exl3

GLM-5.3-Flash EXL3 (320B MoE) on 2x NVIDIA DGX Spark — production serving kit, 1M context, 97%+ multi-session prefix caching, DFlash2 spec decode

Validated GLM-5.3 Flash recipe for 2x NVIDIA RTX PRO 6000 Blackwell 96GB: 262K context, EXL3/TR3, adaptive MTP, tools, and vision.

vLLM recipe: GLM-5.3-Flash EXL3 K2 on one DGX Spark GB10. Native MTP k=2. Measured tok/s.

GLM-5.3-Flash on two DGX Sparks: opinionated vLLM serving, tinyGLM gates, and reproducible inference research.

A tiered-memory system design for workloads that don't fit in RAM: measure the working set, pin the hot tier, stream the cold tier from flash. Ships the residency calculator, measurement harnesses, and the build recipes behind it. Predictions validated against public benchmarks.

Serve EXL3 (ExLlamaV3 trellis) quantized models on vLLM fork runtimes — any architecture, mixed per-layer bitrates, composable with source-format non-routed weights

High-performance runtime extensions for vLLM.

Production-tuned deployment recipe: GLM-5.3-Flash 320B (EXL3 4-bit) on 2x NVIDIA DGX Spark - 850K context, DFlash2 + adaptive-k speculative decoding, full .env tuning and pitfalls

DeepSeek-V4-Flash-Vision-Exp (EXL3 MixedK, 256 experts, uncensored) on one NVIDIA DGX Spark with vLLM + sparkinfer: 245,760 context, vision + DSpark speculative decoding, CUDA graphs. Recipe, overlay patches, benchmarks, receipts.

LLM inference server for ExLlamaV3 / EXL3, with OpenAI- and Anthropic-compatible APIs optimized for Agent workloads.

LLM / AI inference server for Windows + NVIDIA (EXL3/ExLlamaV3). OpenAI-compatible API, multi-GPU, Blazor admin. Ollama-like, no Docker.

Containerized private AI lab: TabbyAPI EXL3 + SillyTavern + Open WebUI + Ollama + SearXNG

Reproducible 262K GLM-5.3 Flash Uncensored EXL3+DFlash2 deployment for 2x RTX PRO 6000 Blackwell

GLM-5.2 753B MoE at EXL3-TR3 3.0bpw on 4x RTX PRO 6000 (SM120): digest-pinned serving stack, validation suite, results. Upstream: vllm#139 / sparkinfer#49

Fail-closed two-DGX-Spark deployment reference for the abliterated GLM-5.3-Flash generic EXL3 4bpw release

Deploy GLM-5.3 Flash with DFlash2 speculative decoding on dual RTX PRO 6000 Blackwell 96GB GPUs, enabling one-million-token context and 16-image prompts via an OpenAI-compatible API.

GLM-5.3-Flash EXL3 4bpw on 2x NVIDIA DGX Spark (GB10): production recipe, boot ladder, quality gate, benchmarks and lessons learned — reproducible from CLAUDE.md/AGENTS.md

Run GLM-5.3-Flash, a 320B-parameter model, on two NVIDIA DGX Spark desktops as a private OpenAI-compatible API with 1.3M-token context.