Tess-4 27B benchmarked and tested vs Base Qwen 27B - 16GB Local LLM setup
Tests Tess-4 27B against unsloth/Qwen3.6-27B-MTP-GGUF using Performance, Memory, Agency, OpenAI Human Eval, Sand Physics, Dungeon Crawler, Blender and Godot benchmarks.
Videos
Find videos about LLM models, hardware, runtimes, benchmarks and practical AI workflows.
Tests Tess-4 27B against unsloth/Qwen3.6-27B-MTP-GGUF using Performance, Memory, Agency, OpenAI Human Eval, Sand Physics, Dungeon Crawler, Blender and Godot benchmarks.
Evaluates Qwen-Audio-3.0-TTS for content consistency, speaker similarity, prosodic naturalness, audio quality, controllability, multilingual coverage, efficiency, and robustness.
Tests Laguna S2.1 using Inferencer App v2.2.2 on M3 Ultra 512 GiB against DeepSeek and GLM based on benchmarks claiming superiority.
Tests Ling-3.0-flash, a hybrid-reasoning MoE model designed for production-scale agentic applications.
Evaluates Qwen 3.8 cloud preview by converting a Local-OCR prototype built by Qwen 3.6 into a finished application featuring a progress bar, page counter, and streaming Result tab.
Benchmarked a hidden local AI model in macOS 27 on a $10,000 Mac Studio to evaluate its speed performance.
Demonstrates spec-driven development versus one-shot YOLO prompting for local LLMs by creating a detailed specification and multi-stage plan to build an Asteroids clone named SuperAsteroids.
Local installation and testing of the Nanbeige4.2-3B compact agentic model.
Poolside Laguna XS 2.1 achieves 70.9% on SWE-bench Verified and 63.1% on SWE-bench Multilingual with a 262K context window.
Tests Laguna S 2.1's real-world coding capabilities and benchmarks performance against GLM 5.2, Qwen 3.7 Max, Hy3, and Kimi K3 using Woaibench.
Examines applying negative logit penalties to reduce reasoning tokens in Qwen3.6-27B, GLM-5.2, and Tencent Hy3 via vLLM, referencing ThinkingCap and Meta FAIR research.
Demonstrates using Docker Sandboxes to isolate coding agents like Claude Code in a local microVM, preventing unauthorized access to the host filesystem, databases, and SSH keys.
Tests Gemini 3.6 Flash and introduces 3.5 Flash-Lite and 3.5 Flash Cyber from Google.
Compares two nearly identical gaming laptops differing in VRAM to evaluate local AI performance limits.
Installs and tests Laguna S 2.1, an 118B MoE model designed for software engineering and agentic coding use cases.
Evaluates Qwen 3.6 14B A3B FableVibes against Qwen3.6-35B-A3B using Performance, Memory, Agency, OpenAI Human Eval, Sand Physics and Dungeon Crawler tests on a 16GB local setup.
Tests Intern S2 Preview 397B MLX Q9 against Claude and Kimi K3 using Inferencer App v2.2.2 on Mac Studio M3 Ultra 512 GiB for scientific research tasks.
Demonstrates setting up Hermes Agent with Qwen 3.5B via Ollama and LM Studio with Locally on Mac Mini M4, plus comparing local model speed against an M5 Max MacBook Pro.
Installs Colibri and demonstrates running Tencent Hy3 locally using disk, CPU and GPU resources.
Tests Gemini 3.6 Flash against browser workflows, C++ games, FPS dev, frontend design, timelines, writing, 3D models, and Android apps.
Demonstrates tuning a dual-GPU local LLM setup using llama-server startup options, layer split, tensor split, and multi-token prediction to increase tokens per second.
Demonstrates TestSprite CLI integration with Claude Code, Cursor, Cline, and Codex agents to enable self-verification of generated code within a real browser environment.
Installs Colibri to shrink the full GLM 5.2 locally without GPU.
Installs and tests catmind-1.2b, a LoRA-fine-tuned model whose think block outputs a short, query-unrelated cat story instead of actual reasoning.
Evaluates Inkling MLX Q3 using Inferencer App v2.2.1 on M3 Ultra 512 GiB across maths, safety, vision tasks, gaming simulations, image inference and audio capabilities.
Qwen, Ornith, Qwythos, and Gemma 4 compete in a two-round battle using easy and challenging prompts to demonstrate the importance of writing a good prompt.
Tests Qwen3.8 MAX Preview on browser workflows, subway scenes, FPS dev, C++ games, 3D CAD, microcontrollers, and city timelines via practical coding and reasoning tasks.
Evaluates Ternary Bonsai 27B against Qwen using Performance, Memory, Agency, OpenAI Human Eval, Dungeon Crawler, Blender, and Sand Physics tests on a 16GB local system.
Compares Kimi K3 with Qwen3.8 across two tasks.
Tests Qwen 3.8 Max Preview via woaibench.ai on frontend dev, SVG gen, 3D games, UI design, reasoning, and multimodal tasks, comparing results against Kimi K3 and GPT-5.6 Sol.
A multiplayer 3D minesweeper game with ELO, matchmaking, and networking is created using a one-shot prompt via Qwen 3.8 Max Preview on Qwen Cloud.
Tests Bonsai 27B binary and ternary variants against Qwen 3.6 35B-A3B and Gemma 4 12B on an RTX 3060 using llama.cpp, measuring generation speed, total memory footprint, and performance on web design
Evaluates Osaurus, a local, free coding tool featuring a beautiful UI and mascot, to determine its quality.
Evaluates Kimi K3, Grok 4.5, Fable 5, and GPT 5.6 via identical prompts in BridgeSpace across front-end therapy dashboard, full-stack AI therapist app, and Angry Birds game tests.
Evaluates Tenstorrent AI cards, which are not GPUs, highlighting their unique features for running large language models outside the NVIDIA ecosystem.
Hands-on testing of Qwen3.8-Max-Preview.
Demonstrates KAT-Coder-Pro V2.5 handling a Seaport app bug fix and water slide coding challenge during the archestra_ai Apps Hackathon.
Covers Kimi K3, Bonsai 27B, Wan Dancer, GPT Red, Ardy, MobileWan, PiD v1.5, Audio to MIDI, GNM, Lucida, Motion4motion, Higgsfield MCP, Robot MMA, Coolfly eVTOL, Robot centaur, Act 2, GenCeption, Wan S
Evaluates Kimi K3 by attempting to remake FF7, Red Dead Redemption, render a human head, create a GTA V clone, and port Inkling to MLX using Inferencer App.
Tests major Gemma 4 update with QAT GGUF, covering tool-calling fix, FA4 support, and vision token control.
Live local testing of Google's Gemma 4 update demonstrates tool-calling fixes, FA4 support, and vision token control on an H100.
Demonstrates wiring OpenCode with speech-to-text and text-to-speech using locally cloned voices, such as Kristen Stewart and Captain Picard, for issuing voice commands and receiving responses.
Covers updates on Claude Code browser, Google Search apps, Gemini Omni, Spotify AI, Kimi K3 benchmarks, Bonsai 27B, Grok agents, ChatGPT search, Apple Watch Siri, Anthropic teachers, OpenAI Codex Micr
Evaluates Kimi K3 via Bridge Horror House one-shot, full-stack builds, and head-to-head BridgeBench V3 arena matches against Fable 5 and GPT 5.6 SOL scored by judges.
Evaluates BottleCap AI's ThinkingCap Qwen 3.6 27B MTP against Base Qwen using Performance, Memory, Agency, OpenAI Human Eval, Sand Physics and Dungeon Crawler tests on a 16GB local setup.
Compares Kimi K3 with Fable 5 and GLM 5.2.
Tests Kimi K3 against GPT-5.6 Sol, Claude Fable 5, and Claude Opus 4.8 using long-horizon coding, frontend, 3D generation, browser agent, and pricing benchmarks.
Tests whether a base 16GB Mac Mini M4 can sufficiently power local LLMs integrated with Pi Coding Agent for actual coding tasks under real-world local AI workloads.
Reviews Kimi K3 through tests involving code, liquid physics, Blender v8 engine, financial explainers, 3D models, Luma Agents, mecha shooters, music composition, cancer detection, finding frogs, deep
Tests n-gram speculative decoding on Qwen 3.6 27B via llama.cpp against MATH-500, LiveCodeBench, and an 18-prompt iterative coding suite using AMD Ryzen 9 9950X and NVIDIA RTX PRO 6000 Blackwell.