{"slug": "the-10-task-gauntlet-measuring-a-free-coding-model-before-you-trust-it", "title": "The 10-Task Gauntlet: Measuring a Free Coding Model Before You Trust It", "summary": "MonkeyCode, an open-source coding assistant, has released a 10-task gauntlet to evaluate free coding models. The gauntlet is designed to measure model performance across greenfield, refactor, and debug tasks, with each task repeated three times and scored by behavior rather than text. The project provides a reproducible script and decision table to help developers quantify where free models and servers perform well and where they break.", "body_md": "A teammate pasted a 400-line function. \"AI can split this,\" they said. The model returned 200 lines of fresh code. The build broke. Nobody measured why.\n\nThis week's AI conversation repeats one claim: write less code. Another says constraints forge better work. Both are testable. Free tiers make the test cheap. Cheap is not the same as measured.\n\nMonkeyCode is an open-source coding assistant. Its free tier currently includes 10 million tokens and a free hosted server. Terms change. Verify them in the repo before you depend on them. Disclosure: This article was prepared as part of MonkeyCode's product outreach.\n\nThis article is a hands-on evaluation. It designs a reproducible experiment. It quantifies where a free model and free server perform well. It shows where they break. The artifact is a 10-task gauntlet. Run it yourself. Publish your own scorecard.\n\nMost model reviews quote one demo. One demo proves one thing. It proves nothing about your codebase. A single success hides variance. A single failure hides context.\n\nThe gauntlet fixes three gaps. First, it uses multiple tasks. Second, it repeats each task three times. Third, it scores behavior, not text.\n\nTen tasks. Three classes. One pass criterion per task.\n\nTask classes:\n\nEach task ships with three files. A prompt. A seed workspace. An assertion script.\n\nThe assertion script is the judge. It checks behavior. It never checks wording. A model can pass with different code. A model can fail with pretty code.\n\nThe script below runs the gauntlet. It isolates the model call in one adapter function. Replace `run_model`\n\nwith your client. CLI, API, or web. The rest stays the same.\n\n``` bash\n#!/usr/bin/env bash\n# gauntlet.sh — reproducible capability probe for a free coding model\n# Usage: ./gauntlet.sh <task-dir> <runs>\nset -euo pipefail\n\nTASK_DIR=\"${1:-tasks}\"\nRUNS=\"${2:-3}\"\nREPORT=\"report.json\"\n\n# --- Adapter: plug in your client here -------------------------------\nrun_model() {\n  local prompt_file=\"$1\" workspace=\"$2\"\n  # Example (CLI):  monkeycode run -p \"$(cat \"$prompt_file\")\" -w \"$workspace\"\n  # Example (API):  curl -s \"$ENDPOINT\" -d @payload.json\n  # The adapter must write the final answer to \"$workspace/ANSWER.md\"\n  :\n}\n# ----------------------------------------------------------------------\n\npass=0; fail=0; results=()\n\nfor task in \"$TASK_DIR\"/*/; do\n  name=$(basename \"$task\")\n  for run in $(seq 1 \"$RUNS\"); do\n    ws=$(mktemp -d)\n    cp -r \"$task/seed/.\" \"$ws/\"\n    start=$(date +%s.%N)\n    run_model \"$task/prompt.md\" \"$ws\"\n    end=$(date +%s.%N)\n    time_s=$(echo \"$end - $start\" | bc)\n    if \"$task/assert.sh\" \"$ws\"; then\n      verdict=\"pass\"; pass=$((pass+1))\n    else\n      verdict=\"fail\"; fail=$((fail+1))\n    fi\n    results+=(\"{\\\"task\\\":\\\"$name\\\",\\\"run\\\":$run,\\\"verdict\\\":\\\"$verdict\\\",\\\"time_s\\\":$time_s}\")\n  done\ndone\n\nprintf '{\"pass\":%d,\"fail\":%d,\"results\":[%s]}\\n' \\\n  \"$pass\" \"$fail\" \"$(IFS=,; echo \"${results[*]}\")\" > \"$REPORT\"\necho \"done: $pass pass, $fail fail -> $REPORT\"\n```\n\nThe output is a JSON report. One object per run. Parse it. Plot it. Keep it. Record token usage from your client's usage field. The free tier counts those tokens. The scorecard shows where they go.\n\nRecord every run in a table. Median time beats average. Three runs expose variance.\n\n| Task | Class | Pass criteria | Run 1 | Run 2 | Run 3 | Median time |\n|---|---|---|---|---|---|---|\n| T01 | greenfield | unit test passes | ||||\n| T02 | greenfield | test suite passes | ||||\n| T03 | greenfield | CLI exits 0 | ||||\n| T04 | refactor | behavior preserved | ||||\n| T05 | refactor | tests pass after split | ||||\n| T06 | refactor | API call migrated | ||||\n| T07 | debug | failing test fixed | ||||\n| T08 | debug | null bug fixed | ||||\n| T09 | debug | race fixed under load | ||||\n| T10 | debug | query under threshold |\n\nUse the decision table. It turns raw counts into a verdict.\n\nThree failure modes show up fast. The gauntlet turns each one into a number.\n\n**Nondeterminism.** The same prompt produces different code. Three runs catch this. One run never will. Look for runs with different verdicts.\n\n**Context loss.** Multi-file tasks degrade before single-file tasks. The gauntlet isolates both. Watch which class fails first. Refactor failures usually signal context limits.\n\n**Close-but-wrong output.** The model produces plausible code. The assertion script rejects it. This is the most common failure. It is also the most dangerous one.\n\nThe gauntlet measures ten tasks. It does not measure your codebase. It measures one model version. Model versions change. Free quotas change. Server performance changes.\n\nThe harness does not measure security. It does not measure maintainability. It does not measure license risk. Pass means behavior matches. Pass does not mean production-ready.\n\nTeams shipping regulated code. The free tier cannot promise guarantees. Nobody should.\n\nTeams with huge monorepos. Context windows shrink. Multi-file edits drift. Review costs explode.\n\nTeams that skip review. The gauntlet proves nothing if humans skip the diff. Review every generated change. Always.\n\nClone the task set. Plug in your client. Run the gauntlet. Publish your scorecard. Try the free tier. Measure it.\n\nThe free tier is a real offer. Ten million tokens and a free server are real constraints. Constraints are testable. This week's hot takes will fade. Your scorecard will not.", "url": "https://wpnews.pro/news/the-10-task-gauntlet-measuring-a-free-coding-model-before-you-trust-it", "canonical_source": "https://dev.to/codejs_6920/the-10-task-gauntlet-measuring-a-free-coding-model-before-you-trust-it-1676", "published_at": "2026-08-23 16:36:56+00:00", "updated_at": "2026-08-23 16:43:57.032875+00:00", "lang": "en", "topics": ["developer-tools", "ai-tools", "artificial-intelligence"], "entities": ["MonkeyCode"], "alternates": {"html": "https://wpnews.pro/news/the-10-task-gauntlet-measuring-a-free-coding-model-before-you-trust-it", "markdown": "https://wpnews.pro/news/the-10-task-gauntlet-measuring-a-free-coding-model-before-you-trust-it.md", "text": "https://wpnews.pro/news/the-10-task-gauntlet-measuring-a-free-coding-model-before-you-trust-it.txt", "jsonld": "https://wpnews.pro/news/the-10-task-gauntlet-measuring-a-free-coding-model-before-you-trust-it.jsonld"}}