How to Host your own Supercomputer that runs Local AI | Abacus Guide
Demonstrates deploying custom applications using Abacus Supercomputer to host local AI models accessible to users.
Videos
Find videos about LLM models, hardware, runtimes, benchmarks and practical AI workflows.
Demonstrates deploying custom applications using Abacus Supercomputer to host local AI models accessible to users.
Compares Unsloth’s q4 QAT and regular q4 GGUF variants of Gemma 4 12B on adherence, agency, coding, and memory using a 16GB VRAM system.
Tests Kombai within Cursor for site generation, block and theme creation, tech stack integration, interactive editing, autonomous browser QA, and bug fixing.
Locally installed and tested bosonai/higgs-audio-v3-tts-4b, a text-to-speech model designed for voice chat rather than simple reading.
Sets up Himalaya email skill in OpenClaw using Gmail IMAP/SMTP and app passwords, demonstrating reading and analyzing real emails plus querying Gmail from a Discord bot.
Gemma 4 12B with QAT and QWEN 3.6 are tested as Coding Agents in VS Code on an M5 Max (128GB) using real-world coding tasks instead of benchmarks or synthetic tests.
Demonstrates DeepSeek GUI features including Code Mode, Write Mode, Kun runtime, and scheduled agents within a local-first desktop workspace.
Stacks Google's QAT quantization with llama.cpp's MTP support to run Gemma 4 12B at double the speed locally.
Compares Qwen3.6 27B Q8 and MiMo-v2.5 via iPhone Replica, Ragdoll Physics Simulator, and 3D Orbital Earth Explorer tests evaluating instruction adherence, UI cleanliness, functionality, and interactiv
Nex-AGI updates Qwen 397B to top GLM 5.1 and Claude Opus in benchmarks using Inferencer App on Mac Studio M3 Ultra 512GB with Nex-N2-Pro.
Tests Google QAT versus Unsloth Q4_0 quantized versions of Gemma 4 12B at identical file sizes to determine which approach yields better results.
News update covering Bernini, Deja View, PaGeR, Magenta Realtime, GPT Dreaming, Mamma, Reve 2, Ideogram v4, Gemma4 12B, Qwen 3.7 Plus, Cosmos 3, RTX Spark, Stable Layers, humanoid robots, Minimax M3,
Installs and tests BLS-Mini-Code-1.0 from CohereLabs locally using resources from Hugging Face.
Installs and tests nanowhale-100m, an ~110M parameter language model implementing the DeepSeek-V4 architecture.
Coding challenges test MiniMax-M3 versus Qwen3.6 27B using an iPhone-style UI, ragdoll physics simulator, and a fake Qwen3.7 30B release page to evaluate usability and polish.
Evaluates Nemotron 3 ULTRA through browser OS, scene generation, OpenCode, flight and 3D printer simulations, C++, Python, niche knowledge, roleplay, and website generation tests.
Tests Gemma 4 12B q8 vs q4 quantizations on a system with 16GB VRAM and 32GB DDR4 RAM across performance, memory, coding, and agency benchmarks using unsloth/gemma-4-12b-it-GGUF.
Tests Gemma 4 12B's encoder-free multimodal architecture, coding, reasoning, and Three.js generation via World of AI Bench, comparing it against Qwen3.6-35B-A3B.
Locally installs and tests Gemma 4 12B QAT via Ollama using coding demos, multilingual translation, creativity, and situation demonstrations.
Evaluates NVIDIA Nemotron 3 Ultra using Inferencer App on M3 Ultra 512GB hardware against state-of-the-art models under the new Open License.
Evaluates instruction adherence, UI cleanliness, functionality, and interactivity using single-file HTML/CSS/JavaScript tests: iPhone Replica, Top-Down Car Game, and Live Weather Dashboard.
Installs and tests MisoTTS, a text-to-speech model based on the Sesame CSM architecture.
Covers Seven New MAI Models, Microsoft Scout, GitHub Copilot App, Project Solara, NVIDIA Nemotron 3 Ultra, Gemma 4 12B, MiniMax M3, Codex updates, Hermes Desktop, Ideogram 4.0, and other new AI tools.
Installs OpenClaw on Windows via openclaw.ai, connects OpenRouter with poolside/laguna-m1:free model, and reviews dashboard plus agent.md, soul.md, identity.md, user.md, heartbeat.md, bootstrap.md fil
Installs and tests Mellum2-12B-A2.5B-Thinking, a post-trained reasoning-augmented assistant model trained by JetBrains.
Demonstrates using the nvidia/nemotron-3-ultra-550b-a55b:free model via OpenRouter with agents like Claude Code, OpenCode, Pi, KiloCode, VS Code, T3.code, Hermes, and OpenClaw.
Tests NVIDIA-Nemotron-3-Ultra-550B-A55B with hermes-agent.
Evaluates instruction adherence, UI cleanliness, functionality, and handling of complex browser-based coding prompts using identical single-file HTML, CSS, and JavaScript tasks for an iPhone Mockup, H
Evaluates unsloth/gemma-4-12b-it-GGUF on a system with 16GB VRAM and 32GB DDR4 RAM across memory, agency, reasoning, implementation, audio and vision tasks.
Locally installs and tests Ideogram 4, described as Ideogram's first open weight text-to-image model, using weights from huggingface.co/ideogram-ai/ideogram-4-fp8.
Installs the self-improving agent skill from ClawHub, configures hooks in openclaw.json, and verifies OpenClaw reads learnings.md to apply stored preferences across sessions.
Compares Gemma4 12B against Qwen3.6 27B using the same GPU setup.
Compares multiprocessing, batching, and distributed compute speed using Inferencer App v2.0 on M3 Ultra 512GB and M4 Max 128GB systems.
Demonstrates the Hermes Desktop App by Nous Research, featuring persistent memory, self-improving skills, browser automation, and multi-agent workflows across Windows, macOS, and Linux.
Tests Qwen 3.6 35B A3B versus Qwopus 3.6 35B A3B using an Expense Tracker, Card Matching Game, and Breakout Game coding test suite on a system with 16GB VRAM and 32GB DDR4 RAM.
Tests Gemma-4-12b-it vision, security via Splunk CTF and AWS S3 investigation with Anvor AI, tool-calling, and building a game with Pi on NVIDIA or AMD GPUs.
Demonstrates a workflow using Opus 4.8 for planning and wiring, and Gemini 3.5 Flash for frontend design, integrated via Claude Code and Pi to build applications.
Tests Gemma 4 12B via local setup config and practical evaluations including browser OS, 3D printer simulation, image to SVG, scene generation, multimodal websites, wireframe to site, and OpenCode tas
Locally installed Gemma 4 12B encoder-free model demonstrates unified architecture through text inference, coding, multilingual translation, image understanding, OCR, and audio transcription demos.
Claude Opus 4.8 and Qwopus 27B deploy web projects on Ubuntu VPS, then sabotage and repair each other's sites to evaluate server setup, coding, deployment, debugging, and troubleshooting skills.
Demonstrates setting up a cron job in OpenClaw with the Yahoo Finance MCP server to automatically fetch US stock market news and deliver results to Telegram.
Tests Qwen3.7 Plus via browser OS, OpenCode subway FPS, C++ skate game, custom frontend, flight simulation, roleplay, interactive website, and drum kit simulation.
Demonstrates setting up Mem0 for OpenClaw via plugin installation, OTP verification, and openclaw doctor configuration, concluding with a live Telegram stock research query showing automatic context r
Locally installs and tests Hermes Agent Desktop with an Ollama-based model, providing a walkthrough covering installation, architecture, and live demo.
Hermes Agent connects to Luce DFlash server with adaptive PFlash compression, demonstrating real-time reduction of 3572 tokens to 148 on an RTX A6000.
Compares Qwen3.6 27B Q6 locally versus Step3.7 Flash via OpenRouter on speed, coding ability, creativity, interactivity, UI polish, and physics while building an iPhone-style UI, Sled Sketch, and Volt
Links WhatsApp to OpenClaw via plugin and QR code, locks access to a single number, and builds an automated bulk campaign agent sending messages from a CSV list using a free AI API.
Tests Gemma 4 26B A4B versus Qwen 3.6 35B A3B on a 16GB VRAM system using a six-test suite covering adherence, memory, implementation, architecture, reasoning, and agency.
Compares GPT-5.5, Claude Opus 4.8, and Gemini 3.5 Flash via World of AI Bench on coding, frontend design, agentic workflows, debugging, game dev, and creative tasks, covering reasoning levels and harn
Compares MiniMax M3 pricing against Claude Sonnet 4.6, Claude Opus 4.8, and GPT-5.5 for AI coding and testing workflows.