{ "slug": "dp_013-q08-claude", "dp": "dp_013", "files": 9988, "qid": "q08", "family": "format_spanning", "prompt": "What was the date of the Starlight Shipping Odyssey go-live (per the Q4 QBR deck), and what was the Q4 operational-cost-savings figure that David Chen attributed to the predictive maintenance and route optimization modules during the Q4 QBR call?", "gold": "Go-live: 2023-07-10. Q4 estimated savings: approximately $4.5 million in operational costs and avoided revenue loss across the two modules (predictive maintenance + route optimization).", "agent": "claude", "fs": { "agent": "claude", "success": false, "steps": 20, "inputTokens": 1237224, "outputTokens": 849, "totalTokens": 1238073, "cost": 18.622, "durationMs": 99165, "answer": "Based on my searches:\n\n**Starlight Shipping Odyssey go-live date:** **October 26, 2023** \u2014 confirmed by Maya Reyes' all-company email at ~9:00 AM CDT that morning (`agent_memory/email/internal/starlight_go-live_announcement.md`). The Q4 QBR deck itself (presented December 8, 2023) doesn't print an explicit calendar date but references the platform's uptime \"since go-live\" within the broader Q4 deployment window.\n\n**Q4 operational-cost-savings figure David Chen attributed during the Q4 QBR call:** **$4.7 million** total estimated Q4 2023 savings (`agent_memory/meetings/starlight_qbr_december_2023.md`, Slide 7 / Discussion Summary). Breakdown attributed to the two modules in question:\n- **Route Optimization \u2192 Fuel Savings:** ~$2.1M (12.5% fuel-consumption reduction from optimized routes)\n- **Predictive Maintenance:** ~$1.3M (reduced emergency repairs and unplanned downtime)\n- (Plus $0.9M operational overhead and $0.4M penalty avoidance to reach the $4.7M total)\n\nSo predictive maintenance + route optimization specifically contributed **~$3.4M** of the $4.7M total David presented.", "judgeReason": "The candidate provides an incorrect go-live date (October 26, 2023 instead of 2023-07-10) and an incorrect savings figure ($3.4M/$4.7M instead of $4.5 million).", "toolCalls": 11, "trajectory": [ { "step": 1, "inputTokens": 28036, "outputTokens": 0, "text": "", "toolCalls": [] }, { "step": 2, "inputTokens": 28036, "outputTokens": 0, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"ls /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_013/agent_memory/\", \"description\": \"List agent_memory directory\"}", "outputPreview": "1-1s\nall-hands\nboard\ncalendar\ncalls\nceo_competitive_strategy_logisphere\nceo_industry_conference_prep\nceo_investor_updates_informal\nceo_memos_q1\nceo_memos_q2\nceo_personal_notes\nceo_planning_q1\ncomms_eleanor_q1\ncomms_eleanor_q2\ncomms_eleanor_q3\ncomms_eleanor_q4\ncompany\ncorporate_milestones_leadership\ncos_ops_q1\ncustomer_crisis_pivot\ncustomers\ndepartments\nemail\nfinance\nglobex_exec_comms\nhiring\nhr\nit\n\u2026", "outputChars": 941 } ] }, { "step": 3, "inputTokens": 28770, "outputTokens": 58, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"Starlight Shipping Odyssey\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_013/agent_memory/\", \"output_mode\": \"files_with_matches\"}", "outputPreview": "Found 12 files\nagent_memory/strategy/planning_2023/2023_exec_offsite_agenda.md\nagent_memory/email/external/starlight_case_study_agreement.md\nagent_memory/email/external/starlight_case_study_proposal.md\nagent_memory/email/internal/starlight_feature_requests.md\nagent_memory/email/personal/f4026_starlight_win_celebration.md\nagent_memory/customer_crisis_pivot/email_starlight_negotiation.md\nagent_memor\u2026", "outputChars": 807 } ] }, { "step": 4, "inputTokens": 28770, "outputTokens": 58, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"Q4 QBR\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_013/agent_memory/\", \"output_mode\": \"files_with_matches\"}", "outputPreview": "Found 11 files\nagent_memory/email/internal/phoenix_equity_followup_email.md\nagent_memory/departments/cx/health_dashboards/2023-09_quantumfreight_q3_summary.md\nagent_memory/departments/sales/renewals/q4_acme_freight_qbr_prep.md\nagent_memory/departments/sales/renewals/q4_acme_freight_qbr_deck.md\nagent_memory/departments/eng/qbr/2023-Q4_prep_email.md\nagent_memory/projects/globex_postmortem/data_dump_\u2026", "outputChars": 755 } ] }, { "step": 5, "inputTokens": 29997, "outputTokens": 59, "text": "", "toolCalls": [ { "name": "Read", "input": "{\"file_path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_013/agent_memory/onetoone_david_q4/2023-11-28_starlight-qbr-deck.md\"}", "outputPreview": "1\t# Starlight Shipping Q4 2023 Quarterly Business Review - Draft\n2\t\n3\t**Date:** November 28, 2023\n4\t\n5\t**Prepared For:** Starlight Shipping Executive Team\n6\t\n7\t**Prepared By:** David Chen, CRO, Nexus Innovations Inc.\n8\t\n9\t**Version:** 1.0 (Draft for Internal Review)\n10\t\n11\t***\n12\t\n13\t## Table of Contents\n14\t\n15\t1. Executive Summary\n16\t2. Q4 Performance Overview\n17\t * Key Metrics Dashboard\n1\u2026", "outputChars": 40679 } ] }, { "step": 6, "inputTokens": 44119, "outputTokens": 41, "text": "", "toolCalls": [] }, { "step": 7, "inputTokens": 44119, "outputTokens": 41, "text": "The QBR deck has data but doesn't mention a go-live date or specific cost-savings figure attributed by David Chen. Let me search for the Q4 QBR call notes.", "toolCalls": [] }, { "step": 8, "inputTokens": 44119, "outputTokens": 41, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"go-live|go live|GoLive|Go-Live\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_013/agent_memory/\", \"output_mode\": \"files_with_matches\"}", "outputPreview": "Found 250 files limit: 250\nagent_memory/media/pr_prep/2023-12-11_joint_press_release_approval.md\nagent_memory/media/pr_prep/2023-10-20_press_release_final_review.md\nagent_memory/media/press/series_c_press_release_draft_2.md\nagent_memory/media/press/series_c_press_release_coordination.md\nagent_memory/media/press/press_release_odyssey_launch_draft.md\nagent_memory/media/press/2023-10-26_odyssey_launc\u2026", "outputChars": 15598 } ] }, { "step": 9, "inputTokens": 44119, "outputTokens": 41, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"predictive maintenance\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_013/agent_memory/\", \"output_mode\": \"files_with_matches\", \"-i\": true}", "outputPreview": "Found 250 files limit: 250\nagent_memory/media/press_releases/odyssey_launch_final.md\nagent_memory/media/interviews/logistics_podcast_transcript.md\nagent_memory/media/interviews/logistics_weekly_podcast.md\nagent_memory/media/interviews/logistics_weekly_podcast_prep.md\nagent_memory/media/interviews/techcrunch_background_call.md\nagent_memory/media/interviews/logistics_weekly_podcast_2.md\nagent_memory\u2026", "outputChars": 15993 } ] }, { "step": 10, "inputTokens": 59581, "outputTokens": 42, "text": "", "toolCalls": [ { "name": "Read", "input": "{\"file_path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_013/agent_memory/meetings/starlight_qbr_december_2023.md\"}", "outputPreview": "1\t# Starlight Shipping - Quarterly Business Review - December 2023\n2\t\n3\t**Date:** December 10, 2023\n4\t**Prepared For:** Brenda Walsh, COO, Starlight Shipping\n5\t**Prepared By:** David Chen, CRO, Nexus Innovations Inc.\n6\t\n7\t## Table of Contents\n8\t\n9\t1. [Executive Summary](#executive-summary)\n10\t2. [Project Odyssey: QBR Deck Overview](#project-odyssey-qbr-deck-overview)\n11\t * [Slide 1: Title S\u2026", "outputChars": 37236 } ] }, { "step": 11, "inputTokens": 73431, "outputTokens": 51, "text": "", "toolCalls": [] }, { "step": 12, "inputTokens": 73431, "outputTokens": 51, "text": "Found the QBR call. Now I need the go-live date from the QBR deck. Let me search more.", "toolCalls": [] }, { "step": 13, "inputTokens": 73431, "outputTokens": 51, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"go-live|go live\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_013/agent_memory/email/internal/starlight_go-live_announcement.md\", \"output_mode\": \"content\", \"-i\": true, \"-C\": 3}", "outputPreview": "9-\n10-This is a monumental achievement for Nexus Innovations, and it represents a massive leap forward in our strategic goal to dominate the logistics and shipping software market. The partnership with Starlight has been years in the making, and seeing it come to fruition today is incredibly rewarding. This isn't just about deploying new software; it's about cementing our position as a leader and \u2026", "outputChars": 2662 } ] }, { "step": 14, "inputTokens": 73431, "outputTokens": 51, "text": "", "toolCalls": [ { "name": "Read", "input": "{\"file_path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_013/agent_memory/email/internal/starlight_go-live_announcement.md\"}", "outputPreview": "1\tFrom: Maya Reyes \n2\tTo: All Nexus Employees \n3\tDate: Thu, 26 Oct 2023 10:15:03 -0500\n4\tSubject: WE DID IT! Starlight Shipping is LIVE on Odyssey!\n5\t\n6\tTeam,\n7\t\n8\tI\u2019m absolutely thrilled to announce that as of approximately 9:00 AM CDT this morning, **Starlight Shipping has officially launched on the Odyssey platform!**\n9\t\n10\tThis is a mo\u2026", "outputChars": 41058 } ] }, { "step": 15, "inputTokens": 92274, "outputTokens": 35, "text": "", "toolCalls": [] }, { "step": 16, "inputTokens": 92274, "outputTokens": 35, "text": "Let me check if there's another QBR doc that specifies the go-live date.", "toolCalls": [] }, { "step": 17, "inputTokens": 92274, "outputTokens": 35, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"October 26|Oct 26|10/26|2023-10-26\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_013/agent_memory/meetings/starlight_qbr_december_2023.md\", \"output_mode\": \"content\"}", "outputPreview": "No matches found", "outputChars": 16 } ] }, { "step": 18, "inputTokens": 92274, "outputTokens": 35, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"Starlight.*go-live|go-live.*Starlight|launched.*Odyssey|Odyssey.*launch.*date\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_013/agent_memory/\", \"output_mode\": \"content\", \"-i\": true, \"head_limit\": 30}", "outputPreview": "agent_memory/ceo_competitive_strategy_logisphere/odyssey_sales_battlecard_vs_logisphere.md:341:[Omitted long matching line]\nagent_memory/ceo_investor_updates_informal/2023-11-11_julian_followup_november.md:119:[Omitted long matching line]\nagent_memory/onetoone_marcus_q2/2023-04-24_1-1_prep.md:19:* **Odyssey Launch Impact:** How the projected launch date and adoption rate feed into the Q3/Q4 reve\u2026", "outputChars": 7380 } ] }, { "step": 19, "inputTokens": 97369, "outputTokens": 62, "text": "", "toolCalls": [] }, { "step": 20, "inputTokens": 97369, "outputTokens": 62, "text": "Based on my searches:\n\n**Starlight Shipping Odyssey go-live date:** **October 26, 2023** \u2014 confirmed by Maya Reyes' all-company email at ~9:00 AM CDT that morning (`agent_memory/email/internal/starlight_go-live_announcement.md`). The Q4 QBR deck itself (presented December 8, 2023) doesn't print an explicit calendar date but references the platform's uptime \"since go-live\" within the broader Q4 deployment window.\n\n**Q4 operational-cost-savings figure David Chen attributed during the Q4 QBR call:** **$4.7 million** total estimated Q4 2023 savings (`agent_memory/meetings/starlight_qbr_december_2023.md`, Slide 7 / Discussion Summary). Breakdown attributed to the two modules in question:\n- **Route Optimization \u2192 Fuel Savings:** ~$2.1M (12.5% fuel-consumption reduction from optimized routes)\n- **Predictive Maintenance:** ~$1.3M (reduced emergency repairs and unplanned downtime)\n- (Plus $0.9M operational overhead and $0.4M penalty avoidance to reach the $4.7M total)\n\nSo predictive maintenance + route optimization specifically contributed **~$3.4M** of the $4.7M total David presented.", "toolCalls": [] } ] }, "smfs": { "agent": "claude", "success": true, "steps": 8, "inputTokens": 267128, "outputTokens": 279, "totalTokens": 267407, "cost": 4.0278, "durationMs": 27382, "answer": "Found both answers in the agent_memory corpus.\n\n**Go-live date (per Q4 QBR deck):** **July 10th, 2023** \u2014 the Nexus/Odyssey platform was deployed across all designated Starlight Shipping operational centers on that date.\n- Source: `customers/starlight_qbr_deck_Q4_2023.md:54-58` (\"Successful Go-Live: The Nexus platform was deployed across all designated Starlight Shipping operational centers on schedule, July 10th, 2023.\")\n\n**Q4 operational-cost-savings figure (per Q4 QBR call, David Chen):** **approximately $4.5 million** in operational costs and avoided revenue loss in Q4, attributed to the advanced route optimization and predictive maintenance modules.\n- Source: `customers/calls/starlight_qbr_2023-q4.md:33-37` (\"We estimate that in Q4 alone, these two modules have saved Starlight approximately $4.5 million in operational costs and avoided revenue loss.\")\n\nNote: a separate Q4 QBR call transcript (`customers/calls/starlight_q4_qbr.md`) frames the savings differently \u2014 as a 7% reduction in overall operational expenses rather than a dollar figure \u2014 so the $4.5M number specifically comes from the `starlight_qbr_2023-q4.md` transcript.", "judgeReason": "covers all asked facts", "toolCalls": 4, "trajectory": [ { "step": 1, "inputTokens": 28290, "outputTokens": 8, "text": "", "toolCalls": [] }, { "step": 2, "inputTokens": 28290, "outputTokens": 8, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"smfs grep \\\"Starlight Shipping Odyssey go-live date Q4 QBR\\\" /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/smfs/dp_013/agent_memory/\", \"description\": \"Search agent memory for Starlight Shipping Odyssey go-live date\"}", "outputPreview": "# supermemory semantic search \u2014 10 results for \"Starlight Shipping Odyssey go-live date Q4 QBR\"\n# searches by meaning across files in this container. usage:\n# grep \"natural language query\" search all files\n# grep \"query\" path/to/dir/ search within directory\n# output: :-: (chunk text is verbatim from the file)\n\n/media/press/case_study\u2026", "outputChars": 6252 } ] }, { "step": 3, "inputTokens": 28290, "outputTokens": 8, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"smfs grep \\\"David Chen Q4 operational cost savings predictive maintenance route optimization\\\" /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/smfs/dp_013/agent_memory/\", \"description\": \"Search agent memory for David Chen Q4 cost savings figure\"}", "outputPreview": "# supermemory semantic search \u2014 10 results for \"David Chen Q4 operational cost savings predictive maintenance route optimization\"\n# searches by meaning across files in this container. usage:\n# grep \"natural language query\" search all files\n# grep \"query\" path/to/dir/ search within directory\n# output: :-: (chunk text is verbatim from \u2026", "outputChars": 9214 } ] }, { "step": 4, "inputTokens": 34150, "outputTokens": 55, "text": "", "toolCalls": [] }, { "step": 5, "inputTokens": 34150, "outputTokens": 55, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"smfs grep \\\"Odyssey go-live date launch\\\" /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/smfs/dp_013/agent_memory/customers/starlight_qbr_deck_Q4_2023.md\", \"description\": \"Search Q4 QBR deck for go-live date\"}", "outputPreview": "# supermemory semantic search \u2014 6 results for \"Odyssey go-live date launch\"\n# searches by meaning across files in this container. usage:\n# grep \"natural language query\" search all files\n# grep \"query\" path/to/dir/ search within directory\n# output: :-: (chunk text is verbatim from the file)\n\n/customers/starlight_qbr_deck_Q4_2023.md:54\u2026", "outputChars": 3917 } ] }, { "step": 6, "inputTokens": 34150, "outputTokens": 55, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"smfs grep \\\"total cost savings Q4 predictive maintenance route optimization dollar figure\\\" /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/smfs/dp_013/agent_memory/customers/calls/\", \"description\": \"Search Q4 QBR call for dollar figure\"}", "outputPreview": "# supermemory semantic search \u2014 10 results for \"total cost savings Q4 predictive maintenance route optimization dollar figure\"\n# searches by meaning across files in this container. usage:\n# grep \"natural language query\" search all files\n# grep \"query\" path/to/dir/ search within directory\n# output: :-: (chunk text is verbatim from the\u2026", "outputChars": 10352 } ] }, { "step": 7, "inputTokens": 39904, "outputTokens": 45, "text": "", "toolCalls": [] }, { "step": 8, "inputTokens": 39904, "outputTokens": 45, "text": "Found both answers in the agent_memory corpus.\n\n**Go-live date (per Q4 QBR deck):** **July 10th, 2023** \u2014 the Nexus/Odyssey platform was deployed across all designated Starlight Shipping operational centers on that date.\n- Source: `customers/starlight_qbr_deck_Q4_2023.md:54-58` (\"Successful Go-Live: The Nexus platform was deployed across all designated Starlight Shipping operational centers on schedule, July 10th, 2023.\")\n\n**Q4 operational-cost-savings figure (per Q4 QBR call, David Chen):** **approximately $4.5 million** in operational costs and avoided revenue loss in Q4, attributed to the advanced route optimization and predictive maintenance modules.\n- Source: `customers/calls/starlight_qbr_2023-q4.md:33-37` (\"We estimate that in Q4 alone, these two modules have saved Starlight approximately $4.5 million in operational costs and avoided revenue loss.\")\n\nNote: a separate Q4 QBR call transcript (`customers/calls/starlight_q4_qbr.md`) frames the savings differently \u2014 as a 7% reduction in overall operational expenses rather than a dollar figure \u2014 so the $4.5M number specifically comes from the `starlight_qbr_2023-q4.md` transcript.", "toolCalls": [] } ] } }