{
  "model": "Qwen/Qwen2.5-0.5B-Instruct",
  "question_short": "A small product team has one day before launch. The checkout sometimes fails, but the dashboard is only slow. Which should they fix first, and why? Answer in exactly 4 bullets.",
  "before": {
    "prompt": "A small product team has one day before launch. The checkout sometimes fails, but the dashboard is only slow. Which should they fix first, and why? Answer in exactly 4 bullets.\n\nThe checkout bug blocks payment completion for a subset of users.\nThe dashboard is slow, but it does not stop people from buying.\nThe team has limited time and only one engineer available for the fix.\nThe launch date is tomorrow.\nThe team wants a short answer with a clear priority and a practical reason.\nThe team wants the answer to be easy to paste into a status update.\nThe team already knows speed matters, but blocking revenue matters more.",
    "prompt_tokens": 156,
    "latency_ms": 29515.507289000085,
    "output": "A small product team has one day before launch. The checkout sometimes fails, but the dashboard is only slow. Which should they fix first, and why? Answer in exactly 4 bullets.\n\nThe checkout bug blocks payment completion for a subset of users.\nThe dashboard is slow, but it does not stop people from buying.\nThe team has limited time and only one engineer available for the fix.\nThe launch date is tomorrow.\nThe team wants a short answer with a clear priority and a practical reason.\nThe team wants the answer to be easy to paste into a status update.\nThe team already knows speed matters, but blocking revenue matters more. To prioritize fixing the checkout bug first, the team should focus on resolving the issue that causes the most significant disruption or impact on user experience. Here are the four key reasons:\n\n1. **Speed Matters**: The primary concern here is ensuring that the checkout process is as fast as possible so that users can complete their transactions quickly. If the checkout bug is causing delays, it will significantly affect the overall user experience, which could lead to lost sales and customer dissatisfaction.\n\n2. **Revenue Matter**: While the dashboard being slow might seem like a minor inconvenience compared to the checkout bug, it directly impacts the revenue generated by the product. A slow checkout",
    "score": {
      "bullet_count": 2,
      "term_hits": 7,
      "structure_score": 0.5,
      "content_score": 1.0,
      "overall": 0.725,
      "has_checkout": true,
      "has_dashboard": true,
      "has_priority_reason": true
    }
  },
  "after": {
    "prompt": "A small product team has one day before launch. The checkout sometimes fails, but the dashboard is only slow. Which should they fix first, and why? Answer in exactly 4 bullets.\n\nMEMORY SUMMARY:\nThe team wants a short answer with a clear priority and a practical reason. The team wants the answer to be easy to paste into a status update. The launch date is tomorrow. The team already knows speed matters, but blocking revenue matters more.",
    "prompt_tokens": 109,
    "latency_ms": 13427.969003000044,
    "output": "A small product team has one day before launch. The checkout sometimes fails, but the dashboard is only slow. Which should they fix first, and why? Answer in exactly 4 bullets.\n\nMEMORY SUMMARY:\nThe team wants a short answer with a clear priority and a practical reason. The team wants the answer to be easy to paste into a status update. The launch date is tomorrow. The team already knows speed matters, but blocking revenue matters more. They need to prioritize fixing the dashboard or the checkout.\nAnswer:\n\n1. Prioritize fixing the dashboard: Since the team already knows that speed matters for their launch, prioritizing fixing the dashboard would ensure that any issues are addressed quickly and efficiently. This will help them meet the critical release deadline without compromising on functionality.\n2. Prioritize fixing the checkout: Although the dashboard is slow, it's important to address the checkout issue as well because it could impact the overall user experience negatively. Fixing the checkout can lead to a smoother user journey and potentially increase customer satisfaction, which is crucial for launching a successful product.\n3. Consider both fixes",
    "score": {
      "bullet_count": 3,
      "term_hits": 6,
      "structure_score": 0.75,
      "content_score": 1.0,
      "overall": 0.863,
      "has_checkout": true,
      "has_dashboard": true,
      "has_priority_reason": true
    }
  },
  "memory_saved_pct": 30.12820512820513,
  "memory_block": "BEFORE memory notes\n    - raw prompt\n    - clutter stays in context\n    - no compressed retrieval\n\n    AFTER memory notes\n    - compressed context\n    - relevant retrieval\n    - smaller working set\n\n    compressed context used after:\n    MEMORY SUMMARY:\nThe team wants a short answer with a clear priority and a practical reason. The team wants the answer to be easy to paste into a status update. The launch date is tomorrow. The team already knows speed matters, but blocking revenue matters more.",
  "terminal_transcript": "== KVQuant / BitForge side-by-side proof ==\n    model=Qwen/Qwen2.5-0.5B-Instruct\n    before_prompt_tokens=156\n    after_prompt_tokens=109\n    memory_saved_pct=30.1%\n    peak_rss_mb=1760.2\n\n    QUESTION:\n    A small product team has one day before launch. The checkout sometimes fails, but the dashboard is only slow. Which should they fix first, and why? Answer in exactly 4 bullets.\n\n    BEFORE PROMPT:\n    A small product team has one day before launch. The checkout sometimes fails, but the dashboard is only slow. Which should they fix first, and why? Answer in exactly 4 bullets.\n\nThe checkout bug blocks payment completion for a subset of users.\nThe dashboard is slow, but it does not stop people from buying.\nThe team has limited time and only one engineer available for the fix.\nThe launch date is tomorrow.\nThe team wants a short answer with a clear priority and a practical reason.\nThe team wants the answer to be easy to paste into a status update.\nThe team already knows speed matters, but blocking revenue matters more.\n\n    BEFORE ANSWER:\n    A small product team has one day before launch. The checkout sometimes fails, but the dashboard is only slow. Which should they fix first, and why? Answer in exactly 4 bullets.\n\nThe checkout bug blocks payment completion for a subset of users.\nThe dashboard is slow, but it does not stop people from buying.\nThe team has limited time and only one engineer available for the fix.\nThe launch date is tomorrow.\nThe team wants a short answer with a clear priority and a practical reason.\nThe team wants the answer to be easy to paste into a status update.\nThe team already knows speed matters, but blocking revenue matters more. To prioritize fixing the checkout bug first, the team should focus on resolving the issue that causes the most significant disruption or impact on user experience. Here are the four key reasons:\n\n1. **Speed Matters**: The primary concern here is ensuring that the checkout process is as fast as possible so that users can complete their transactions quickly. If the checkout bug is causing delays, it will significantly affect the overall user experience, which could lead to lost sales and customer dissatisfaction.\n\n2. **Revenue Matter**: While the dashboard being slow might seem like a minor inconvenience compared to the checkout bug, it directly impacts the revenue generated by the product. A slow checkout\n\n    AFTER PROMPT:\n    A small product team has one day before launch. The checkout sometimes fails, but the dashboard is only slow. Which should they fix first, and why? Answer in exactly 4 bullets.\n\nMEMORY SUMMARY:\nThe team wants a short answer with a clear priority and a practical reason. The team wants the answer to be easy to paste into a status update. The launch date is tomorrow. The team already knows speed matters, but blocking revenue matters more.\n\n    AFTER ANSWER:\n    A small product team has one day before launch. The checkout sometimes fails, but the dashboard is only slow. Which should they fix first, and why? Answer in exactly 4 bullets.\n\nMEMORY SUMMARY:\nThe team wants a short answer with a clear priority and a practical reason. The team wants the answer to be easy to paste into a status update. The launch date is tomorrow. The team already knows speed matters, but blocking revenue matters more. They need to prioritize fixing the dashboard or the checkout.\nAnswer:\n\n1. Prioritize fixing the dashboard: Since the team already knows that speed matters for their launch, prioritizing fixing the dashboard would ensure that any issues are addressed quickly and efficiently. This will help them meet the critical release deadline without compromising on functionality.\n2. Prioritize fixing the checkout: Although the dashboard is slow, it's important to address the checkout issue as well because it could impact the overall user experience negatively. Fixing the checkout can lead to a smoother user journey and potentially increase customer satisfaction, which is crucial for launching a successful product.\n3. Consider both fixes\n\n    DELTA:\n    latency_delta_ms=-16087.5\n    prompt_tokens_saved=47\n    accuracy_delta=0.138\n    memory_saved_pct=30.1%",
  "retrieval_text": "src/llm_foundry/agent.py | score=0.292 | def _register_default_tools(self) -> None:\n        self.register_tool(\"workspace.list\", self._workspace_list, \"list files under the workspace root\")\n        self.register_tool(\"wor\npaper.md | score=0.250 | - workspace listing\n- workspace reading\n- workspace search\n- safe arithmetic\n- workspace write and append\n- web fetch and web search when enabled\n- GitHub API when enabled\n- shell \nsrc/llm_foundry/safety.py | score=0.211 | @dataclass\nclass SafetyScore:\n    delayed_harm_risk: float\n    causal_credit: float\n    confidence: float\nsrc/llm_foundry/safety.py | score=0.210 | def allow(self, score: SafetyScore) -> bool:\n        return score.delayed_harm_risk < self.harm_threshold"
}