AI Model Reviewer

DeepSeek V4.1 Flash in dsh 0.1.5-rc.3

skills off

← Open in the gallerySame prompt, all models

DeepSeek V4.1 Flash's render for blender_lowpoly_dragon
The agent’s render of its Blender scene

Showing the agent’s render. Tap to load the model, then drag to orbit or pinch to zoom.

Web model exported by this site from the scene.blend the agent saved during the run. The model is not a deliverable produced by the agent. The render and original scene are separate downloads below.

OKLowpoly dragonmax effortNeutral harness

Wall time 1h 07mCost $0.17 estimated

Generation timelapse

Poster for generation timelapse

Generation timelapse (the agent's screen during the run, sped up). This is not the finished video. Download video (1.4 MB).

Review

No verdict yet.

The full review

OK. Finished on its own after 67.9 min.

Attempt 2 of 2

Every try of this model in this harness on this prompt, oldest first. This run is the cell's result.

  1. Attempt 1 ended in an infrastructure failure, not a model result43m 12s$0.112026-09-26
  2. Attempt 2 OK this run1h 07m$0.172026-09-26

Scores

AI judge

Not scored

No rubric for this prompt

Visitor votes and reviewer grades are not available yet.

AI judge
AI judge: the test runner (model claude-opus-5-5), scoring by visual review of the 1600 px render against the pre-registered rubric. No AI-judge score exists for this result: there is no rubric for this prompt, so no score is shown and none is made up.
Visitors
Public voting with a blind reveal is coming: you score the output first, then see the other scores.
Reviewer
The reviewer's own grade appears here once it is added.

Scores compare results for the same prompt only. AI-judge boards rank runs within one prompt, equal totals sharing a rank; scores from different prompts are never averaged.

Downloads

Files actually published for this run. Original output, site-made previews and post-run conversions are labelled separately.

The exact prompt

as run, 1,049 characters. Every result for this prompt

Make a low-poly scene in Blender of a dragon guarding its treasure: a stylised low-poly dragon curled protectively around a heap of gold coins, gems and an open treasure chest in a rocky cave, lit by the warm glow of the gold and a cool light from the cave mouth. Blender 5.2 is already running on this machine with the MCP for Blender add-on connected: build the scene in that Blender through the blender MCP tools (its window is on a virtual screen and there is no GPU, so render on the CPU). When you are finished, set up a camera and render the final image at 1920x1080, saving it as render.png in the current directory (Blender's working directory is this same folder). Then render a wireframe view of the same scene from the same camera at 1920x1080 (for example the Workbench engine with wireframe shading, or a wireframe pass) and save it as wireframe.png here too, and save the Blender file as scene.blend here too. You may take viewport screenshots and look at your own renders to check your work, and iterate on your own before finishing.

How it was made

Wall time 1h 07mFirst artifact at 39m 10s2 saved versions

Versions saved during the run

2 intermediate outputs, in the order the model wrote them.

Version 2 of 2
  1. Version 1 at 39m 19s thumbnailv1 39:19
  2. Version 2 at 1h 00m thumbnailv2 1:00:51

Step by step

The prompt, every agent turn and tool call (tool name and a one-line summary; inputs and outputs are not shown), then the final message. The full transcript is 3.0 MB; it is published as a scrubbed, compressed download rather than shown on the page.

Show all 229 steps

Loading the timeline…

Download the full transcript dsh session log, 603 KB, gzip. Scrubbed: anything that looks like a key, token, e-mail address or phone number is replaced, and account details and the test machine's file paths are removed.

Cost breakdown

Headline cost $0.17, estimated from the token counts at list price.

Tokens by typeTokens$ per 1MCost
Input (uncached)92,379$0.15$0.0139
Cache write0$0.15$0
Cache read20,169,600$0.00$0.0605
Output154,000$0.60$0.0924
of which reasoning81,910billed as output
Total computed from tokens
$0.1668
Total reported by the harness
none

Computed from harness-reported token counts x list prices. DeepSeek bills no cache writes (a cache miss is input), so cache_write is 0; dsh prints no dollar figure.

Prices: https://api-docs.deepseek.com/quick_start/pricing, 2026-09-24.

Run notes

one prompt, agentic harness (self-review allowed)prompt rewritten after the 2026-09-24 box losslabelled re-run (of blender_lowpoly_dragon__dsh__deepseek-flash)headless mode (TUI not automatable)

  • frozen prompt (rewritten): engine/prompts_rewritten/blender_lowpoly_dragon.txt: written by us from the recorded description (zero results) | re-frozen 2026-09-27 before any result to also ask for wireframe.png (still zero results; one new frozen prompt per the prompt rule)
  • dsh has no terminal UI: headless mode (TUI not automatable), run in tmux for screenshots
  • W6: Blender 5.2.2 GUI on a private Xvfb display inside the sandbox (filesystem socket in the sandbox's own /tmp only, per-run cookie), software OpenGL (llvmpipe), render threads 2; working directory = the run's work dir
  • dsh session log decompressed from session.v3.jsonl.zstd
  • Mode: headless mode (TUI not automatable) — dsh --profile headless in tmux, inside bubblewrap
  • Isolation audit: outside paths seen