We propose Prism, a dynamic sparse attention framework for natively training joint video-audio generation models at 2K.
Serve large Qwen models fast on the GPUs you actually own. Qwen3.8-27B on a single 24 GB card with vLLM: 127 tok/s single-user (381 when the answer quotes the prompt), ~1,035 tok/s at 64 concurrent, 150k-262k context. vLLM patches, requant pipeline, benchmarks.
Faker is a Python package that generates fake data for you.
Music player from another galaxy :milky_way:
Frontier-class open models on a free Kaggle TPU v5e-8: GLM-5.3-Flash 320B MoE (~165 tok/s, our own JAX engine) and Qwen3.8-27B bf16 (~130 tok/s), 262k context, prefix caching. Works with Claude Code, Codex, opencode and pi.
Forward videos from IM to transcript, Markdown, and your knowledge base — with raw and skill-updated outputs.
Official repo of UltraTex: Unleashing 2K Multi-View Diffusion for 3D Texturing (SIGGRAPH Asia 2026)
Bonsai 2 27B: 262k context (trained max) on 12 GB, 54 to 97 tok/s decode, 2x prefill, q8_0 KV recipe, grammar tool calls 9/9. Same ternary weights. Windows bundle + receipts.
docTR (Document Text Recognition) - a seamless, high-performing & accessible library for OCR-related tasks powered by Deep Learning. Ongoing development and maintenance by t2k.
A Grammar of Graphics for Python
Democratizing Native Audio-Video Generation at 2K Resolution
GLM-5.3-Flash (NVFP4) on 2x NVIDIA DGX Spark - vLLM TP2, 262K context, MTP. World-first deploy recipe: 7 day-0 bugs found and fixed, patched sm121 image, probes and full report.
Pinned one-DGX-Spark Docker recipe for DeepSeek V4 Flash with EXL3, SparkInfer, and 262K NVFP4 MLA KV cache
Distilled Code Reviewer skills/soul from 32k~ email from the kernel newsletter
Mirai S (Qwen3.8-27B-S trellis GGUF) on a 12 GB RTX 4070: 262k q8_0 tiered cache, MTP drafting at every depth, harness-proofing, the layer; receipts.
seedream-5.0 API (seedream5.0 / seedream 5.0): 1K-layer $0.0146; 1K $0.0293; 2K-layer $0.0293. Model id, prompts settings, curl and Python examples over an OpenAI-compatible gatewa
GLM-5.3-Flash on 4× NVIDIA CMP 170HX with vLLM: up to 482.6 tok/s single-user, up to 943.7 tok/s at 8 users, 262K context, TP4 or PP4, one-command container install
qwen-image-3.0 API (qwenimage3.0 / qwen image 3.0): default $0.0206; 1K $0.0206; 2K $0.0206. Model id, prompts settings, curl and Python examples over an OpenAI-compatible gateway,
qwen-image-3.0 API (qwenimage3.0 / qwen image 3.0): default $0.0206; 1K $0.0206; 2K $0.0206. Model id, gateway settings, curl and Python examples over an OpenAI-compatible gateway,
grok-imagine-2.0 API (grokimagine2.0 / grok imagine 2.0): upload-image $0; default $0.015; region-edit $0.015. Model id, 2k settings, curl and Python examples over an OpenAI-compat
seedream-5.0 API (seedream5.0 / seedream 5.0): 1K-layer $0.0146; 1K $0.0293; 2K-layer $0.0293. Model id, gateway settings, curl and Python examples over an OpenAI-compatible gatewa
Reverse-Engineering GPT-Image-2 Ext API: 1K $0.0085; 2K $0.014; 4K $0.021. model ID `gpt-image-2`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. gpt-image-2-ext-reverse-api-de.
rekayasa balik GPT-Image-2.5 Ext API: 1K $0.0085; 2K $0.014; 4K $0.021. model ID `gpt-image-2.5-ext`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. gpt-image-2.5-ext-reverse-api-id.
Lunar Modulator — INTERGALACTIC MODULATION STATION. Open firmware for the M-VAVE FM-1: sound engines, a sequencer and a playable browser simulator. Preview: Lunar has not run on an FM-1 yet.
Validated GLM-5.3 Flash recipe for 2x NVIDIA RTX PRO 6000 Blackwell 96GB: 262K context, EXL3/TR3, adaptive MTP, tools, and vision.
gpt-image-2.5-ext API (gptimage2.5 / gpt image 2.5 ext): 4K $0.021 per image; 2K $0.014; 1K $0.0085. Model id, 4k settings, curl and Python examples over an OpenAI-compatible gatew
rétro-ingénierie GPT-Image-2.5 Ext API: 1K $0.0085; 2K $0.014; 4K $0.021. model ID `gpt-image-2.5-ext`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. gpt-image-2.5-ext-reverse-api-fr.
engenharia reversa GPT-Image-2.5 Ext API: 1K $0.0085; 2K $0.014; 4K $0.021. model ID `gpt-image-2.5-ext`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. gpt-image-2.5-ext-reverse-api-pt.
реверс-инжиниринг 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-ru.
リバース GPT-Image-2.5 Ext API: 1K $0.0085; 2K $0.014; 4K $0.021. model ID `gpt-image-2.5-ext`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. gpt-image-2.5-ext-reverse-api-ja.
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.
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.
реверс-инжиниринг GPT-Image-2.5 Ext API: 1K $0.0085; 2K $0.014; 4K $0.021. model ID `gpt-image-2.5-ext`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. gpt-image-2.5-ext-reverse-api-ru.
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.
Reverse-Engineering GPT-Image-2.5 Ext API: 1K $0.0085; 2K $0.014; 4K $0.021. model ID `gpt-image-2.5-ext`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. gpt-image-2.5-ext-reverse-api-de.
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.
GLM-5.3-Flash EXL3 2.05 on one DGX Spark — TP1 vLLM, DFlash2 K5, concurrency, 262K context, and published fidelity measurements
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.
Nano Banana Pro (official) API (`gemini-3-pro-image-preview-official`): model id, pricing, parameters and copy-paste examples for the OpenAI-compatible APIMart endpoint.
ingeniería inversa GPT-Image-2.5 Ext API: 1K $0.0085; 2K $0.014; 4K $0.021. model ID `gpt-image-2.5-ext`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. gpt-image-2.5-ext-reverse-api-es.
ingeniería inversa GPT-Image-2 Ext API: 1K $0.0085; 2K $0.014; 4K $0.021. model ID `gpt-image-2`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. gpt-image-2-ext-reverse-api-es.
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.
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.
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.
逆向 GPT-Image-2.5 Ext API: 1K $0.0085; 2K $0.014; 4K $0.021. model ID `gpt-image-2.5-ext`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. gpt-image-2.5-ext-reverse-api-cn.
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.
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.
Ultimate assistant for NBA 2K27. Features: Unlimited VC, 99 Overall Attributes, Unlock All Badges (53+), Unlock All MyPLAYER Builds, Max Level, Infinite Skill Points, Performance Boosts, Unlock All MyTEAM Cards, and more. 41+ functions.
rétro-ingénierie GPT-Image-2 Ext API: 1K $0.0085; 2K $0.014; 4K $0.021. model ID `gpt-image-2`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. gpt-image-2-ext-reverse-api-fr.
リバース GPT-Image-2 Ext API: 1K $0.0085; 2K $0.014; 4K $0.021. model ID `gpt-image-2`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. gpt-image-2-ext-reverse-api-ja.
리버스 GPT-Image-2 Ext API: 1K $0.0085; 2K $0.014; 4K $0.021. model ID `gpt-image-2`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. gpt-image-2-ext-reverse-api-ko.
reverse-engineered GPT-Image-2.5 Ext API: 1K $0.0085; 2K $0.014; 4K $0.021. model ID `gpt-image-2.5-ext`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. gpt-image-2.5-ext-reverse-api.
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.
逆向 GPT-Image-2 Ext API: 1K $0.0085; 2K $0.014; 4K $0.021. model ID `gpt-image-2`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. gpt-image-2-ext-reverse-api-cn.
reverse-engineered GPT-Image-2 Ext API: 1K $0.0085; 2K $0.014; 4K $0.021. model ID `gpt-image-2`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. gpt-image-2-ext-reverse-api.
engenharia reversa GPT-Image-2 Ext API: 1K $0.0085; 2K $0.014; 4K $0.021. model ID `gpt-image-2`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. gpt-image-2-ext-reverse-api-pt.
rekayasa balik GPT-Image-2 Ext API: 1K $0.0085; 2K $0.014; 4K $0.021. model ID `gpt-image-2`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. gpt-image-2-ext-reverse-api-id.
리버스 GPT-Image-2.5 Ext API: 1K $0.0085; 2K $0.014; 4K $0.021. model ID `gpt-image-2.5-ext`, OpenAI-compatible, async task + cost in every response, $1 minimum top-up. gpt-image-2.5-ext-reverse-api-ko.