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Run GLM-5.3-Flash (321B) locally with Project Maya and EXL3 on one RTX 5090

Run GLM-5.3-Flash (321B) locally with Project Maya and EXL3 on one RTX 5090

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10 min read
Run Qwen3.8-Flash-Next at 79 tok/s with Strata and a 5-bit quant on 128 GB of RAM

Run Qwen3.8-Flash-Next at 79 tok/s with Strata and a 5-bit quant on 128 GB of RAM

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11 min read
Run a 48 GB AI Model on a 32 GB Laptop: Janas Streams Model Experts From Your SSD at 37 tok/s

Run a 48 GB AI Model on a 32 GB Laptop: Janas Streams Model Experts From Your SSD at 37 tok/s

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7 min read
Orquesta CLI: Local LLM Management with Dashboard Sync

Orquesta CLI: Local LLM Management with Dashboard Sync

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6 min read
Same Local Model, 3 Coding Agents: pi 12/12, Codex 12/12, Claude Code 7/12 on a 6GB GPU

Same Local Model, 3 Coding Agents: pi 12/12, Codex 12/12, Claude Code 7/12 on a 6GB GPU

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3 min read
What broke when we ran agents on small local models

What broke when we ran agents on small local models

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6 min read
Gemma 4 on a Used 8 GB RTX 3050: 116 Tokens/s for One User, 618 for 64

Uses a 2014 desktop and custom MCP tools

Gemma 4 on a Used 8 GB RTX 3050: 116 Tokens/s for One User, 618 for 64

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13 min read
Estimating tokens/s for Mixture-of-Experts models: active parameters, plus a routing term

Estimating tokens/s for Mixture-of-Experts models: active parameters, plus a routing term

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5 min read
EmbeddingGemma 2 puts multimodal search on a phone

EmbeddingGemma 2 puts multimodal search on a phone

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4 min read
Qwen3.8-27B on one RTX 3090, and the setting its README says chat clients should leave at default

Qwen3.8-27B on one RTX 3090, and the setting its README says chat clients should leave at default

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4 min read
Still carrying the diagnosis

Still carrying the diagnosis

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8 min read
Claude CLI 401 Unauthorized Refresh Token Issue

Claude CLI 401 Unauthorized Refresh Token Issue

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3 min read
Discord bot not responding but still running: how to catch it

Discord bot not responding but still running: how to catch it

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3 min read
Claude Code MCP setup and usage rules

Claude Code MCP setup and usage rules

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3 min read
Clone your own voice with a 17-second recording

Clone your own voice with a 17-second recording

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2 min read
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