Figure to TikZ

After grading, a reviewer model reads the submission's files and the agent's trajectory and checks each of the task's rules. A failed check makes the score 0. Step numbers link into the trajectory.

LLM adversarial review is not proof of arbitrary program behavior. Host storage and task-specific deterministic checks remain required.

frontier selfcheck runs the submission on the grading infrastructure against public examples and reports each gate, so the agent can catch problems before grading. Each run gets four. This agent used 3 of 4.

1. 1
   failed33m 11s into the runtook 25m 35s

   startup 155.6 s of 300 s; failed POST /v1/chat/completions: http_status: failed 3 attempts: RuntimeError: Submission returned HTTP 500: b'Internal Server Error' | RuntimeError: Submission returned HTTP 500: b'Internal Server Error' | RuntimeError: Submission returned HTTP 500: b'Internal Ser

   4 gates

   • ✓review prerequisites
   • ✓startup · GET /health answered 200 after 155.6 s
   • ✗POST /v1/chat/completions · http_status: failed 3 attempts: RuntimeError: Submission returned HTTP 500: b'Internal Server Error' | RuntimeError: Submission returned HTTP 500: b'Internal Server Error' | RuntimeError: Submission returned HTTP 500: b'Internal Server Error'; grading scores such a figure as the empty answer and fails the run above 5% failed figures
   • ✗batch responses · VerificationFailure: 3 of 48 requests failed, timed out or returned malformed responses, more than 5%; the server is not serving reliably. First errors: ["dev-0004#4: failed 3 attempts: Submission returned HTTP 500: b'Internal Server Error' | Submission returned HTTP 500: b'Internal Server Error' | Submission returned HTTP 500: b'Internal Server Error'", "dev-0009#9: failed 3 attempts: Submission returned HTTP 500: b'Internal Server Error' | Submission returned HTTP 500: b'Internal Server Error' | Submission returned HTTP 500: b'Internal Server Error'", "dev-0010#10: failed 3 attempts: Submission returned HTTP 500: b'Internal Server Error' | Submission returned HTTP 500: b'Internal Server Error' | Submission returned HTTP 500: b'Internal Server Error'"]
2. 2
   passed1h 34m into the runtook 9m 17s

   startup 136.3 s of 300 s; 1/1 gates passed; The 611-figure deadline was projected from a sample: 48 public figures at concurrency 16 against their 565 s share of it.; Nothing was compiled: answers were checked for a closed ```latex fence within 64,000 characters, not for whether pdfLaTeX ren

   7 gates

   • ✓review prerequisites
   • ✓startup · GET /health answered 200 after 136.3 s
   • ✓POST /v1/chat/completions · {"id": "dev-0000", "answer": "```latex\n\\documentclass[border=2pt]{standalone}\n\\usepackage{tikz}\n\\usetikzlibrary{positioning}\n\n\\usetikzlibrary{calc,positioning,arrows.meta}\n\\providecolor{blue}{RGB}{0,0,255}\n\\providecolor{cyan}{RGB}{0,255,255}\n\\providecolor{gray}{RGB}{128 ...[clipped]
   • ✓closed latex fence · the first closed ```latex fence holds 1,543 characters of LaTeX
   • ✓611 figures in 7200 s · projected from 48 of 611 requests at concurrency 16: 48 public figures took 139.8 s (1,779.8 s scaled to 611), plus 4.5 s for the first figure; held-out figures differ and may need longer answers
   • ✓batch responses · all 48 answers parsed; 48 have a closed ```latex fence within 64,000 characters
   • ✓healthy after requests
3. 3
   passed6h 10m into the runtook 9m 22s

   startup 148.0 s of 300 s; 1/1 gates passed; The 611-figure deadline was projected from a sample: 48 public figures at concurrency 16 against their 565 s share of it.; Nothing was compiled: answers were checked for a closed ```latex fence within 64,000 characters, not for whether pdfLaTeX ren

   7 gates

   • ✓review prerequisites
   • ✓startup · GET /health answered 200 after 148.0 s
   • ✓POST /v1/chat/completions · {"id": "dev-0000", "answer": "```latex\n\\documentclass[border=3pt]{standalone}\n\\usepackage{tikz}\n\\usepackage{xstring,calc}\n\\usetikzlibrary{calc,positioning}\n\n\\newlength{\\NodeSize}\n\\tikzset{DNA Style/.style={minimum size=0.5cm, draw=gray, line width=1pt, inner sep=2pt}}\n\ ...[clipped]
   • ✓closed latex fence · the first closed ```latex fence holds 1,465 characters of LaTeX
   • ✓611 figures in 7200 s · projected from 48 of 611 requests at concurrency 16: 48 public figures took 129.0 s (1,641.4 s scaled to 611), plus 6.1 s for the first figure; held-out figures differ and may need longer answers
   • ✓batch responses · all 48 answers parsed; 48 have a closed ```latex fence within 64,000 characters
   • ✓healthy after requests

The agent's last message before its session ended.