 512GB across game development tasks.
Evaluates why the open-source community favors GLM-5.2, identifies its shortcomings, and specifies the hardware required for local execution.
Mia-AiLab Qwable-3.6-27b is evaluated via 2D Driving Game, Sand Physics, Dungeon Crawler, and OpenAI Human Eval (kinda) on a system with 16GB VRAM and 32GB DDR4 RAM.
Evaluates North Mini Code through browser workflows, scene generation, 3D printer simulation, C++ game generation, frontend design, flight simulation, roleplay, and website generation.
Installs Hermes Agent on Windows, connects OpenRouter for free APIs, selects Llama M.1 and Nemotron models, tests computer control, and runs parallel sub-agents for research.
Locally installs Qwen3.6-27B-MTP-pi-reasoning-GGUF with hermes agent.
Installs and tests opendataloader-pdf, an open-source PDF parser designed for generating AI-ready data within Retrieval-Augmented Generation pipelines.
Tests GLM 5.2 and Kimi 2.7 Coder using Ollama Cloud and Pi agent on sorting algorithm visualizers and Rust desktop file apps via running and debugging.
Tests GLM-5.2 against GPT-5.5, Claude Opus 4.8, and Gemini 3.1 Pro using Design Arena, DeepSWE, Frontier SWE, Terminal-Bench, and SWE-bench Pro for coding, agentic workflows, and frontend tasks.
Demonstrates configuring OpenClaw with Slack via openclaw configure, creating a Slack app with JSON manifest, obtaining bot and app-level tokens, enabling channel access, and restarting the gateway fo
GLM-5.2 and Claude Opus 4.8 are compared on real coding tasks within the Hermes Agent environment across multiple tests.
Tests the 225B total parameter Mixture-of-Experts model Laguna M.1 for agentic coding and long-horizon work.
Compares OpenRouter Fusion and Qwen3.6 27B building the same web app from scratch on fresh Linux VPSes across phased builds to evaluate planning, adaptation, and shipping capabilities.
Local AI video models are quantized to 4-bit and lower precision levels to evaluate degradation effects, with charts and results published at quant-degrade.pages.dev.
Tests Liquid LFM2.5-8B-A1B on browser workflows, website generation, roleplay, general knowledge, Python coding, and tool calling in real-world scenarios.
Evaluates Jackrong's Qwopus 3.6 27B Coder MTP against base Qwen using OpenAI HumanEval, 2D Driving Game, Sand Physics, and Dungeon Crawler tests on a 16GB VRAM system.