Open Weights Tutorials, Tools, and Guides

9 min read

DeepSeek V4.1-Flash-1017: Benchmarks vs Opus 5, Pricing, Switch?

DeepSeek V4.1-Flash-1017 jumps 11 points on Terminal-Bench 4.0 at the same deepseek-flash price. Benchmarks vs Opus 5, K3, GLM-5.3 and when to switch.

DeepSeek AI Models Pricing

8 min read

Muse Spark Open Weights: 816B Model, Benchmarks, and How to Run It

Meta released Muse Spark Open weights on October 15, 2026: 816B total, 42B active, 1M context. Run recipes, hardware floor, license catch, and where it trails.

ai-agents meta Open Weights

8 min read

DeepSeek 4.1 Flash as a Daily Coding Model: Cache, Peak Hours and Limits

DeepSeek 4.1 Flash as a daily coding model: what a session costs, how peak hours double the bill, why caching matters, and where the subsidy argument holds.

DeepSeek AI Models Pricing

10 min read

llama.cpp MoE Offload: --n-cpu-moe vs the New Expert Cache

llama.cpp now caches hot MoE experts on the GPU. In the PR author's RTX 5090 run, --cpu-moe plus --moe-cache-mib decoded 2.2x faster than --fit. When to use each flag.

Local LLM Open Source Open Weights

10 min read

How to Run Kolibri Locally: GGUF, MLX and Hardware Picks

Kolibri 1 runs locally from 28.6 GB (Q2_K) to 83.1 GB (Q8_0). Which quant fits your RAM or Mac, measured speeds, and why Ollama cannot load it yet.

Open Weights Kolibri Aleph Alpha

8 min read

Step 5 Preview: Pricing, Benchmarks and the October 15 Open Weights

Step 5 Preview is StepFun's 600B MoE with 27B active and a 1M window. What it scores, what a session costs, and what to check before the October 15 weights.

AI Models Open Weights Pricing

14 min read

Mistral Large 4: Specs, Pricing, Benchmarks and Weights Date

Mistral Large 4 is a 1T-parameter multimodal MoE with 52B active, in public preview at $0.68/$2.09 per million tokens, with open weights due end of October.

Mistral Open Weights AI Models

8 min read

Run Qwen3.8-Flash-Next on a Gaming PC With Strata

Run Qwen3.8-Flash-Next locally with Strata on a 12 GB GPU: hardware needs, speeds by quant, the license catch, and when the hosted API is the better call.

Qwen Open Weights Local Models

5 min read

Kolibri Release Guide: Aleph Alpha's 78B Open Model

Kolibri is an Apache 2.0 English-German MoE with 78B total and 3B active parameters and a 1M context. Benchmarks, the vLLM command, and who should run it.

News AI Models Open Weights

6 min read

Anthropic's GLM-5.3 Cyber Report: The Numbers, the Backlash, and What Developers Should Take From It

Anthropic's GLM-5.3 cyber report: exploit numbers against Claude Mythos Preview, how its safeguards were stripped, the backlash, and the read for developers.

News Anthropic GLM

6 min read

Jeff: Jev-Style Decision Models Trained at Home on One GPU

Jeff fine-tunes Qwen3.5 and Gemma 4 into small Jev-compatible decision models on one GPU. The numbers, run commands, and where the benchmark misses real work.

News AI Models Open-weights

9 min read

Tencent Hy4 Preview: 770B Open MoE, Agentic Benchmarks, and Where It Fits in 2026

Tencent Hy4 preview is a 770B open MoE with 49B active under Apache 2.0. Architecture, posted agentic benchmarks, OpenRouter pricing and self-hosting needs.

Tencent AI Models Open Weights

9 min read

DeepSeek V4.1-Flash-1017: Benchmarks vs Opus 5, Pricing, Switch?

DeepSeek V4.1-Flash-1017 jumps 11 points on Terminal-Bench 4.0 at the same deepseek-flash price. Benchmarks vs Opus 5, K3, GLM-5.3 and when to switch.

DeepSeek AI Models Pricing

8 min read

Muse Spark Open Weights: 816B Model, Benchmarks, and How to Run It

Meta released Muse Spark Open weights on October 15, 2026: 816B total, 42B active, 1M context. Run recipes, hardware floor, license catch, and where it trails.

ai-agents meta Open Weights

8 min read

DeepSeek 4.1 Flash as a Daily Coding Model: Cache, Peak Hours and Limits

DeepSeek 4.1 Flash as a daily coding model: what a session costs, how peak hours double the bill, why caching matters, and where the subsidy argument holds.

DeepSeek AI Models Pricing

10 min read

llama.cpp MoE Offload: --n-cpu-moe vs the New Expert Cache

llama.cpp now caches hot MoE experts on the GPU. In the PR author's RTX 5090 run, --cpu-moe plus --moe-cache-mib decoded 2.2x faster than --fit. When to use each flag.

Local LLM Open Source Open Weights

10 min read

How to Run Kolibri Locally: GGUF, MLX and Hardware Picks

Kolibri 1 runs locally from 28.6 GB (Q2_K) to 83.1 GB (Q8_0). Which quant fits your RAM or Mac, measured speeds, and why Ollama cannot load it yet.

Open Weights Kolibri Aleph Alpha

8 min read

Step 5 Preview: Pricing, Benchmarks and the October 15 Open Weights

Step 5 Preview is StepFun's 600B MoE with 27B active and a 1M window. What it scores, what a session costs, and what to check before the October 15 weights.

AI Models Open Weights Pricing

14 min read

Mistral Large 4: Specs, Pricing, Benchmarks and Weights Date

Mistral Large 4 is a 1T-parameter multimodal MoE with 52B active, in public preview at $0.68/$2.09 per million tokens, with open weights due end of October.

Mistral Open Weights AI Models

8 min read

Run Qwen3.8-Flash-Next on a Gaming PC With Strata

Run Qwen3.8-Flash-Next locally with Strata on a 12 GB GPU: hardware needs, speeds by quant, the license catch, and when the hosted API is the better call.

Qwen Open Weights Local Models

5 min read

Kolibri Release Guide: Aleph Alpha's 78B Open Model

Kolibri is an Apache 2.0 English-German MoE with 78B total and 3B active parameters and a 1M context. Benchmarks, the vLLM command, and who should run it.

News AI Models Open Weights

6 min read

Anthropic's GLM-5.3 Cyber Report: The Numbers, the Backlash, and What Developers Should Take From It

Anthropic's GLM-5.3 cyber report: exploit numbers against Claude Mythos Preview, how its safeguards were stripped, the backlash, and the read for developers.

News Anthropic GLM

6 min read

Jeff: Jev-Style Decision Models Trained at Home on One GPU

Jeff fine-tunes Qwen3.5 and Gemma 4 into small Jev-compatible decision models on one GPU. The numbers, run commands, and where the benchmark misses real work.

News AI Models Open-weights

9 min read

Tencent Hy4 Preview: 770B Open MoE, Agentic Benchmarks, and Where It Fits in 2026

Tencent Hy4 preview is a 770B open MoE with 49B active under Apache 2.0. Architecture, posted agentic benchmarks, OpenRouter pricing and self-hosting needs.

Tencent AI Models Open Weights

OPEN WEIGHTS

Mistral Large 4 on Hugging Face: Weights, License, vLLM Setup

DeepSeek V4.1-Flash-1017: Benchmarks vs Opus 5, Pricing, Switch?

Muse Spark Open Weights: 816B Model, Benchmarks, and How to Run It

DeepSeek 4.1 Flash as a Daily Coding Model: Cache, Peak Hours and Limits

llama.cpp MoE Offload: --n-cpu-moe vs the New Expert Cache

How to Run Kolibri Locally: GGUF, MLX and Hardware Picks

Step 5 Preview: Pricing, Benchmarks and the October 15 Open Weights

Mistral Large 4: Specs, Pricing, Benchmarks and Weights Date

Run Qwen3.8-Flash-Next on a Gaming PC With Strata

Kolibri Release Guide: Aleph Alpha's 78B Open Model

Anthropic's GLM-5.3 Cyber Report: The Numbers, the Backlash, and What Developers Should Take From It

Jeff: Jev-Style Decision Models Trained at Home on One GPU

Tencent Hy4 Preview: 770B Open MoE, Agentic Benchmarks, and Where It Fits in 2026

Keep exploring Open Weights

OPEN WEIGHTS

Mistral Large 4 on Hugging Face: Weights, License, vLLM Setup

DeepSeek V4.1-Flash-1017: Benchmarks vs Opus 5, Pricing, Switch?

Muse Spark Open Weights: 816B Model, Benchmarks, and How to Run It

DeepSeek 4.1 Flash as a Daily Coding Model: Cache, Peak Hours and Limits

llama.cpp MoE Offload: --n-cpu-moe vs the New Expert Cache

How to Run Kolibri Locally: GGUF, MLX and Hardware Picks

Step 5 Preview: Pricing, Benchmarks and the October 15 Open Weights

Mistral Large 4: Specs, Pricing, Benchmarks and Weights Date

Run Qwen3.8-Flash-Next on a Gaming PC With Strata

Kolibri Release Guide: Aleph Alpha's 78B Open Model

Anthropic's GLM-5.3 Cyber Report: The Numbers, the Backlash, and What Developers Should Take From It

Jeff: Jev-Style Decision Models Trained at Home on One GPU

Tencent Hy4 Preview: 770B Open MoE, Agentic Benchmarks, and Where It Fits in 2026

Keep exploring Open Weights

OPEN WEIGHTS

Mistral Large 4 on Hugging Face: Weights, License, vLLM Setup

Keep exploring Open Weights

Get Smarter About AI Dev

OPEN WEIGHTS

Mistral Large 4 on Hugging Face: Weights, License, vLLM Setup

Keep exploring Open Weights

Get Smarter About AI Dev