Tested on M5Stack CoreS3: routed Claude Code, Codex, and Antigravity completion hooks to StackChan via Tailscale. Fixed audio stutter by raising I2S speaker buffer to 1024.
Tested SCD41 on M5Stack CoreS3 StackChan: sent CO2 and temp to voice server via POST /context, replaced phantom petting touch with servo head gestures for Qwen LLM.
Tested Qwen3-Embedding and Qdrant memory on a StackChan voice chat server. Ramen and guitar were recalled, but weekend plans hovered right at the 0.45 threshold.
Diffusers merged our fix for the Qwen-Image 2.1 TaylorSeer and KV cache collision in under 4 days. Notes on AI contribution guidelines, reproduction steps, and test design.
Tested on CoreS3 + StackChan Body: head taps caused ghost recordings and phantom Qwen3-ASR replies. Fixed across 3 tiers with VAD, emotion tags, and lip sync.
Tested on CoreS3 + StackChan Body: replaced 128x128 pixel art with 320x240 character art using Qwen-Image 2.1 diffs, layered in PSRAM for 5-emotion tap switching.
Tested on M1 Max: Diffusers stretches an 832×1216 reference to 832×1248, making figures 2.7% narrower. Setting output_resolution=1006 cut whole-image drift to about 0.1px.
Tested on M1 Max 64GB: the training-free TaylorSeer cache in Diffusers made Qwen-Image 2.1 about 2.7x faster. It crashes with the default KV cache; a small patch fixes it.
Tested Qwen-Image 2.1 open weights on M1 Max 64GB: overhead shots work locally, ~10 min per 832×1216 image (2x+ Anima), and i2i kept the face. Same prompts as my Anima/WAI tests.
How do 6 open-source Jev clones compare under code inspection? We examine implementations using ModernBERT, Qwen, and diffusion models across state sharing, question isolation, and scoring trade-offs.
Hands-on evaluation of Qwen-Image 2.1 early access on ModelScope Studio. Testing 10 camera composition presets, 4-member band role assignments, I2I orientation and outfit changes, and where multi-character consistency breaks down.
Tested on an RTX 3050 Ti Laptop: Qwen3.8-Omni-Flash handles audio input directly, shrinking our voice chat server RSS from 1,327MB to 118MB with zero idle warmup lag.
