HBFSim (HBF Sim): an open-source High-Bandwidth Flash (HBF) simulator. Runs real LLM inference on a real GPU and injects modeled HBF timing, capacity and thermal effects while the workload executes.
GLM-5.3-Flash (320B MoE) at TP4 across four DGX Sparks, same day as the model drop: 36 tok/s, 1.26M-token FP8 KV pool, 262K context, MTP spec decode. First TP4 glm5_next outside B200 hardware. Full patched-image recipe + the GB10 memory study.
ENGRAFT: write facts into an LLM's n-gram (Engram) memory table as a removable overlay: 100 facts in a 9 MB file, no weights touched, verified on llama.cpp GGUF (Qwen3.8-Flash-Next).
ingeniería inversa Nano Banana 2 Ext API: 1K $0.015; 2K $0.02; 4K $0.025. model ID `gemini-3.1-flash-image-preview`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. nano-banana-2-ext-reverse-api-es.
reverse-engineered Nano Banana 2 Ext API: 1K $0.015; 2K $0.02; 4K $0.025. model ID `gemini-3.1-flash-image-preview`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. nano-banana-2-ext-reverse-api.
リバース Gemini Omni 1.1 Flash Ext API: per-call billing. model ID `Omni-Flash-Ext`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. gemini-omni-1.1-flash-ext-reverse-api-ja.
Nano Banana 2 (official) API (`gemini-3.1-flash-image-preview-official`): model id, pricing, parameters and copy-paste examples for the OpenAI-compatible APIMart endpoint.
Serving Qwen3.8-27B-FP8 on a single DGX Spark (GB10): 7.88 to 58.5 tok/s single-stream from decode strategy alone, weights untouched. Speculative decoding and prefix caching benchmarked, plus DFlash 2 — the only Qwen3.8-27B build that can serve it under vLLM.
rekayasa balik Gemini Omni 1.1 Flash Ext API: per-call billing. model ID `Omni-Flash-Ext`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. gemini-omni-1.1-flash-ext-reverse-api-id.
리버스 Nano Banana 2 Ext API: 1K $0.015; 2K $0.02; 4K $0.025. model ID `gemini-3.1-flash-image-preview`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. nano-banana-2-ext-reverse-api-ko.
リバース Nano Banana 2 Ext API: 1K $0.015; 2K $0.02; 4K $0.025. model ID `gemini-3.1-flash-image-preview`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. nano-banana-2-ext-reverse-api-ja.
逆向 Gemini Omni 1.1 Flash Ext API: per-call billing. model ID `Omni-Flash-Ext`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. gemini-omni-1.1-flash-ext-reverse-api-cn.
GLM-5.3-Flash EXL3 2.05 on one DGX Spark — TP1 vLLM, DFlash2 K5, concurrency, 262K context, and published fidelity measurements
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逆向 Nano Banana Ext API: 1K $0.0125. model ID `gemini-2.5-flash-image-preview`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. nano-banana-ext-reverse-api-cn.
реверс-инжиниринг Nano Banana 2 Lite Ext API: 1K $0.0125. model ID `gemini-3.1-flash-lite-image-ext`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. nano-banana-2-lite-ext-reverse-api-ru.
rekayasa balik Nano Banana 2 Lite Ext API: 1K $0.0125. model ID `gemini-3.1-flash-lite-image-ext`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. nano-banana-2-lite-ext-reverse-api-id.
리버스 Gemini Omni 1.1 Flash Ext API: per-call billing. model ID `Omni-Flash-Ext`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. gemini-omni-1.1-flash-ext-reverse-api-ko.
reverse-engineered Gemini Omni 1.1 Flash Ext API: per-call billing. model ID `Omni-Flash-Ext`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. gemini-omni-1.1-flash-ext-reverse-api.
реверс-инжиниринг Nano Banana Ext API: 1K $0.0125. model ID `gemini-2.5-flash-image-preview`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. nano-banana-ext-reverse-api-ru.
리버스 Nano Banana Ext API: 1K $0.0125. model ID `gemini-2.5-flash-image-preview`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. nano-banana-ext-reverse-api-ko.
适配dsh的一键破解 支持v4flash和v4pro
engenharia reversa Nano Banana 2 Lite Ext API: 1K $0.0125. model ID `gemini-3.1-flash-lite-image-ext`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. nano-banana-2-lite-ext-reverse-api-pt.
rekayasa balik Nano Banana 2 Ext API: 1K $0.015; 2K $0.02; 4K $0.025. model ID `gemini-3.1-flash-image-preview`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. nano-banana-2-ext-reverse-api-id.
Local AuK Base and AuK-Flash speech generation, voice cloning, editing, enhancement and separation. Uses ComfyUI model management, attention and quantized operations.
MiMo-V2.6-Flash-RL on 2x NVIDIA DGX Spark (GB10): vLLM TP2 + DFlash + vision/audio, fp8 KV 300K, four fixes for the stock image, measured baselines
AI API gateway / relay: 307 models behind one OpenAI-compatible key. image2.5 $0.0085/image, Seedance 2.0 Mini $0.01056/sec, LLM from $0.0228/M tokens. USD settlement, pay-as-you-go, $1 minimum top-up.
SGLang for GLM-5.3-Flash on two or four RTX PRO 6000 Blackwell GPUs (SM120), with TP2 W4A16 and TP4 NVIDIA NVFP4 profiles.
rétro-ingénierie Nano Banana 2 Lite Ext API: 1K $0.0125. model ID `gemini-3.1-flash-lite-image-ext`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. nano-banana-2-lite-ext-reverse-api-fr.
rétro-ingénierie Nano Banana 2 Ext API: 1K $0.015; 2K $0.02; 4K $0.025. model ID `gemini-3.1-flash-image-preview`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. nano-banana-2-ext-reverse-api-fr.
MiMo-V2.6-Flash for 2x DGX Sparks
ingeniería inversa Nano Banana 2 Lite Ext API: 1K $0.0125. model ID `gemini-3.1-flash-lite-image-ext`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. nano-banana-2-lite-ext-reverse-api-es.
RSL-RL Implementation of "FlashSAC: Fast and Stable Off-Policy Reinforcement Learning for High-Dimensional Robot Control"
Three trap-laden fix-it tasks with hidden graders for testing an AI coding agent's judgment. Sandbox setup, prompts, answer key, and results for Qwen3.8-Flash, Qwen3.6-35B and Claude Opus 5.
Reverse-Engineering Gemini Omni 1.1 Flash Ext API: per-call billing. model ID `Omni-Flash-Ext`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. gemini-omni-1.1-flash-ext-reverse-api-de.
Reverse-Engineering Nano Banana 2 Ext API: 1K $0.015; 2K $0.02; 4K $0.025. model ID `gemini-3.1-flash-image-preview`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. nano-banana-2-ext-reverse-api-de.
Nano Banana 2 (official) API (`gemini-3.1-flash-image-preview-official`): model id, pricing, parameters and copy-paste examples for the OpenAI-compatible APIMart endpoint.
Large language model systems implementation and optimization: Transformers, BPE tokenization, FlashAttention, Triton, distributed training, GPU profiling, and GRPO reasoning RL
リバース Nano Banana 2 Lite Ext API: 1K $0.0125. model ID `gemini-3.1-flash-lite-image-ext`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. nano-banana-2-lite-ext-reverse-api-ja.
rétro-ingénierie Nano Banana Ext API: 1K $0.0125. model ID `gemini-2.5-flash-image-preview`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. nano-banana-ext-reverse-api-fr.
Nano Banana (official) API (`gemini-2.5-flash-image-preview-official`): model id, pricing, parameters and copy-paste examples for the OpenAI-compatible APIMart endpoint.
DeepSeek-V4.1-Flash on two NVIDIA DGX Sparks: EXL3 weights from the official checkpoint, upstream vLLM with our patches and decode kernels
All-NVFP4 vLLM + DFlash2 K7 for Blackwell (SM120/SM121): NVFP4 target/draft/KV, 262K context, optional CPU vision sidecar.
逆向 Nano Banana 2 Ext API: 1K $0.015; 2K $0.02; 4K $0.025. model ID `gemini-3.1-flash-image-preview`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. nano-banana-2-ext-reverse-api-cn.
engenharia reversa Gemini Omni 1.1 Flash Ext API: per-call billing. model ID `Omni-Flash-Ext`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. gemini-omni-1.1-flash-ext-reverse-api-pt.
Pinned, checksum-verified GLM-5.3-Flash EXL3 K2 recipe for one NVIDIA GB10.
GLM-5.3-Flash NVFP4 on 4x NVIDIA DGX Spark: vLLM TP4, DFlash2 adaptive draft, measured FP8 vs NVFP4 vs EXL3 vs SGLang
Reproducible SGLang image for DeepSeek-V4-Flash-0731 on SM120
Qwen3.8-27B on one DGX Spark: SGLang + DFlash2 recipe, engine image, benchmarks, data and charts. By @redp314
DeepSeek-V4.1-Flash W4A8 optimized vLLM deployment for Ascend 910B (A2) / 910C (A3): patches, one-command serve, self-check and acceptance
полностью бесплатный: без аренды сервера и без платных API. Telegram-бот для заучивания английских слов по карточкам с ИИ генерацией текста или ручным добавлением
rétro-ingénierie Gemini Omni 1.1 Flash Ext API: per-call billing. model ID `Omni-Flash-Ext`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. gemini-omni-1.1-flash-ext-reverse-api-fr.
ingeniería inversa Gemini Omni 1.1 Flash Ext API: per-call billing. model ID `Omni-Flash-Ext`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. gemini-omni-1.1-flash-ext-reverse-api-es.
Run DeepSeek-V4-Flash at full 1M context AND two MiniMax H3 video instances on the same two DGX Sparks. Benchmarked C1-C6.
Unlock a Jio IDU or Jio AirFiber router: persistent root SSH, a full flash backup, and a route to OpenWrt. Supports JIDU 6j01 and 6j11 models.
реверс-инжиниринг Gemini Omni 1.1 Flash Ext API: per-call billing. model ID `Omni-Flash-Ext`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. gemini-omni-1.1-flash-ext-reverse-api-ru.
Reverse engineering the Samsung Odyssey G5 (LS32CG552) firmware: signature check bypass, modified firmware flashed over USB, and hidden factory menus.
AI API gateway / relay: 307 models behind one OpenAI-compatible key. image2.5 $0.0085/image, Seedance 2.0 Mini $0.01056/sec, LLM from $0.0228/M tokens. USD settlement, pay-as-you-go, $1 minimum top-up.
Custom firmware for the FlashForge Creator 5 / Creator 5 Pro: Klipper, Mainsail, ssh and HelixScreen, installed by copying one file to a USB stick
一个Turing专用vLLM分支,通过整合FlashInfer 0.6.18(PR #3526)与SM75后端门槛补丁(PR #47949),持续同步vLLM主线最新版本