{ "slug": "dp_007-q06-claude", "dp": "dp_007", "files": 200, "qid": "q06", "family": "multi_hop", "prompt": "In which courses did Lena first encounter the genes SOX2 and PAX6, and in which lab notebook entry did she design qPCR primers for both genes?", "gold": "Lena first encountered SOX2 in the MCB-501 Lecture 4 notes on Translation (2023-09-18, in the section 'Connecting to Research (SOX2 and my lab work)'). She first encountered PAX6 in the BIO-510 Assignment 2 hypothesis-testing exercise (2023-09-29), which compares gene_pax6 and gene_sox2 expression. qPCR primers for both genes were designed in lab notebook entry LH-EXP-23-014 (2023-10-13).", "agent": "claude", "fs": { "agent": "claude", "success": true, "steps": 40, "inputTokens": 2655310, "outputTokens": 2050, "totalTokens": 2657360, "cost": 39.9834, "durationMs": 140638, "answer": "Based on the agent_memory files:\n\n**Courses where Lena first encountered each gene:**\n\n- **SOX2** \u2014 first encountered in **MCB-501 (Molecular Biology of the Cell II)** in her notes for Lecture 04 on Translation (2023-09-18, `mcb501_lecture04_translation_20230918.md`), where she wrote Section 7 \"Connecting to Research (SOX2 and my lab work)\" linking the translation material to her rotation work with Kenji Tanaka.\n\n- **PAX6** \u2014 first encountered in **BIO-510 (Biostatistics for Molecular Biologists)** in Assignment 2 (2023-09-29, `lectures/BIO-510/assignment_02.md`), a two-sample t-test exercise comparing `gene_pax6` and `gene_sox2` expression between \"Stem Cell-Like\" and \"Differentiated\" populations (with the related help-thread email dated 2023-09-28).\n\n**qPCR primer design lab notebook entry:**\n\n- **LH-EXP-23-014** \u2014 \"Primer Design for Neural Markers\" (2023-10-13, `lab/notebook/20231013_LH-EXP-23-014_Primer-Design-SOX2.md`), where she designed both `LH-EXP-23-SOX2-F/R` and `LH-EXP-23-PAX6-F/R` primer pairs (plus GAPDH/ACTB housekeepers) using NCBI Primer-BLAST.", "judgeReason": "covers all asked facts", "toolCalls": 23, "trajectory": [ { "step": 1, "inputTokens": 28175, "outputTokens": 8, "text": "", "toolCalls": [] }, { "step": 2, "inputTokens": 28175, "outputTokens": 8, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"ls /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/\", \"description\": \"List agent_memory directory contents\"}", "outputPreview": "communications\ncoursework_biology\nlab\nlectures\nmeetings", "outputChars": 55 } ] }, { "step": 3, "inputTokens": 28424, "outputTokens": 58, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"SOX2\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/\", \"output_mode\": \"files_with_matches\"}", "outputPreview": "Found 42 files\nagent_memory/communications/f177_good_results_sharing.md\nagent_memory/communications/f200_sox2_question.md\nagent_memory/lectures/GEN-600/final_paper_proposal.md\nagent_memory/lectures/GEN-600/20231115_lecture09_notes.md\nagent_memory/lectures/BIO-510/final_project.md\nagent_memory/lectures/BIO-510/assignment_02.md\nagent_memory/lectures/BIO-510/email_20230928_assignment2_help.md\nagent_m\u2026", "outputChars": 2817 } ] }, { "step": 4, "inputTokens": 28424, "outputTokens": 58, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"PAX6\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/\", \"output_mode\": \"files_with_matches\"}", "outputPreview": "Found 33 files\nagent_memory/communications/f175_gen600_proposal_reminder.md\nagent_memory/communications/f177_good_results_sharing.md\nagent_memory/communications/f200_sox2_question.md\nagent_memory/lectures/GEN-600/final_paper_proposal.md\nagent_memory/lectures/GEN-600/20231115_lecture09_notes.md\nagent_memory/lectures/BIO-510/assignment_02.md\nagent_memory/lectures/BIO-510/email_20230928_assignment2_h\u2026", "outputChars": 2167 } ] }, { "step": 5, "inputTokens": 31594, "outputTokens": 34, "text": "", "toolCalls": [] }, { "step": 6, "inputTokens": 31594, "outputTokens": 34, "text": "", "toolCalls": [ { "name": "Read", "input": "{\"file_path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/lab/notebook/20231013_LH-EXP-23-014_Primer-Design-SOX2.md\"}", "outputPreview": "1\t# Lab Notebook: LH-EXP-23-014 - Primer Design for Neural Markers\n2\t\n3\t**Date:** 2023-10-13\n4\t**Author:** Lena Hansen\n5\t**Project:** Initial transcriptomic analysis pipeline development\n6\t**Keywords:** qPCR, primer design, SOX2, PAX6, neural stem cells, bioinformatics, Primer-BLAST\n7\t\n8\t## Table of Contents\n9\t\n10\t1. [Introduction & Objectives](#introduction--objectives)\n11\t2. [Background: Gene \u2026", "outputChars": 28002 } ] }, { "step": 7, "inputTokens": 43155, "outputTokens": 58, "text": "", "toolCalls": [] }, { "step": 8, "inputTokens": 43155, "outputTokens": 58, "text": "Now I need to find the courses where Lena first encountered SOX2 and PAX6.", "toolCalls": [] }, { "step": 9, "inputTokens": 43155, "outputTokens": 58, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"SOX2|PAX6\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/coursework_biology/\", \"output_mode\": \"content\", \"-C\": 3}", "outputPreview": "\nOutput too large (28.3KB). Full output saved to: /Users/prasanna/.claude/projects/-Users-prasanna-Documents-supermemoryai-supermemoryfs--scratch-eval-eval-workspace-fs-dp-007/2d0a5acf-d838-48f5-889e-9fb32844062e/tool-results/toolu_01BKuNbQkNRcLR8iMJ6neyGJ.txt\n\nPreview (first 2KB):\n/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_\u2026", "outputChars": 1924 } ] }, { "step": 10, "inputTokens": 43155, "outputTokens": 58, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"SOX2|PAX6\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/lectures/\", \"output_mode\": \"content\", \"-C\": 2}", "outputPreview": "\nOutput too large (45.4KB). Full output saved to: /Users/prasanna/.claude/projects/-Users-prasanna-Documents-supermemoryai-supermemoryfs--scratch-eval-eval-workspace-fs-dp-007/2d0a5acf-d838-48f5-889e-9fb32844062e/tool-results/toolu_01A3rozkbPXQM3uzdWJJEo6o.txt\n\nPreview (first 2KB):\nagent_memory/lectures/GEN-600/final_paper_proposal.md-51-* **Signal integrators:** Responding to \u2026", "outputChars": 2177 } ] }, { "step": 11, "inputTokens": 45659, "outputTokens": 46, "text": "", "toolCalls": [] }, { "step": 12, "inputTokens": 45659, "outputTokens": 46, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"SOX2|PAX6|first encounter|first heard|first time\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/coursework_biology/mcb501_lecture04_translation_20230918.md\", \"output_mode\": \"content\", \"-C\": 3}", "outputPreview": "4-**Author:** Lena Hansen (MCB Dept., 1st Year PhD Student)\n5-**Course:** MCB-501: Molecular Biology of the Cell II\n6-\n7:[Omitted long matching line]\n8-\n9-Professor Finch really went into detail on the ribosome's structure and the intricate dance of tRNA molecules. It\u2019s way more complex than I initially thought. I\u2019ll try to capture the key steps: initiation, elongation, and termination.\n10-\n--\n26-\u2026", "outputChars": 4306 } ] }, { "step": 13, "inputTokens": 45659, "outputTokens": 46, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"SOX2|PAX6|first|encounter\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/lectures/BIO-510/assignment_02.md\", \"output_mode\": \"content\", \"-C\": 3}", "outputPreview": "62-| ... | ... | ... | ... |\n63-| 200 | gene_sox2| 8.90 | Differentiated |\n64-\n65:[Omitted long matching line]\n66-\n67-## 3. Methodology: Two-Sample T-Test\n68-\n--\n73-Other tests come to mind, but they aren't suitable here:\n74-* **Paired t-test:** This is for situations where the samples are paired (e.g., measuring the same subject before and after \u2026", "outputChars": 4096 } ] }, { "step": 14, "inputTokens": 49786, "outputTokens": 71, "text": "", "toolCalls": [] }, { "step": 15, "inputTokens": 49786, "outputTokens": 71, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"first.{0,30}(encounter|heard|learn|met|saw|came across)|encounter.{0,30}(SOX2|PAX6)\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/\", \"output_mode\": \"content\", \"-C\": 2, \"-i\": true}", "outputPreview": "\nOutput too large (20.8KB). Full output saved to: /Users/prasanna/.claude/projects/-Users-prasanna-Documents-supermemoryai-supermemoryfs--scratch-eval-eval-workspace-fs-dp-007/2d0a5acf-d838-48f5-889e-9fb32844062e/tool-results/toolu_01DMWrUobYoUoveq4JnNQjKr.txt\n\nPreview (first 2KB):\n/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_\u2026", "outputChars": 2222 } ] }, { "step": 16, "inputTokens": 51630, "outputTokens": 34, "text": "", "toolCalls": [] }, { "step": 17, "inputTokens": 51630, "outputTokens": 34, "text": "", "toolCalls": [ { "name": "Read", "input": "{\"file_path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/communications/f200_sox2_question.md\"}", "outputPreview": "1\tFrom: Lena Hansen \n2\tTo: Kenji Tanaka \n3\tDate: Wed, 29 Nov 2023 10:15:23 -0500\n4\tSubject: Quick Question: SOX2 timing and plasmid confirmation\n5\t\n6\tHi Dr. Tanaka,\n7\t\n8\tHope you're having a good week. I'm working on optimizing the neuronal differentiation protocol for the iPSC line we're using for the SOX2 project, and I had a couple of quick\u2026", "outputChars": 39564 } ] }, { "step": 18, "inputTokens": 66503, "outputTokens": 40, "text": "", "toolCalls": [] }, { "step": 19, "inputTokens": 66503, "outputTokens": 40, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"cat /Users/prasanna/.claude/projects/-Users-prasanna-Documents-supermemoryai-supermemoryfs--scratch-eval-eval-workspace-fs-dp-007/2d0a5acf-d838-48f5-889e-9fb32844062e/tool-results/toolu_01DMWrUobYoUoveq4JnNQjKr.txt | head -200\", \"description\": \"Read persisted grep output for first-encounter matches\"}", "outputPreview": "/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/communications/f159_study_group_formation.md-39-Hi Maria,\n/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/communications/f159_study_group_formation.md-40-\nagent_memory/communications/f159_study_group_formation.md:41:Yes, absolutely! I w\u2026", "outputChars": 21283 } ] }, { "step": 20, "inputTokens": 75705, "outputTokens": 68, "text": "", "toolCalls": [] }, { "step": 21, "inputTokens": 75705, "outputTokens": 68, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"SOX2\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/coursework_biology/mcb501_midterm_study_guide_20231002.md\", \"output_mode\": \"content\", \"-B\": 2, \"-A\": 5}", "outputPreview": "206-### Questions/Areas to Review\n207-\n208:[Omitted long matching line]\n209-2. **Spliceosome Dynamics:** The assembly and rearrangement of the spliceosome are complex. How do the snRNPs interact and change conformation to become catalytically active? What drives these conformational changes? Is it ATP-dependent?\n210-3. **5' Cap vs. 3' Poly(A) Tail:** How do these two modifications *cooperatively\u2026", "outputChars": 1944 } ] }, { "step": 22, "inputTokens": 75705, "outputTokens": 68, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"PAX6\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/coursework_biology/mcb501_lecture10_stem_cells_20231106.md\", \"output_mode\": \"content\", \"-B\": 2, \"-A\": 5}", "outputPreview": "137-\n138-Dr. Albright specifically mentioned `gene_pax6` as a crucial master regulator in neural development.\n139:* **Role of PAX6:** `gene_pax6` encodes a transcription factor that plays a vital role in the development of the eye, brain, and spinal cord. It's often considered a master regulator of **neurogenesis**.\n140-* **Expression:** It's expressed in the developing neural tube, the precur\u2026", "outputChars": 5004 } ] }, { "step": 23, "inputTokens": 79700, "outputTokens": 65, "text": "", "toolCalls": [] }, { "step": 24, "inputTokens": 79700, "outputTokens": 65, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"ls -la /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/coursework_biology/ /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/lectures/\", \"description\": \"List coursework and lectures directories\"}", "outputPreview": "/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/coursework_biology/:\ntotal 2776\ndrwxr-xr-x@ 42 prasanna staff 1344 May 13 03:05 .\ndrwxr-xr-x@ 7 prasanna staff 224 May 13 03:05 ..\n-rw-r--r--@ 1 prasanna staff 33938 May 13 01:04 cm550_assignment01_organelle_id_20230920.md\n-rw-r--r--@ 1 prasanna staff 32321 May 13 01:04 cm550_ass\u2026", "outputChars": 4452 } ] }, { "step": 25, "inputTokens": 82809, "outputTokens": 53, "text": "", "toolCalls": [] }, { "step": 26, "inputTokens": 82809, "outputTokens": 53, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"ls /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/lectures/BIO-510/ /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/lectures/GEN-600/\", \"description\": \"List BIO-510 and GEN-600 lecture files\"}", "outputPreview": "/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/lectures/BIO-510/:\n20230905_lecture02_notes.md\n20230912_lecture03_notes.md\n20230919_lecture04_notes.md\n20230926_lecture05_notes.md\n20231017_lecture06_notes.md\n20231024_lecture07_notes.md\n20231031_lecture08_notes.md\n20231107_lecture09_notes.md\n20231128_lecture10_notes.md\n20231205_lecture11_revi\u2026", "outputChars": 1429 } ] }, { "step": 27, "inputTokens": 83858, "outputTokens": 51, "text": "", "toolCalls": [ { "name": "Read", "input": "{\"file_path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/lectures/BIO-510/assignment_02.md\", \"offset\": 1, \"limit\": 80}", "outputPreview": "1\t# BIO-510: Assignment 2 - Hypothesis Testing and Data Analysis\n2\t\n3\t**Student:** Lena Hansen\n4\t**Course:** BIO-510: Biostatistics for Molecular Biologists\n5\t**Date:** 2023-09-29\n6\t**Instructor:** Dr. Evelyn Reed (though this is for Dr. Rossi's section, technically, but Evelyn is my official advisor, so it feels like hers!)\n7\t\n8\t---\n9\t\n10\t## Table of Contents\n11\t\n12\t1. [Introduction](#introducti\u2026", "outputChars": 9277 } ] }, { "step": 28, "inputTokens": 87333, "outputTokens": 75, "text": "", "toolCalls": [] }, { "step": 29, "inputTokens": 87333, "outputTokens": 75, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"grep -l \\\"first\\\" /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/coursework_biology/*.md /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/lectures/BIO-510/*.md 2>/dev/null | head -5\", \"description\": \"List files that mention 'first'\"}", "outputPreview": "/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/coursework_biology/cm550_assignment01_organelle_id_20230920.md\n/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/coursework_biology/cm550_assignment02_cytoskeleton_staining_20231004.md\n/Users/prasanna/Documents/supermemoryai/supermemoryfs\u2026", "outputChars": 870 } ] }, { "step": 30, "inputTokens": 88279, "outputTokens": 43, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"first.{0,80}(SOX2|PAX6)|(SOX2|PAX6).{0,80}first|encountered|introduced\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/coursework_biology/mcb501_final_exam_study_guide_20231204.md\", \"output_mode\": \"content\", \"-B\": 1, \"-A\": 3}", "outputPreview": "No matches found", "outputChars": 16 } ] }, { "step": 31, "inputTokens": 88279, "outputTokens": 43, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"first.{0,80}(SOX2|PAX6)|(SOX2|PAX6).{0,80}first|encountered|first time\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/lectures/\", \"output_mode\": \"content\", \"-B\": 1, \"-A\": 3}", "outputPreview": "/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/lectures/GEN-600/email_20231005_GWAS_confusion.md-7-\nagent_memory/lectures/GEN-600/email_20231005_GWAS_confusion.md:8:[Omitted long matching line]\n/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/lectures/GEN-600/email_20231005_GWAS_conf\u2026", "outputChars": 8518 } ] }, { "step": 32, "inputTokens": 92884, "outputTokens": 37, "text": "", "toolCalls": [] }, { "step": 33, "inputTokens": 92884, "outputTokens": 37, "text": "Let me check earlier dates to ensure I find the very first mentions in coursework.", "toolCalls": [] }, { "step": 34, "inputTokens": 92884, "outputTokens": 37, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"SOX2|PAX6|gene_sox2|gene_pax6\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/coursework_biology/\", \"output_mode\": \"files_with_matches\"}", "outputPreview": "Found 5 files\nagent_memory/coursework_biology/mcb501_final_exam_study_guide_20231204.md\nagent_memory/coursework_biology/mcb501_lecture10_stem_cells_20231106.md\nagent_memory/coursework_biology/mcb501_assignment02_rna_splicing_essay_20231002.md\nagent_memory/coursework_biology/mcb501_midterm_study_guide_20231002.md\nagent_memory/coursework_biology/mcb501_lecture04_translation_20230918.md", "outputChars": 386 } ] }, { "step": 35, "inputTokens": 92884, "outputTokens": 37, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"SOX2|PAX6|gene_sox2|gene_pax6\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/lectures/BIO-510/\", \"output_mode\": \"files_with_matches\"}", "outputPreview": "Found 3 files\nagent_memory/lectures/BIO-510/final_project.md\nagent_memory/lectures/BIO-510/assignment_02.md\nagent_memory/lectures/BIO-510/email_20230928_assignment2_help.md", "outputChars": 172 } ] }, { "step": 36, "inputTokens": 92884, "outputTokens": 37, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"SOX2|PAX6\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/lectures/GEN-600/\", \"output_mode\": \"files_with_matches\"}", "outputPreview": "Found 2 files\nagent_memory/lectures/GEN-600/final_paper_proposal.md\nagent_memory/lectures/GEN-600/20231115_lecture09_notes.md", "outputChars": 125 } ] }, { "step": 37, "inputTokens": 94657, "outputTokens": 81, "text": "", "toolCalls": [] }, { "step": 38, "inputTokens": 94657, "outputTokens": 81, "text": "", "toolCalls": [ { "name": "Grep", "input": "{\"pattern\": \"PAX6|SOX2\", \"path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/fs/dp_007/agent_memory/lectures/BIO-510/email_20230928_assignment2_help.md\", \"output_mode\": \"content\", \"-B\": 1, \"head_limit\": 10}", "outputPreview": "9-\n10:[Omitted long matching line]\n--\n52-# The core task is to perform a two-sample t-test. This means comparing the means of two groups.\n53:# We need to compare the expression of PAX6 between Condition 1 and Condition 2.\n54:# And then do the same for SOX2.\n--\n57-\n58:# Step 1: Filter the data to include only the genes of interest: PAX6 and SOX2.\n59:genes_of_interest <- c(\"PAX6\", \"SOX2\")\n\n[Showing \u2026", "outputChars": 436 } ] }, { "step": 39, "inputTokens": 96270, "outputTokens": 58, "text": "", "toolCalls": [] }, { "step": 40, "inputTokens": 96270, "outputTokens": 58, "text": "Based on the agent_memory files:\n\n**Courses where Lena first encountered each gene:**\n\n- **SOX2** \u2014 first encountered in **MCB-501 (Molecular Biology of the Cell II)** in her notes for Lecture 04 on Translation (2023-09-18, `mcb501_lecture04_translation_20230918.md`), where she wrote Section 7 \"Connecting to Research (SOX2 and my lab work)\" linking the translation material to her rotation work with Kenji Tanaka.\n\n- **PAX6** \u2014 first encountered in **BIO-510 (Biostatistics for Molecular Biologists)** in Assignment 2 (2023-09-29, `lectures/BIO-510/assignment_02.md`), a two-sample t-test exercise comparing `gene_pax6` and `gene_sox2` expression between \"Stem Cell-Like\" and \"Differentiated\" populations (with the related help-thread email dated 2023-09-28).\n\n**qPCR primer design lab notebook entry:**\n\n- **LH-EXP-23-014** \u2014 \"Primer Design for Neural Markers\" (2023-10-13, `lab/notebook/20231013_LH-EXP-23-014_Primer-Design-SOX2.md`), where she designed both `LH-EXP-23-SOX2-F/R` and `LH-EXP-23-PAX6-F/R` primer pairs (plus GAPDH/ACTB housekeepers) using NCBI Primer-BLAST.", "toolCalls": [] } ] }, "smfs": { "agent": "claude", "success": true, "steps": 25, "inputTokens": 1432274, "outputTokens": 1297, "totalTokens": 1433571, "cost": 21.5814, "durationMs": 122037, "answer": "Based on the agent memory, here's what I found:\n\n## Courses where Lena first encountered SOX2 and PAX6\n\n**SOX2** \u2014 first appears in her **MCB-501** notes (Molecular Biology of the Cell II), Lecture 04 on Translation (2023-09-18), where she writes in the intro: *\"...gene regulation and how downstream effects of transcription factor expression, like SOX2, ultimately manifest as protein levels.\"* She returns to it as a focused topic later in **GEN-600** Lecture 09 (2023-11-15), where Prof. Thorne explicitly covers SOX2 as a master regulator in neurogenesis.\n\n**PAX6** \u2014 first appears as a named gene in **BIO-510** (Biostatistics for Molecular Biologists), **Assignment 2** (2023-09-29), where both `gene_pax6` and `gene_sox2` are the central genes she analyzes via a two-sample t-test. It is then formally introduced in coursework in **MCB-501** Lecture 10 on Stem Cells (2023-11-06), which she described as a \"lightbulb moment.\"\n\nSo the earliest coursework where both genes appear *together* is **BIO-510** Assignment 2 (2023-09-29); the formal lecture introductions are **MCB-501** (PAX6, lecture 10) and **GEN-600** (SOX2, lecture 09).\n\n## Lab notebook entry where she designed qPCR primers for both\n\n**`LH-EXP-23-014` \u2014 \"Primer Design for Neural Markers\"** (2023-10-13), at `lab/notebook/20231013_LH-EXP-23-014_Primer-Design-SOX2.md`. The entry explicitly lists SOX2 and PAX6 as the two target genes (plus GAPDH/ACTB housekeeping primers), designed via NCBI Primer-BLAST.", "judgeReason": "covers all asked facts", "toolCalls": 15, "trajectory": [ { "step": 1, "inputTokens": 30804, "outputTokens": 8, "text": "", "toolCalls": [] }, { "step": 2, "inputTokens": 30804, "outputTokens": 8, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"smfs grep \\\"SOX2 PAX6 course first encounter\\\" /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/smfs/dp_007/agent_memory/\", \"description\": \"Semantic search for SOX2 PAX6 course mentions\"}", "outputPreview": "# supermemory semantic search \u2014 10 results for \"SOX2 PAX6 course first encounter\"\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/lab/meetings/20230919_lab_meeting_no\u2026", "outputChars": 8618 } ] }, { "step": 3, "inputTokens": 30804, "outputTokens": 8, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"smfs grep \\\"qPCR primers SOX2 PAX6 lab notebook\\\" /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/smfs/dp_007/agent_memory/\", \"description\": \"Semantic search for qPCR primers design lab notebook\"}", "outputPreview": "# supermemory semantic search \u2014 10 results for \"qPCR primers SOX2 PAX6 lab notebook\"\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/lab/notebook/20231204_LH-EXP-23-0\u2026", "outputChars": 10164 } ] }, { "step": 4, "inputTokens": 38915, "outputTokens": 93, "text": "", "toolCalls": [] }, { "step": 5, "inputTokens": 38915, "outputTokens": 93, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"smfs grep \\\"Lena first learned SOX2 course lecture\\\" /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/smfs/dp_007/agent_memory/\", \"description\": \"Search for first encounter with SOX2\"}", "outputPreview": "# supermemory semantic search \u2014 10 results for \"Lena first learned SOX2 course lecture\"\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/lectures/GEN-600/20231115_lect\u2026", "outputChars": 9087 } ] }, { "step": 6, "inputTokens": 38915, "outputTokens": 93, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"smfs grep \\\"PAX6 introduced course lecture biology\\\" /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/smfs/dp_007/agent_memory/\", \"description\": \"Search for first encounter with PAX6\"}", "outputPreview": "# supermemory semantic search \u2014 10 results for \"PAX6 introduced course lecture biology\"\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/coursework_biology/mcb501_fina\u2026", "outputChars": 8080 } ] }, { "step": 7, "inputTokens": 38915, "outputTokens": 93, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"smfs grep \\\"course coursework class undergraduate transcription factors\\\" /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/smfs/dp_007/agent_memory/lectures/\", \"description\": \"Search lectures for SOX2/PAX6 introduction\"}", "outputPreview": "# supermemory semantic search \u2014 10 results for \"course coursework class undergraduate transcription factors\"\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/lectures/\u2026", "outputChars": 9216 } ] }, { "step": 8, "inputTokens": 48865, "outputTokens": 42, "text": "", "toolCalls": [] }, { "step": 9, "inputTokens": 48865, "outputTokens": 42, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"smfs grep \\\"SOX2 mentioned MCB501 stem cells\\\" /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/smfs/dp_007/agent_memory/coursework_biology/\", \"description\": \"Check earlier SOX2 mention in MCB501\"}", "outputPreview": "# supermemory semantic search \u2014 10 results for \"SOX2 mentioned MCB501 stem cells\"\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/coursework_biology/mcb501_lecture10_\u2026", "outputChars": 7593 } ] }, { "step": 10, "inputTokens": 48865, "outputTokens": 42, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"smfs grep \\\"earlier lecture transcription factor neural\\\" /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/smfs/dp_007/agent_memory/lectures/\", \"description\": \"Check earlier GEN-600 lectures for SOX2/PAX6\"}", "outputPreview": "# supermemory semantic search \u2014 10 results for \"earlier lecture transcription factor neural\"\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/lectures/GEN-600/20231115\u2026", "outputChars": 8766 } ] }, { "step": 11, "inputTokens": 48865, "outputTokens": 42, "text": "", "toolCalls": [ { "name": "Glob", "input": "{\"pattern\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/smfs/dp_007/agent_memory/**/*.md\"}", "outputPreview": "lectures/BIO-510/20230905_lecture02_notes.md\nlectures/BIO-510/20231107_lecture09_notes.md\ncommunications/f173_confusing_results_email.md\ncommunications/f156_mcb_orientation_schedule.md\ncommunications/f178_microscopy_question.md\ncommunications/f193_it_network_maintenance.md\ncommunications/f181_lab_lunch_planning.md\ncommunications/f180_bio510_project_submission.md\ncommunications/f187_cleaning_duties\u2026", "outputChars": 4645 } ] }, { "step": 12, "inputTokens": 57810, "outputTokens": 69, "text": "", "toolCalls": [] }, { "step": 13, "inputTokens": 57810, "outputTokens": 69, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"smfs grep \\\"SOX2 PAX6 BIO-510\\\" /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/smfs/dp_007/agent_memory/lectures/BIO-510/\", \"description\": \"Search BIO-510 lectures for SOX2/PAX6\"}", "outputPreview": "# supermemory semantic search \u2014 10 results for \"SOX2 PAX6 BIO-510\"\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/lectures/BIO-510/assignment_02.md:### Biological Si\u2026", "outputChars": 9506 } ] }, { "step": 14, "inputTokens": 57810, "outputTokens": 69, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"smfs grep \\\"first time encountered SOX2 PAX6 introduction\\\" /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/smfs/dp_007/agent_memory/\", \"description\": \"Search for first encounter narrative\"}", "outputPreview": "# supermemory semantic search \u2014 10 results for \"first time encountered SOX2 PAX6 introduction\"\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/lab/meetings/20230919_l\u2026", "outputChars": 8056 } ] }, { "step": 15, "inputTokens": 64833, "outputTokens": 37, "text": "", "toolCalls": [] }, { "step": 16, "inputTokens": 64833, "outputTokens": 37, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"smfs grep \\\"BIO-510 SOX2 PAX6 assignment lecture week\\\" /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/smfs/dp_007/agent_memory/lectures/BIO-510/\", \"description\": \"Search BIO-510 for earliest SOX2/PAX6 mention\"}", "outputPreview": "# supermemory semantic search \u2014 10 results for \"BIO-510 SOX2 PAX6 assignment lecture week\"\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/lectures/BIO-510/assignment\u2026", "outputChars": 9128 } ] }, { "step": 17, "inputTokens": 64833, "outputTokens": 37, "text": "", "toolCalls": [ { "name": "Read", "input": "{\"file_path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/smfs/dp_007/agent_memory/lectures/BIO-510/assignment_02.md\", \"offset\": 1, \"limit\": 60}", "outputPreview": "1\t# BIO-510: Assignment 2 - Hypothesis Testing and Data Analysis\n2\t\n3\t**Student:** Lena Hansen\n4\t**Course:** BIO-510: Biostatistics for Molecular Biologists\n5\t**Date:** 2023-09-29\n6\t**Instructor:** Dr. Evelyn Reed (though this is for Dr. Rossi's section, technically, but Evelyn is my official advisor, so it feels like hers!)\n7\t\n8\t---\n9\t\n10\t## Table of Contents\n11\t\n12\t1. [Introduction](#introducti\u2026", "outputChars": 6760 } ] }, { "step": 18, "inputTokens": 71640, "outputTokens": 53, "text": "", "toolCalls": [] }, { "step": 19, "inputTokens": 71640, "outputTokens": 53, "text": "", "toolCalls": [ { "name": "Bash", "input": "{\"command\": \"smfs grep \\\"BIO-510 Assignment 2 first time gene names\\\" /Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/smfs/dp_007/agent_memory/\", \"description\": \"Check if BIO-510 was the first course encounter\"}", "outputPreview": "# supermemory semantic search \u2014 10 results for \"BIO-510 Assignment 2 first time gene names\"\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/lectures/BIO-510/email_202\u2026", "outputChars": 9281 } ] }, { "step": 20, "inputTokens": 71640, "outputTokens": 53, "text": "", "toolCalls": [ { "name": "Read", "input": "{\"file_path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/smfs/dp_007/agent_memory/lab/notebook/20231013_LH-EXP-23-014_Primer-Design-SOX2.md\", \"offset\": 1, \"limit\": 100}", "outputPreview": "1\t# Lab Notebook: LH-EXP-23-014 - Primer Design for Neural Markers\n2\t\n3\t**Date:** 2023-10-13\n4\t**Author:** Lena Hansen\n5\t**Project:** Initial transcriptomic analysis pipeline development\n6\t**Keywords:** qPCR, primer design, SOX2, PAX6, neural stem cells, bioinformatics, Primer-BLAST\n7\t\n8\t## Table of Contents\n9\t\n10\t1. [Introduction & Objectives](#introduction--objectives)\n11\t2. [Background: Gene \u2026", "outputChars": 7446 } ] }, { "step": 21, "inputTokens": 79561, "outputTokens": 48, "text": "", "toolCalls": [] }, { "step": 22, "inputTokens": 79561, "outputTokens": 48, "text": "I have enough information to answer confidently. Let me verify by checking the dates of earliest course mentions.", "toolCalls": [] }, { "step": 23, "inputTokens": 79561, "outputTokens": 48, "text": "", "toolCalls": [ { "name": "Read", "input": "{\"file_path\": \"/Users/prasanna/Documents/supermemoryai/supermemoryfs/.scratch/eval/eval/workspace/smfs/dp_007/agent_memory/coursework_biology/mcb501_lecture04_translation_20230918.md\", \"offset\": 1, \"limit\": 20}", "outputPreview": "1\t# MCB 501: Lecture 04 - Translation\n2\t\n3\t**Date:** September 18, 2023\n4\t**Author:** Lena Hansen (MCB Dept., 1st Year PhD Student)\n5\t**Course:** MCB-501: Molecular Biology of the Cell II\n6\t\n7\tThis document contains my notes from today's lecture on **Translation**, the process by which the genetic code encoded in mRNA is used to synthesize proteins. It's building on everything we covered in transc\u2026", "outputChars": 1455 } ] }, { "step": 24, "inputTokens": 83605, "outputTokens": 56, "text": "", "toolCalls": [] }, { "step": 25, "inputTokens": 83605, "outputTokens": 56, "text": "Based on the agent memory, here's what I found:\n\n## Courses where Lena first encountered SOX2 and PAX6\n\n**SOX2** \u2014 first appears in her **MCB-501** notes (Molecular Biology of the Cell II), Lecture 04 on Translation (2023-09-18), where she writes in the intro: *\"...gene regulation and how downstream effects of transcription factor expression, like SOX2, ultimately manifest as protein levels.\"* She returns to it as a focused topic later in **GEN-600** Lecture 09 (2023-11-15), where Prof. Thorne explicitly covers SOX2 as a master regulator in neurogenesis.\n\n**PAX6** \u2014 first appears as a named gene in **BIO-510** (Biostatistics for Molecular Biologists), **Assignment 2** (2023-09-29), where both `gene_pax6` and `gene_sox2` are the central genes she analyzes via a two-sample t-test. It is then formally introduced in coursework in **MCB-501** Lecture 10 on Stem Cells (2023-11-06), which she described as a \"lightbulb moment.\"\n\nSo the earliest coursework where both genes appear *together* is **BIO-510** Assignment 2 (2023-09-29); the formal lecture introductions are **MCB-501** (PAX6, lecture 10) and **GEN-600** (SOX2, lecture 09).\n\n## Lab notebook entry where she designed qPCR primers for both\n\n**`LH-EXP-23-014` \u2014 \"Primer Design for Neural Markers\"** (2023-10-13), at `lab/notebook/20231013_LH-EXP-23-014_Primer-Design-SOX2.md`. The entry explicitly lists SOX2 and PAX6 as the two target genes (plus GAPDH/ACTB housekeeping primers), designed via NCBI Primer-BLAST.", "toolCalls": [] } ] } }