#o1 model

11238 related articles

Aug 3, 2026·3 min

Running the 1.56TB Kimi K3 Model on 8GB RAM with Pure C

A developer built a pure C99 inference engine that runs the 1.56TB Kimi K3 model on 8GB RAM using MoE sparsity and NVMe on-demand loading—no GPU, 176KB binary.

Aug 2, 2026·3 min

Cursor Enterprise Hidden Markup: Budget Models Actually Cost 10x More

Cursor Team and Enterprise users discover a flat $0.25/million token surcharge inflates budget model costs by 10x. Analysis of the hidden markup, its impact, and user strategies.

Aug 2, 2026·4 min

17M-Parameter Transformer for Blood Glucose Prediction: Open-Source Diabetes AI Model Explained

An open-source blood glucose prediction model using BERT-style Transformer architecture with only 17M parameters, running on mobile devices with DILATE and Pinball loss for 2-hour glucose forecasting.

Jul 31, 2026·3 min

13 Models, 4 Agents: Who Is the Best Coding AI?

A systematic evaluation of 13 LLMs, 4 agent frameworks, and 5 programming languages reveals the real differences in AI coding capabilities and optimal model-framework pairing strategies.

Jul 30, 2026·2 min

ClipStudios.AI: 15+ AI Video Model Aggregation Platform, One Subscription Unlocks All

ClipStudios.AI aggregates 15+ AI video models including Kling, Veo, and Runway under one credit-based subscription with C2PA provenance signing and GDPR-compliant EU infrastructure. Plans from €20/mo.

Jul 28, 2026·4 min

Laguna S 2.1 Deep Dive: Hands-On Local Deployment of a 118B Parameter Coding Model

In-depth review of Poolside's Laguna S 2.1 open-source coding model: MoE architecture, RL training, DGX Spark local deployment, and real-world agentic coding tests with 8B active parameters.

Jul 25, 2026·3 min

Laguna S 2.1: The Open-Source Coding Model That's 14x Smaller Yet Stronger

Poolside releases Laguna S 2.1, an open-source agentic coding model: 118B total params with only 8B active, scoring 40.4% on DeepSWE — ~4.5x DeepSeek V4 Pro Max. Supports 1M-token context, deployable on a single workstation.

Jul 23, 2026·3 min

LangChain v1.3 Hands-On Tutorial: Deep Dive into Agents, RAG, and Local Model Deployment

Deep dive into LangChain v1.3: compare LangChain, LangGraph, and DeepAgent paradigms, explore RAG pipelines, multi-agent systems, and local LLM deployment for enterprise AI apps.

transcribe.cpp: A Unified Speech Recog…

Jul 21, 2026·2 min

transcribe.cpp: A Unified Speech Recognition Engine Built on ggml, Supporting 16+ Model Families

transcribe.cpp is an open-source ggml-based speech recognition engine supporting 16+ model families in a single C++ codebase — lightweight, cross-platform, and quantization-ready for local STT.

Jul 20, 2026·3 min

Running a 27B Model on iPhone: How 1-bit Quantization Achieves Extreme Compression

PrismML's Bonsai compresses a 27B model from 54GB to 3.9GB, running at ~11 tokens/sec on iPhone. A deep dive into QAT, knowledge distillation, and speculative decoding.

Jul 19, 2026·2 min

Ollama Modelfile in Practice: Deploy Your Own Custom DeepSeek-R1 Model Locally

Step-by-step guide to wrapping DeepSeek-R1 with an Ollama Modelfile — set temperature, system prompts, and run fully offline for privacy and flexibility.

Jul 19, 2026·3 min

Google Gemma 4 On-Device Model: Optimized for Pixel 10 TPU — Offline Multimodal Capabilities Tested and Analyzed

Google's Gemma 4 E2B for TPU runs offline on Pixel 10's Tensor G5 chip, enabling local AI chat, image recognition, and audio transcription. We break down the features and real-world test results.

GitHub Daily · July 18: 3D Reconstruct…

Jul 18, 2026·3 min

GitHub Daily · July 18: 3D Reconstruction Foundation Model Tops the Charts, AI Engineering and CLI Agents Explode Collectively

July 18 GitHub Daily: 3D reconstruction foundation model lingbot-map tops the charts, with AI engineering tooling, CLI Agents, and the MCP ecosystem exploding across the board.

Jul 16, 2026·3 min

Meta Muse Spark 1.1 Deep Dive: The Platform Ambitions Behind Meta's First Closed-Source Model

Meta Muse Spark 1.1 deep dive: native multimodal architecture, platform tools, social data retrieval, e-commerce vision — Meta's first closed-source API model benchmarks against Anthropic Sonnet.

Jul 15, 2026·3 min

Complete Guide to LangChain 1.3: From Models and Agents to DeepAgent Architecture

A complete guide to LangChain 1.3: LLM invocation, Agent tool calling, Harness architecture, LangGraph, RAG, and DeepAgent — build a clear, modern Agent development knowledge base.

AI Can Write Ruby But Can't Navigate C…

Jul 14, 2026·2 min

AI Can Write Ruby But Can't Navigate Codebases? A 5-Model, 13-Project Benchmark Reveals the Truth

A benchmark covering 5 major AI models and 13 real Ruby codebases reveals: AI excels at generating code but struggles to navigate existing codebases. A deep dive into findings, Ruby metaprogramming challenges, and practical implications for developers.

Jul 13, 2026·3 min

Ornith 1.0 9B Model Local Test: Tower Defense Game Exposes Small Model Coding Limitations

Hands-on test of Ornith 1.0 9B open model on a 16GB M4 Mac mini. A tower defense game task reveals the precision limits of small-parameter models vs 35B.

Jul 13, 2026·3 min

Training a 100M-Parameter Model for Under $50: A Complete Record of Building SmoLLM from Scratch

An ML engineer trained SmoLLM, a 109M-parameter LLaMA-style model from scratch for under $50. Full breakdown of architecture, training pitfalls, instruction tuning, and real-world performance.

Jul 13, 2026·2 min

15-Year-Old Trains 200M MoE Language Model from Scratch: Full Architecture & Hands-On Breakdown

A 15-year-old trained Tiny-MoE, a 200M-parameter MoE language model from scratch using free Kaggle GPUs, featuring MLA attention, RoPE+YaRN, and native PyTorch.

Meta Muse Spark 1.1 Released: A Deep D…

Jul 13, 2026·4 min

Meta Muse Spark 1.1 Released: A Deep Dive into the First Spark Model with an Open API

Meta officially releases Muse Spark 1.1, the first model in the Spark series to offer an API, with a focus on strengthening agentic tool calling and computer use capabilities.