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add experiment scripts and results; watcher.py latest changes

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Aaron Nelson
2026-04-30 18:06:03 +00:00
parent 1cf26df450
commit f11cacd9c9
55 changed files with 23594 additions and 726 deletions
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experiments/audit_expansion_pack.json
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"response_text": "```json\n{\n \"entities\": [\n {\"name\": \"Capture \u2014 2026-04-26-22-44\", \"type\": \"recording\"},\n {\"name\": \"voice\", \"type\": \"type\"},\n {\"name\": \"audio\", \"type\": \"modality\"},\n {\"name\": \"unprocessed\", \"type\": \"status\"},\n {\"name\": \"test field recording\", \"type\": \"recording_classification\"},\n {\"name\": \"capture layer\", \"type\": \"layer\"},\n {\"name\": \"first recording\", \"type\": \"recording_ordinal\"}\n ],\n \"edges\": [\n {\"subject\": \"Capture \u2014 2026-04-26-22-44\", \"predicate\": \"has type\", \"object\": \"voice\"},\n {\"subject\": \"Capture \u2014 2026-04-26-22-44\", \"predicate\": \"has modality\", \"object\": \"audio\"},\n {\"subject\": \"Capture \u2014 2026-04-26-22-44\", \"predicate\": \"has status\", \"object\": \"unprocessed\"},\n {\"subject\": \"Capture \u2014 2026-04-26-22-44\", \"predicate\": \"is classified as\", \"object\": \"test field recording\"},\n {\"subject\": \"Capture \u2014 2026-04-26-22-44\", \"predicate\": \"exists on\", \"object\": \"capture layer\"},\n {\"subject\": \"Capture \u2014 2026-04-26-22-44\", \"predicate\": \"is\", \"object\": \"first recording\"}\n ]\n}\n```",
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experiments/base_class_audit_rerun_results.json
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experiments/base_class_test_results.json
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experiments/base_class_validation_results.json
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experiments/cascade_optimization_results.json
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experiments/cascade_reextract_comparison.json
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experiments/cascade_reextract_corrected_comparison.json
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experiments/cascade_reextract_results.json
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{
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"custom_extraction_instructions": "This is a educational document in prose format. Summary: A conversation on how to push changes made in a local development directory to a Git repository This metadata is provided to orient your extraction, not to constrain it. Extract entities and relationships freely from the document text itself; the metadata is descriptive context, not a checklist.",
"submit_elapsed_s": 7.2,
"submit_result": {
"ok": true
}
},
{
"name": "Wearable Marquees uw4.pptx",
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"metadata": {
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},
"domain_class": "educational",
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},
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"custom_extraction_instructions": "This is a educational document in code format. Summary: This document is a code for a wearable marquee with the text 'Wearable Marquees UW \u2013 Stout September 2025' displayed using an Adafruit DotStar Matrix. This metadata is provided to orient your extraction, not to constrain it. Extract entities and relationships freely from the document text itself; the metadata is descriptive context, not a checklist.",
"submit_elapsed_s": 20.0,
"submit_result": {
"ok": true
}
},
{
"name": "Nic Oconnor Field Work F2023 Syllabus.docx",
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"doc_chars": 17142,
"metadata": {
"language": "en",
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},
"content_signals": {
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},
"domain_class": "educational",
"one_sentence_summary": "This document details an independent study focusing on a direct work experience at Dogwood Entertainment for DDF 795, a 3D modeling course."
},
"metadata_elapsed_s": 118.4,
"custom_extraction_instructions": "This is a educational document in prose format. Summary: This document details an independent study focusing on a direct work experience at Dogwood Entertainment for DDF 795, a 3D modeling course. This metadata is provided to orient your extraction, not to constrain it. Extract entities and relationships freely from the document text itself; the metadata is descriptive context, not a checklist.",
"submit_elapsed_s": 26.3,
"submit_result": {
"ok": true
}
}
]
}
experiments/cascade_reextract_results.json.broken_integration_run
+354
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@@ -0,0 +1,354 @@
{
"results": [
{
"name": "Claude: Modern website redesign with portfolio and contact form",
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"tier1_entities": 30,
"doc_chars": 25254,
"metadata": {
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},
"metadata_elapsed_s": 128.8,
"source_description": "This is a personal document in prose format. Summary: Discussion on redesigning a personal website for a designer, focusing on portfolio and contact form This metadata is provided to orient your extraction, not to constrain it. Extract entities and relationships freely from the document text itself; the metadata is descriptive context, not a checklist.",
"submit_elapsed_s": 34.2,
"submit_result": {
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}
},
{
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},
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"source_description": "This is a educational document in prose format. Summary: A conversation between the interviewee and Claude about preparing for a dinner with Jim Agutter, discussing his background, current roles, research focus, recent projects, awards, and strategies for their conversation This metadata is provided to orient your extraction, not to constrain it. Extract entities and relationships freely from the document text itself; the metadata is descriptive context, not a checklist.",
"submit_elapsed_s": 48.1,
"submit_result": {
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}
},
{
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},
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"source_description": "This is a educational document in prose format. Summary: Discussion about the risk of program closure at SUNY New Paltz and the pros and cons of staying or leaving the institution This metadata is provided to orient your extraction, not to constrain it. Extract entities and relationships freely from the document text itself; the metadata is descriptive context, not a checklist.",
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"submit_result": {
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}
},
{
"name": "ChatGPT: Sanity CMS overview",
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},
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},
{
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"source_description": "This is a technical document in prose format. Summary: A document discussing a MedianMaintainingHeap class for maintaining the median of a stream of data using two heaps This metadata is provided to orient your extraction, not to constrain it. Extract entities and relationships freely from the document text itself; the metadata is descriptive context, not a checklist.",
"submit_elapsed_s": 22.8,
"submit_result": {
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}
},
{
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"metadata": {
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}
},
{
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},
{
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},
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},
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"submit_result": {
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}
},
{
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},
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},
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},
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"source_description": "This is a technical document in code format. Summary: This document contains code for a wearable marquee display using Adafruit DotStar Matrix. This metadata is provided to orient your extraction, not to constrain it. Extract entities and relationships freely from the document text itself; the metadata is descriptive context, not a checklist.",
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"submit_result": {
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}
},
{
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},
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"source_description": "This is a educational document in prose format. Summary: This document is a course syllabus for an independent study in 3D modeling at New Paltz University in Fall 2023 This metadata is provided to orient your extraction, not to constrain it. Extract entities and relationships freely from the document text itself; the metadata is descriptive context, not a checklist.",
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}
}
]
}
experiments/cascade_reextract_sample.json
+61
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@@ -0,0 +1,61 @@
{
"metadata": {
"purpose": "E1 cascade re-extraction sample (n=10)",
"stratification": "density buckets + document subset",
"quartile_top": 19,
"quartile_bottom": 5,
"total_tier1_episodes": 250
},
"selected": [
{
"name": "Claude: Modern website redesign with portfolio and contact form",
"entities": 30,
"bucket": "high"
},
{
"name": "Claude: Preparing for dinner with Jim Agutter",
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"bucket": "high"
},
{
"name": "Claude: SUNY school closure risk and New Paltz",
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"bucket": "high"
},
{
"name": "ChatGPT: Sanity CMS overview",
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"bucket": "mid"
},
{
"name": "ChatGPT: Refactor Balance Logic.",
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"bucket": "mid"
},
{
"name": "Claude: Realtor requirements for home buying in New York",
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"bucket": "mid"
},
{
"name": "ChatGPT: Python __name__ Main Explanation",
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"bucket": "low"
},
{
"name": "ChatGPT: Push changes to repo",
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"bucket": "low"
},
{
"name": "Wearable Marquees uw4.pptx",
"entities": 13,
"bucket": "document"
},
{
"name": "Nic Oconnor Field Work F2023 Syllabus.docx",
"entities": 13,
"bucket": "document"
}
]
}
experiments/cascade_test_results.json
+736
View File
@@ -0,0 +1,736 @@
{
"experiment": "cascade_test",
"title": "Nodes-vs-Edges Cascade Experiment",
"started_at": "2026-04-28T05:13:36.125237+00:00",
"completed_at": "2026-04-28T05:24:53.344615+00:00",
"haiku_model": "claude-haiku-4-5-20251001",
"haiku_temperature": 0.0,
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"local_model": "mistral",
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"n_documents": 15,
"n_valid_pairs": 14,
"n_skipped": 1,
"total_elapsed_s": 677.2,
"totals": {
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"a_output_tokens": 18803,
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"a_cost_usd": 0.105,
"b_cost_usd": 0.0917,
"cost_delta_usd": -0.0133,
"cost_delta_pct": -12.66,
"note": "API cost only \u2014 local Mistral runtime on VPS not monetized"
},
"by_size_bucket": {
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"n": 5,
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},
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},
"large": {
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"output_delta_pct": -9.25,
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}
},
"results": [
{
"source": "02_2D Geometry.docx",
"size_bucket": "small",
"doc_chars_original": 188,
"doc_chars_sent": 188,
"truncated": false,
"condition_a": {
"input_tokens": 207,
"output_tokens": 718,
"latency_s": 3.21,
"entity_count": 10,
"edge_count": 21,
"stop_reason": "end_turn",
"response_text": "```json\n{\n \"entities\": [\n {\"name\": \"2D geometry\", \"type\": \"geometric concept\"},\n {\"name\": \"Curves\", \"type\": \"geometric element\"},\n {\"name\": \"lines\", \"type\": \"geometric element\"},\n {\"name\": \"Poly lines\", \"type\": \"geometric element\"},\n {\"name\": \"planar\", \"type\": \"geometric property\"},\n {\"name\": \"non-planar\", \"type\": \"geometric property\"},\n {\"name\": \"open\", \"type\": \"geometric property\"},\n {\"name\": \"closed\", \"type\": \"geometric property\"},\n {\"name\": \"complex forms\", \"type\": \"geometric concept\"},\n {\"name\": \"geometries\", \"type\": \"geometric concept\"}\n ],\n \"edges\": [\n {\"subject\": \"2D geometry\", \"predicate\": \"is comprised of\", \"object\": \"Curves\"},\n {\"subject\": \"2D geometry\", \"predicate\": \"is comprised of\", \"object\": \"lines\"},\n {\"subject\": \"2D geometry\", \"predicate\": \"is comprised of\", \"object\": \"Poly lines\"},\n {\"subject\": \"Curves\", \"predicate\": \"can be\", \"object\": \"planar\"},\n {\"subject\": \"Curves\", \"predicate\": \"can be\", \"object\": \"non-planar\"},\n {\"subject\": \"Curves\", \"predicate\": \"can be\", \"object\": \"open\"},\n {\"subject\": \"Curves\", \"predicate\": \"can be\", \"object\": \"closed\"},\n {\"subject\": \"lines\", \"predicate\": \"can be\", \"object\": \"planar\"},\n {\"subject\": \"lines\", \"predicate\": \"can be\", \"object\": \"non-planar\"},\n {\"subject\": \"lines\", \"predicate\": \"can be\", \"object\": \"open\"},\n {\"subject\": \"lines\", \"predicate\": \"can be\", \"object\": \"closed\"},\n {\"subject\": \"Poly lines\", \"predicate\": \"can be\", \"object\": \"planar\"},\n {\"subject\": \"Poly lines\", \"predicate\": \"can be\", \"object\": \"non-planar\"},\n {\"subject\": \"Poly lines\", \"predicate\": \"can be\", \"object\": \"open\"},\n {\"subject\": \"Poly lines\", \"predicate\": \"can be\", \"object\": \"closed\"},\n {\"subject\": \"Curves\", \"predicate\": \"are building blocks to produce\", \"object\": \"complex forms\"},\n {\"subject\": \"lines\", \"predicate\": \"are building blocks to produce\", \"object\": \"complex forms\"},\n {\"subject\": \"Poly lines\", \"predicate\": \"are building blocks to produce\", \"object\": \"complex forms\"},\n {\"subject\": \"Curves\", \"predicate\": \"are building blocks to produce\", \"object\": \"geometries\"},\n {\"subject\": \"lines\", \"predicate\": \"are building blocks to produce\", \"object\": \"geometries\"},\n {\"subject\": \"Poly lines\", \"predicate\": \"are building blocks to produce\", \"object\": \"geometries\"}\n ]\n}\n```",
"error": null
},
"condition_b": {
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"local_candidates": [
"BASICS",
"Curves",
"lines",
"Poly lines",
"Planar",
"non-planar",
"open",
"closed"
],
"local_raw": "{\n \"candidates\": [\"BASICS\", \"Curves\", \"lines\", \"Poly lines\", \"Planar\", \"non-planar\", \"open\", \"closed\"]\n}",
"api_input_tokens": 278,
"api_output_tokens": 735,
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"entity_count": 11,
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experiments/e16_joined_analysis.json
+332
View File
@@ -0,0 +1,332 @@
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"bucket": "high",
"delta_preds": 12,
"delta_edges": 31,
"prod_preds": 3,
"cascade_preds": 15
},
{
"name": "ChatGPT: Title: User request summary.",
"binary": "multi",
"score": 3,
"note": "this is agina is edu and prfoessional",
"bucket": "low",
"delta_preds": -1,
"delta_edges": -1,
"prod_preds": 3,
"cascade_preds": 2
},
{
"name": "University of North Texas Cover letter.pdf",
"binary": "multi",
"score": 3,
"note": "edu and professional, im applying for a job i forgot i applied for",
"bucket": "document",
"delta_preds": -2,
"delta_edges": -1,
"prod_preds": 10,
"cascade_preds": 8
},
{
"name": "ChatGPT: Resume formatting and review",
"binary": "multi",
"score": 3,
"note": "personal and professional, im trying to get anotehr job",
"bucket": "high",
"delta_preds": 1,
"delta_edges": 3,
"prod_preds": 8,
"cascade_preds": 9
},
{
"name": "Nic Oconnor Ind Study S2024 Syllabus.docx",
"binary": "single",
"score": 5,
"note": null,
"bucket": "document",
"delta_preds": 2,
"delta_edges": 1,
"prod_preds": 6,
"cascade_preds": 8
},
{
"name": "Claude: Lubbock on everything album lyrics",
"binary": "single",
"score": 5,
"note": "personal too tho",
"bucket": "high",
"delta_preds": -7,
"delta_edges": -12,
"prod_preds": 11,
"cascade_preds": 4
},
{
"name": "Claude: Bonding ASA 3D printed parts",
"binary": "multi",
"score": 3,
"note": "edu and professional",
"bucket": "mid",
"delta_preds": -1,
"delta_edges": 1,
"prod_preds": 5,
"cascade_preds": 4
},
{
"name": "ChatGPT: Respect Individual Interests for Christmas",
"binary": "single",
"score": 5,
"note": "personal to me not edu",
"bucket": "low",
"delta_preds": -2,
"delta_edges": -2,
"prod_preds": 3,
"cascade_preds": 1
},
{
"name": "Claude: Finding ideal rural housing near University of Utah",
"binary": "multi",
"score": 3,
"note": "personal too where do i live?",
"bucket": "high",
"delta_preds": -1,
"delta_edges": 2,
"prod_preds": 14,
"cascade_preds": 13
},
{
"name": "Claude: Law enforcement career options",
"binary": "multi",
"score": 3,
"note": "edu and perfessional, where do i work?",
"bucket": "high",
"delta_preds": 1,
"delta_edges": -2,
"prod_preds": 18,
"cascade_preds": 19
},
{
"name": "ChatGPT: Rectangle Edge Offset Algorithm",
"binary": "single",
"score": 5,
"note": "this is me asking for technical help",
"bucket": "low",
"delta_preds": 0,
"delta_edges": 3,
"prod_preds": 2,
"cascade_preds": 2
}
]
experiments/e16_purity_ratings.json
+216
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@@ -0,0 +1,216 @@
{
"ratings": [
{
"binary": "single",
"score": 5,
"note": null,
"name": "ChatGPT: Provide DXF file"
},
{
"binary": "single",
"score": 5,
"note": null,
"name": "Claude: Internship agreement writing help"
},
{
"binary": "multi",
"score": 3,
"note": "i would say that this is edu and prof",
"name": "Claude: Interview presentation research and preparation"
},
{
"binary": "single",
"score": 5,
"note": null,
"name": "Circuits II.pptx"
},
{
"binary": "single",
"score": 5,
"note": null,
"name": "ChatGPT: Scholarship Recommendation Letter Tips"
},
{
"binary": "single",
"score": 5,
"note": null,
"name": "ChatGPT: SEC coaches with OSU ties"
},
{
"binary": "single",
"score": 5,
"note": null,
"name": "ChatGPT: Tulsa Concept Album Guide"
},
{
"binary": "multi",
"score": 3,
"note": "edu and prof",
"name": "Claude: I filling out my annual report..."
},
{
"binary": "multi",
"score": 3,
"note": "edu and personal",
"name": "ChatGPT: Remington 700 5R Gen 1"
},
{
"binary": "multi",
"score": 3,
"note": "edu and prof and personal maybe depending on how you see a job search",
"name": "ChatGPT: Research Statement Restructure"
},
{
"binary": "multi",
"score": 2,
"note": "this is edu also prof but might also be personal becuase its work outside of my normal job",
"name": "Claude: SUNY faculty conflict of interest policies"
},
{
"binary": "single",
"score": 5,
"note": null,
"name": "Nic Oconnor Field Work F2023 Syllabus.pdf"
},
{
"binary": "multi",
"score": 3,
"note": "and application letter to an EDU job fits in two domains",
"name": "New Mexico Cover Letter.docx"
},
{
"binary": "single",
"score": 5,
"note": null,
"name": "ChatGPT: Testing Vector Alignment"
},
{
"binary": "single",
"score": 5,
"note": null,
"name": "ChatGPT: Sink Sprayer Fitting Name"
},
{
"binary": "multi",
"score": 3,
"note": "this could be both edu and professional",
"name": "Polar Coordinates.pptx"
},
{
"binary": "multi",
"score": 3,
"note": "this is the same its edu but part of my profession",
"name": "ChatGPT: Rhino 3D object flow"
},
{
"binary": "multi",
"score": 3,
"note": "technical but apersonal project",
"name": "Aaron AI: So, I've been working on the RNAI project, and the way I've ..."
},
{
"binary": "single",
"score": 5,
"note": "this is a technical question",
"name": "ChatGPT: Regex for inserting letters"
},
{
"binary": "multi",
"score": 3,
"note": "this to me is EDU and professional",
"name": "Claude: Evaluating tenure prospects at R1 universities"
},
{
"binary": "multi",
"score": 3,
"note": "this is agina is edu and prfoessional",
"name": "ChatGPT: Title: User request summary."
},
{
"binary": "multi",
"score": 3,
"note": "edu and professional, im applying for a job i forgot i applied for",
"name": "University of North Texas Cover letter.pdf"
},
{
"binary": "multi",
"score": 3,
"note": "personal and professional, im trying to get anotehr job",
"name": "ChatGPT: Resume formatting and review"
},
{
"binary": "single",
"score": 5,
"note": null,
"name": "Nic Oconnor Ind Study S2024 Syllabus.docx"
},
{
"binary": "single",
"score": 5,
"note": "personal too tho",
"name": "Claude: Lubbock on everything album lyrics"
},
{
"binary": "multi",
"score": 3,
"note": "edu and professional",
"name": "Claude: Bonding ASA 3D printed parts"
},
{
"binary": "single",
"score": 5,
"note": "personal to me not edu",
"name": "ChatGPT: Respect Individual Interests for Christmas"
},
{
"binary": "multi",
"score": 3,
"note": "personal too where do i live?",
"name": "Claude: Finding ideal rural housing near University of Utah"
},
{
"binary": "multi",
"score": 3,
"note": "edu and perfessional, where do i work?",
"name": "Claude: Law enforcement career options"
},
{
"binary": "single",
"score": 5,
"note": "this is me asking for technical help",
"name": "ChatGPT: Rectangle Edge Offset Algorithm"
}
],
"completed_names": [
"ChatGPT: Provide DXF file",
"Claude: Internship agreement writing help",
"Claude: Interview presentation research and preparation",
"Circuits II.pptx",
"ChatGPT: Scholarship Recommendation Letter Tips",
"ChatGPT: SEC coaches with OSU ties",
"ChatGPT: Tulsa Concept Album Guide",
"Claude: I filling out my annual report...",
"ChatGPT: Remington 700 5R Gen 1",
"ChatGPT: Research Statement Restructure",
"Claude: SUNY faculty conflict of interest policies",
"Nic Oconnor Field Work F2023 Syllabus.pdf",
"New Mexico Cover Letter.docx",
"ChatGPT: Testing Vector Alignment",
"ChatGPT: Sink Sprayer Fitting Name",
"Polar Coordinates.pptx",
"ChatGPT: Rhino 3D object flow",
"Aaron AI: So, I've been working on the RNAI project, and the way I've ...",
"ChatGPT: Regex for inserting letters",
"Claude: Evaluating tenure prospects at R1 universities",
"ChatGPT: Title: User request summary.",
"University of North Texas Cover letter.pdf",
"ChatGPT: Resume formatting and review",
"Nic Oconnor Ind Study S2024 Syllabus.docx",
"Claude: Lubbock on everything album lyrics",
"Claude: Bonding ASA 3D printed parts",
"ChatGPT: Respect Individual Interests for Christmas",
"Claude: Finding ideal rural housing near University of Utah",
"Claude: Law enforcement career options",
"ChatGPT: Rectangle Edge Offset Algorithm"
]
}
experiments/e1_8_ingest_log.txt
View File
experiments/e1_9_retroactive.json
+281
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{
"validation_rate": 48.148148148148145,
"correct": 13,
"total": 27,
"thresholds": {
"high": 0.7,
"low": 0.4
},
"results": [
{
"name": "Claude: Lubbock on everything album lyrics",
"subsample": "a",
"bucket": "high",
"frame_relationships": "The Songwriting frame is the primary focus of this content, with the Storytelling and Literary Analysis frames providing context and analysis for understanding Terry Allen's writing style.",
"coverage_score": 1.0,
"predicted_tier": "baseline",
"actual_best": "baseline",
"match": true
},
{
"name": "ChatGPT: Tulsa Concept Album Guide",
"subsample": "a",
"bucket": "high",
"frame_relationships": "The Personal_Narrative and Place_Exploration frames are intertwined, with the album being a personal account of the writer's experiences in Tulsa. The Autobiography frame is used to disguise the concept album as a traditional autobiography.",
"coverage_score": 1.0,
"predicted_tier": "baseline",
"actual_best": "taxfree",
"match": false
},
{
"name": "ChatGPT: Rhino 3D object flow",
"subsample": "a",
"bucket": "high",
"frame_relationships": "The philosophical concepts provide a framework for understanding and describing digital fabrication processes.",
"coverage_score": 1.0,
"predicted_tier": "baseline",
"actual_best": "baseline",
"match": true
},
{
"name": "Claude: SUNY faculty conflict of interest policies",
"subsample": "a",
"bucket": "mid",
"frame_relationships": "The document primarily discusses the SUNY conflict of interest policy for faculty members, focusing on outside work and consulting. The system-level policy and specific campus handbooks are provided as resources.",
"coverage_score": 1.0,
"predicted_tier": "baseline",
"actual_best": "baseline",
"match": true
},
{
"name": "Claude: Interview presentation research and preparation",
"subsample": "a",
"bucket": "mid",
"frame_relationships": "The Digital-Physical Interface frame centers the workflow between digital models and physical objects, while Emerging Technologies highlights the specific tools (AI, XR) used in this workflow.",
"coverage_score": 1.0,
"predicted_tier": "baseline",
"actual_best": "baseline",
"match": true
},
{
"name": "ChatGPT: Respect Individual Interests for Christmas",
"subsample": "a",
"bucket": "low",
"frame_relationships": "The frames of gift giving and interests/preferences are intertwined as the document discusses choosing gifts based on a recipient's unique hobbies and preferences during the holiday season.",
"coverage_score": 1.0,
"predicted_tier": "baseline",
"actual_best": "baseline",
"match": true
},
{
"name": "University of North Texas Cover letter.pdf",
"subsample": "a",
"bucket": "document",
"frame_relationships": "The 'Education' and 'Job Application' frames are the primary drivers of the document, with 'Artwork Creation' providing contextual details. The 'Academia' frame serves as a broader context for all other frames.",
"coverage_score": 1.0,
"predicted_tier": "baseline",
"actual_best": "taxfree",
"match": false
},
{
"name": "Claude: Finding ideal rural housing near University of Utah",
"subsample": "a",
"bucket": "high",
"frame_relationships": "The geographical location and community characteristics inform the housing and transportation options in each area.",
"coverage_score": 1.0,
"predicted_tier": "baseline",
"actual_best": "taxfree",
"match": false
},
{
"name": "ChatGPT: SEC coaches with OSU ties",
"subsample": "a",
"bucket": "high",
"frame_relationships": "",
"coverage_score": 0.0,
"predicted_tier": "taxfree",
"actual_best": "baseline",
"match": false
},
{
"name": "Claude: Bonding ASA 3D printed parts",
"subsample": "a",
"bucket": "mid",
"frame_relationships": "The frames 'Bonding' and 'Material_Selection' are active, with the latter providing context for the former by discussing suitable adhesives for bonding 3D printed parts.",
"coverage_score": 1.0,
"predicted_tier": "baseline",
"actual_best": "taxfree",
"match": false
},
{
"name": "ChatGPT: Title: User request summary.",
"subsample": "a",
"bucket": "low",
"frame_relationships": "The 'Event' frame is the main context, within which the 'Speech', 'Hosting', and 'Communication' frames are active.",
"coverage_score": 1.0,
"predicted_tier": "baseline",
"actual_best": "taxfree",
"match": false
},
{
"name": "ChatGPT: Scholarship Recommendation Letter Tips",
"subsample": "a",
"bucket": "low",
"frame_relationships": "The frames interact to provide a comprehensive assessment of the candidate's qualifications for a scholarship, focusing on both their academic and personal qualities.",
"coverage_score": 1.0,
"predicted_tier": "baseline",
"actual_best": "baseline",
"match": true
},
{
"name": "ChatGPT: Job application comparison",
"subsample": "b",
"bucket": "high",
"frame_relationships": "The frames interact by comparing the applicant's qualifications to the job requirements, peer deans' profiles, and the mission of the School of the Arts at Western.",
"coverage_score": 1.0,
"predicted_tier": "baseline",
"actual_best": "standard",
"match": false
},
{
"name": "ChatGPT: External review for tenure",
"subsample": "b",
"bucket": "high",
"frame_relationships": "The Tenure Review frame is the central and overarching context in which the other frames (Academic Evaluation, Peer Review) are activated.",
"coverage_score": 1.0,
"predicted_tier": "baseline",
"actual_best": "standard",
"match": false
},
{
"name": "Claude: University of Utah interview teaching example",
"subsample": "b",
"bucket": "high",
"frame_relationships": "The document discusses a university course, its curriculum, and related projects; these topics are interconnected as they all revolve around the teaching of computational design in a university setting.",
"coverage_score": 1.0,
"predicted_tier": "baseline",
"actual_best": "taxfree",
"match": false
},
{
"name": "ChatGPT: Starting Dropship Gun Business",
"subsample": "b",
"bucket": "high",
"frame_relationships": "The 'GunBusinessSetup' frame involves navigating multiple layers of compliance (FFL, zoning, and state/local laws) while building relationships with distributors and setting up an e-commerce platform.",
"coverage_score": 1.0,
"predicted_tier": "baseline",
"actual_best": "taxfree",
"match": false
},
{
"name": "ChatGPT: Analyze business plan",
"subsample": "b",
"bucket": "high",
"frame_relationships": "",
"coverage_score": 0.0,
"predicted_tier": "taxfree",
"actual_best": "taxfree",
"match": true
},
{
"name": "ChatGPT: Outdoor Layering Explained",
"subsample": "b",
"bucket": "mid",
"frame_relationships": "The frames interact by defining layers in an outdoor clothing system for managing sweat, insulation, and protection from weather conditions.",
"coverage_score": 1.0,
"predicted_tier": "baseline",
"actual_best": "taxfree",
"match": false
},
{
"name": "ChatGPT: Limits in Calculus.",
"subsample": "b",
"bucket": "mid",
"frame_relationships": "The 'Mathematics' and 'Calculus' frames are active. The 'Functions', 'Limits', and 'Calculus' frames are interconnected, as the document discusses the concept of limits in relation to functions within calculus.",
"coverage_score": 1.0,
"predicted_tier": "baseline",
"actual_best": "baseline",
"match": true
},
{
"name": "ChatGPT: Academic Program Director Role",
"subsample": "b",
"bucket": "mid",
"frame_relationships": "The 'academic program' frame underpins the entire document, with 'administration', 'faculty management', and 'student engagement' frames supporting it. The 'curriculum development' frame is a core function that intersects all other frames.",
"coverage_score": 1.0,
"predicted_tier": "baseline",
"actual_best": "taxfree",
"match": false
},
{
"name": "ChatGPT: Lonely Island Poop Skit",
"subsample": "b",
"bucket": "mid",
"frame_relationships": "The Music frame is used to deliver comedic content within the Humor frame.",
"coverage_score": 1.0,
"predicted_tier": "baseline",
"actual_best": "standard",
"match": false
},
{
"name": "ChatGPT: Parse Tidal playlist",
"subsample": "b",
"bucket": "mid",
"frame_relationships": "",
"coverage_score": 0.0,
"predicted_tier": "taxfree",
"actual_best": "taxfree",
"match": true
},
{
"name": "NO thesis proposal.pdf",
"subsample": "b",
"bucket": "document",
"frame_relationships": "The artist's career progression is intertwined with their identity and personal interests, shaping the subject matter and style of their product designs.",
"coverage_score": 1.0,
"predicted_tier": "baseline",
"actual_best": "baseline",
"match": true
},
{
"name": "PWM.pdf",
"subsample": "b",
"bucket": "document",
"frame_relationships": "The PWM and Analog to Digital Conversion frames are directly related as they both discuss the principles and applications of PWM in relation to analog-to-digital conversion, while the Arduino ADC frame provides specific context regarding the use of these concepts with an Arduino microcontroller.",
"coverage_score": 1.0,
"predicted_tier": "baseline",
"actual_best": "baseline",
"match": true
},
{
"name": "Will_It_Print.pdf",
"subsample": "b",
"bucket": "document",
"frame_relationships": "The document discusses the design and manufacturing of a part, focusing on its features, material removal, surface finish, support structures, overhangs, internal cavities, tolerances, and stress concentration.",
"coverage_score": 1.0,
"predicted_tier": "baseline",
"actual_best": "taxfree",
"match": false
},
{
"name": "Kim Kedem Ind Study F2025 Syllabus.docx",
"subsample": "b",
"bucket": "document",
"frame_relationships": "The Education frame serves as the context for the Project and Software Development frames, with the 3D Printing frame acting as a specific application of these skills.",
"coverage_score": 1.0,
"predicted_tier": "baseline",
"actual_best": "baseline",
"match": true
},
{
"name": "Aaron Nelson Graduate Transcript.pdf",
"subsample": "b",
"bucket": "document",
"frame_relationships": "",
"coverage_score": 0.0,
"predicted_tier": "taxfree",
"actual_best": "taxfree",
"match": true
}
]
}
experiments/e4_salience_pack.json
+104
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@@ -0,0 +1,104 @@
{
"episodes": [
{
"name": "Claude: Modern website redesign with portfolio and contact form",
"content": "[Claude conversation: Modern website redesign with portfolio and contact form]\n\nYou: Q: Want to take some time to browse, or keep moving?\nA: I'll browse those and come back \u2014 let's pause here\n\nClaude: Sounds good, Aaron. Take your time clicking through those \u2014 especially the Architecture & Design community page and the templates. Pay attention to what makes you stop scrolling. When you come back, we can map out your full site architecture, figure out the page structure for both the academic and consulting audiences, and spec out that contact form. Have fun browsing.\n\nYou: oh god so ive notice that a lot of artist websites look like this and I just assumed it was an aesthetic choice but now Im seeing that all the cargo stites look similar [Claude conversation: Modern website redesign with portfolio and contact form]\n\nYou: oh god so ive notice that a lot of artist websites look like this and I just assumed it was an aesthetic choice but now Im seeing that all the cargo stites look similar\n\nClaude: Ha \u2014 yeah, you just pulled back the curtain. That \"clean grid, minimal typography, lots of white space, project thumbnails in a masonry layout\" look that's everywhere in the creative professional world isn't really an aesthetic movement. It's Cargo's design system. Once you see it, you can't unsee it.\n\nThis is actually a real consideration for you, and I want to be honest about it rather than hand-wave it away. On one hand, there's a reason that look is everywhere \u2014 it works, it's legible, it puts the work front and center. On the other hand, you're a designer. If your website looks like every MFA grad's portfolio site, that says something you probably don't want it to say. Especially when you're trying to position yourself as someone who builds things, who leads a fabrication lab, who works at the intersection of computation and manufacturing. That identity is distinct from the gallery-artist-with-a-Cargo-site world.\n\nYou *can* customize Cargo significantly beyond the defau",
"category": "recent_conversation"
},
{
"name": "Claude: University of Utah interview teaching example",
"content": "[Claude conversation: University of Utah interview teaching example]\n\nYou: I guess the next class would be 2 d computational design. It's a programming for the arts course. We teach primarily in processing in Java.\n\nClaude: Got it \u2014 2D Computational Design, programming for the arts, primarily in Processing/Java. What's next?\n\nYou: We teach an advanced 3 d printing course This goes through advanced slicer stuff. We go through usage of the Stratasys equipment, both, FDM and PolyJet. The students also have the option of taking a, Stratasys certification the additive manufacturing certification at the end of the course. [Claude conversation: University of Utah interview teaching example]\n\nYou: Can we have one with just text only and I can let the PP AI designer have a try\n\nClaude: Here's V4 \u2014 completely plain. No colors, no shapes, no accent bars, no styled cards. Just text on white slides with all the speaker notes intact. PowerPoint Designer should have a field day with this. You've got both versions now \u2014 V3 with my styling if you prefer it, V4 plain for Designer to take a crack at. Upload the finished product whenever you're ready and I'll parse it.\n\nYou: Shit I forgot about this, does this count to something?:\n\nhttps://www.aaronmakingart.com/15-twitter-printer/ [Claude conversation: University of Utah interview teaching example]\n\nYou: Shit I forgot about this, does this count to something?:\n\nhttps://www.aaronmakingart.com/15-twitter-printer/\n\nClaude: Yeah, this counts. It counts in a few ways:\n\n**For the presentation prompt specifically** \u2014 this is a project that combines physical computing (Raspberry Pi, thermal printer, 3D printed housing), custom Python code interfacing with an API, and critical engagement with technology's social impact. It's a designed object that makes an invisible digital phenomenon physically present. That's exactly the kind of work that bridges the technical and the critical \u2014 which is where MDD lives.\n\n**For the room you're presenting to*",
"category": "recent_conversation"
},
{
"name": "Claude: Preparing for dinner with Jim Agutter",
"content": "[Claude conversation: Preparing for dinner with Jim Agutter]\n\nYou: I\u2019m meeting with Jim for dinner tonight what can you tell me about him\n\nClaude: Jim Agutter is the founder of the Division of Multi-Disciplinary Design (MDD) at the University of Utah and chairs the search committee for the position you're interviewing for. Here's what's worth knowing heading into dinner:\n\n**Background:** He built MDD from the ground up, so he's likely to have strong opinions about the program's identity and direction. As both founder and search committee chair, his read on you will carry significant weight.\n\n**Research angle:** His work sits at the intersection of information visualization and design \u2014 he's done notable research in healthcare data visualization and complex systems display. There's natural overlap with your computational design work, particularly around data-driven design processes.\n\n**Conversation hooks:** Given that he founded a multi-disciplinary program, he'll probably respond well to hearing how you built HVAMC from scratch \u2014 the parallels are obvious (equipment, policy, client engagement, program growth). That shared experience of building something from nothing is a strong connector.\n\n**What to watch for:** As the founder, he may be protective of MDD's culture and trajectory. Listen carefully for what he signals about the program's future direction and where he sees gaps. His questions will likely reveal what he thinks the program needs most.\n\nWant me to search for any recent publications or projects of his, or anything else that might be useful before tonight?\n\nYou: Yes do a thourough search [Claude conversation: Preparing for dinner with Jim Agutter]\n\nYou: Yes do a thourough search\n\nClaude: Let me dig into Jim Agutter's recent work and background thoroughly.Here's the full picture on Jim Agutter going into tonight:\n\n**Current roles (he wears a lot of hats):**\nHis current title is Senior Associate Dean of Faculty Success & Academic Innovation in the Office of",
"category": "recent_conversation"
},
{
"name": "Claude: Realtor requirements for home buying in New York",
"content": "[Claude conversation: Realtor requirements for home buying in New York]\n\nYou: do I need to have a realtor in ny state to buy a home?\n\nClaude: No, Aaron \u2014 it's perfectly legal in all 50 states to buy a house without using a real estate agent on your end, and New York is no exception. With the necessary due diligence, you can buy a house without a Realtor in New York.\n\nThat said, there's one important distinction for New York specifically: in New York, you must use a real estate attorney to assist with the paperwork and legal aspects of the transaction. This is different from many other states \u2014 NY is one of the states that requires attorney involvement in real estate closings. So while a realtor is optional, a real estate attorney is not.\n\nA few things worth keeping in mind as you're thinking about this up in the Hudson Valley area:\n\n**What a buyer's agent does for you** \u2014 they handle property searches, negotiate on your behalf, and guide you through co-op/condo board processes if applicable. Most home sellers have an agent working on their side of the deal, so it's smart to have someone on your side as a buyer too.\n\n**The cost question** \u2014 buying without an agent is rarely cheaper, as the commission your realtor would collect will likely just be collected by the seller's agent instead. That said, since the 2024 NAR settlement changes, commission structures are more negotiable and buyers may need to negotiate their agent's fee directly.\n\n**If you skip the agent** \u2014 you'll want to lean more heavily on your real estate attorney and be prepared to do your own comparable market analysis, negotiate directly with the seller's agent, and manage the inspection/appraisal timeline yourself.\n\nGiven that you're already in the area and presumably know the local market reasonably well, going without could be viable \u2014 but a good attorney is non-negotiable either way. Want me to dig into anything more specific, like first-time buyer programs in NY or what to look for in a real estat",
"category": "recent_conversation"
},
{
"name": "Claude: Memory",
"content": "[Claude memory \u2014 what Claude has learned about Aaron]\n\n- {'conversations_memory': '**Work context**\\n\\nAaron Nelson is an Associate Professor of Digital Design & Fabrication and Program Director and Lead Researcher for the Hudson Valley Additive Manufacturing Center (HVAMC) at SUNY New Paltz, a facility he built from the ground up since 2016. He oversees the DDF minor (~50 students), a hybrid graduate program stacked with undergraduates, and industry partnerships with companies including IBM, Braskem, Selux, Sono-Tek, JBT, and Usheco. Aaron is actively weighing whether to remain at SUNY New Paltz \u2014 which faces structural budget deficits and program vulnerability risks \u2014 or pursue a major career transition, with a University of Utah faculty opportunity and an independent consultancy as the leading alternatives.\\n\\n**Personal context**\\n\\nAaron grew up in Tulsa from 1989 to 2001 and has a strong emotional pull back to the city and the broader Oklahoma/Rocky Mountain region. He has a merle border collie named Bird. He is working on a concept album about Tulsa \u2014 modeled on Terry Allen\\'s *Lubbock (on Everything)* \u2014 framed as an autobiography disguised as a breakup album with the city, drawing on his experience as a mixed-race person who felt rejected by Tulsa. He also maintains a range of design and illustration side projects (graffiti lettering, vector art, historical restoration work) and has interest in advanced geometric calculations relevant to fabrication contexts.\\n\\n**Top of mind**\\n\\nAaron has an on-campus interview at the University of Utah\\'s Division of Multi-Disciplinary Design (MDD) scheduled for the third week of April 2026, and interview prep is his primary active focus \u2014 including a concrete teaching example built around his Advanced 3D Printing chocolate casting project (PolyJet printing \u2192 silicone mold-making \u2192 food-safe casting \u2192 packaging and branding), which best demonstrates innovation with mixed-skill, cross-disciplinary students. He is simultane",
"category": "recent_conversation"
},
{
"name": "ChatGPT: Website architecture options",
"content": "[Conversation: Website architecture options] Aaron: i want to make a modern webiste for a product with images, video, and e comerce integration. It should have aback end to be easily updateable by non technical staff once it is up in operation. What are the architectures or frameworks I should be looking at. ChatGPT: For what you\u2019re describing, you\u2019re basically choosing between a few big **architectural patterns**, and then some specific **framework + CMS + e-commerce** combos that fit your budget and tolerance for complexity. I\u2019ll lay this out like a menu so you can mix and match. --- ## 1. Start with the big picture: what \u201cshape\u201d of site? You want: - Modern front end (images, video, nice UX) - E-commerce - Non-technical staff can update content/products - Maintainable over time That leads to three common approaches: ### A. All-in-one hosted platform (least dev overhead) **Examples:** - **Shopify** (with a modern theme or custom front end) - **Squarespace** Commerce - **Wix** with e-commerce **Why pick this:** - Fastest to launch. - Non-technical staff can edit almost everything through the UI. - Payments, security, hosting managed for you. - Plenty of modern templates with video, sections, etc. **Trade-offs:** - Less control over custom interactions or weird layouts. - Developer work is mainly theme customization / apps, not full freedom. - Can get \u201cplugin soup\u201d if you bolt on too many apps. This is ideal if you want to focus on product and branding, not dev ops. --- ### B. Headless \u201cJamstack\u201d style (most flexible, very modern) **Concept:** - Front end built with a modern JS framework. - Back end is mostly **APIs**: headless CMS + headless e-commerce + media hosting. **Typical stack:** - **Front end framework**: - **Next.js** (React-based, great defaults, SEO friendly, hybrid static/server rendering) - Or **Nuxt** (Vue-based), **SvelteKit** (Svelte), **Remix** (React) - **CMS for non-technical editors**: - **Sanity**, **Contentful**, **Strapi**, **Prismic**, **Sto",
"category": "mid_conversation"
},
{
"name": "ChatGPT: Meat and longevity tips",
"content": "[Conversation: Meat and longevity tips] Aaron: What kind of meat do you eat for longevity ChatGPT: That\u2019s a great question \u2014 the short answer is: there\u2019s no one \u201cmagic meat\u201d that guarantees longevity. But research does suggest that *which* meats you eat, *how much*, *how often*, and *how* they\u2019re prepared all matter a lot for long-term health. Below is a summary of what the science currently suggests, plus practical tips. --- ## What the evidence says Here\u2019s a synthesis of what observational and epidemiological studies show (with the caveat that diet studies are inherently tricky to interpret). ### Meat types & longevity risks - **Red meat (beef, pork, lamb, etc.)** Many large long-term studies have found higher intake of red meat (especially *unprocessed* red meat) to be associated with modestly increased risk of total mortality, cardiovascular disease, and certain cancers. \ue200cite\ue202turn0search3\ue202turn0search9\ue202turn0search2\ue201 Processed red meats (bacon, sausage, deli meats, etc.) have even stronger associations with health risks. \ue200cite\ue202turn0search9\ue202turn0search10\ue202turn0search18\ue201 - **White meat / poultry / lean cuts** Some studies show neutral or even slightly beneficial associations for \u201cwhite\u201d meats (e.g. chicken, turkey) when compared to red meat. \ue200cite\ue202turn0search3\ue201 - **Fish / seafood** Fish is often considered one of the more favorable animal proteins for longevity, especially when it replaces red and processed meats. In dietary patterns tied to longevity, fish often plays a key role. \ue200cite\ue202turn0search17\ue202turn0search11\ue202turn0search30\ue201 - **Very low meat / plant-based diets** Some cohorts suggest that diets with *very low* meat intake (or entirely plant-based) are associated with lower mortality risk over decades. \ue200cite\ue202turn0search5\ue202turn0search7\ue202turn0search11\ue201 However, other research cautions that the data are mostly observational and subject to confounding factors (e.g. overall lifestyle, socioeconomic status, access to health care) so we can\u2019t conclude strong causality. \ue200",
"category": "mid_conversation"
},
{
"name": "ChatGPT: Funk and jazz list",
"content": "[Conversation: Funk and jazz list] Aaron: 100 funk and jazz you can include newer artists like meehand street band and vulfpeck i need a list to import into tunemy music ChatGPT: Awesome \u2014 you\u2019re looking for **100 tracks** blending **funk and jazz**, including **newer artists like Meenhan Street Band and Vulfpeck**. That\u2019s a killer combo! I\u2019ll break this into four batches of **25 songs** each so you can import them smoothly into TuneMyMusic. Here\u2019s the first batch of **25 funk and jazz-infused tracks**, mixing **classic and modern artists** to keep things fresh: --- ### \ud83c\udfb7 Funk & Jazz \u2013 Batch 1 of 4 1. Vulfpeck \u2013 **Dean Town** 2. The Mehan Street Band \u2013 **Midnight Morning** 3. Cory Wong \u2013 **Cosmic Sans** 4. Lettuce \u2013 **Phyllis** 5. Ghost-Note \u2013 **Swagism** 6. Snarky Puppy \u2013 **What About Me?** 7. Tower of Power \u2013 **Soul With a Capital \u2018S\u2019** 8. Average White Band \u2013 **Pick Up the Pieces** 9. Herbie Hancock \u2013 **Chameleon** 10. Maceo Parker \u2013 **Shake Everything You\u2019ve Got** 11. The New Mastersounds \u2013 **Your Love is Mine** 12. Stuff \u2013 **Foots** 13. Kamasi Washington \u2013 **Street Fighter Mas** 14. The Greyboy Allstars \u2013 **Still Waiting** 15. Prince \u2013 **Musicology** 16. Cory Henry \u2013 **Trade It All** 17. Parliament \u2013 **Give Up the Funk (Tear the Roof Off the Sucker)** 18. The JB\u2019s \u2013 **Pass the Peas** 19. Scary Pockets \u2013 **Ain\u2019t No Sunshine (feat. Kenton Chen)** 20. The Comet Is Coming \u2013 **Summon the Fire** 21. Roy Hargrove \u2013 **Strasbourg / St. Denis** 22. Soulive \u2013 **El Ron** 23. The Budos Band \u2013 **Up From the South** 24. Khruangbin \u2013 **Maria Tambi\u00e9n** 25. Tom Misch & Yussef Dayes \u2013 **What Kinda Music** --- Would you like the **next 25 tracks**? I\u2019ll continue with a similar energy and variety of classic & contemporary funk-jazz gems. Aaron: I want all 100 in a list that I can import into tune my music ChatGPT: Got it \u2014 here's a **single list of 100 funk and jazz tracks**, curated with a blend of **classic legends** and **new-wave artists** like Vulfpeck, Meenhan Street Band, Co",
"category": "mid_conversation"
},
{
"name": "ChatGPT: Variants for different SKUs",
"content": "[Conversation: Variants for different SKUs] Aaron: i am running into an issue that i don;t know how to solve, where it seems like i need to have two products 1 each for the 6 inch and 8 inch segments so they get different skus ChatGPT: Yeah, you\u2019ve basically hit the point where \u201ctwo SKUs, one visual product\u201d becomes a thing \ud83d\ude42 You **don\u2019t have to** create two totally separate products in Sanity/Next for the 6\" and 8\" segments. Instead, you can treat them as **variants of a single product**, each with its own SKU (and price, stock, etc.), while keeping them on **one PDP**. Here\u2019s how I\u2019d handle it in your current setup. --- ## Conceptual answer - Each **sellable thing with a different SKU** should be its own **variant**. - Variants live under one **parent product** (your \u201cSegment\u201d product). - On the site, the user chooses **6\" vs 8\"** from a dropdown, and you use the variant\u2019s SKU when: - sending to your cart / checkout - syncing with inventory - showing price, etc. So you have **one product document** in Sanity like \u201cMossy Segment\u201d and inside it: - Variant A: 6\" / SKU SEG-6IN - Variant B: 8\" / SKU SEG-8IN --- ## 1. Sanity schema: add variants In your `product` schema, you can add a `variants` array and a `productVariant` object: ```ts // schemas/productVariant.ts export default { name: 'productVariant', title: 'Variant', type: 'object', fields: [ { name: 'label', title: 'Label (e.g. 6 inch)', type: 'string', validation: (Rule) => Rule.required(), }, { name: 'lengthInches', title: 'Length (inches)', type: 'number', }, { name: 'sku', title: 'SKU', type: 'string', validation: (Rule) => Rule.required(), }, { name: 'price', title: 'Price', type: 'number', }, { name: 'etsyVariantId', title: 'Etsy Variant ID (optional)', type: 'string', }, ], }; ``` Then in your `product` schema: ```ts // schemas/product.ts export default { name: 'product', title: 'Product', type: 'document', fields: [ // ...existing fields: title, slug, image, kind, etc. { name: 'variants', title: 'Variant",
"category": "mid_conversation"
},
{
"name": "ChatGPT: Hip hop weed songs",
"content": "[Conversation: Hip hop weed songs] Aaron: hip hop songs about smoking weed ChatGPT: Nice! You're looking for hip-hop songs about smoking weed \u2014 a classic vibe with tons of iconic tracks. Here\u2019s a **25-song playlist** that blends classic stoner anthems, laid-back beats, and lyrical homages to cannabis culture across different eras of hip-hop: --- ### \ud83c\udf3f **Hip-Hop Weed Anthems \u2013 25 Tracks** \ud83c\udf3f 1. **Dr. Dre \u2013 \"The Next Episode\" (feat. Snoop Dogg)** 2. **Cypress Hill \u2013 \"Hits from the Bong\"** 3. **Wiz Khalifa \u2013 \"Still Blazin\"** 4. **Redman \u2013 \"How to Roll a Blunt\"** 5. **Curren$y \u2013 \"Mary\"** 6. **Devin the Dude \u2013 \"Doobie Ashtray\"** 7. **Bone Thugs-N-Harmony \u2013 \"Buddah Lovaz\"** 8. **Afroman \u2013 \"Because I Got High\"** 9. **Snoop Dogg \u2013 \"Smoke Weed Everyday\" (Outro of \"The Next Episode\")** 10. **Berner \u2013 \"20 Joints\"** 11. **Kid Cudi \u2013 \"Marijuana\"** 12. **Luniz \u2013 \"I Got 5 On It\"** 13. **Method Man & Redman \u2013 \"How High\"** 14. **Ty Dolla $ign \u2013 \"Love U Better\" (feat. Lil Wayne & The-Dream) [weed vibes]** 15. **ScHoolboy Q \u2013 \"Druggys Wit Hoes Again\" (feat. Ab-Soul)** 16. **Juicy J \u2013 \"Smokin' Rollin'\" (feat. Pimp C)** 17. **Flatbush Zombies \u2013 \"Palm Trees\"** 18. **Mac Miller \u2013 \"The Star Room\"** 19. **Freddie Gibbs & Madlib \u2013 \"High\" (feat. Danny Brown)** 20. **Rick Ross \u2013 \"Super High\" (feat. Ne-Yo)** 21. **Outkast \u2013 \"Crumblin' Erb\"** 22. **Joey Bada$$ \u2013 \"Paper Trail$\" [vibe fit, not directly weed-themed]** 23. **Action Bronson \u2013 \"The Rockers\" (feat. Wiz Khalifa)** 24. **Smoke DZA \u2013 \"Personal Party\" (feat. Curren$y)** 25. **Do or Die \u2013 \"Po Pimp\" (feat. Twista & Johnny P)** --- ### Want more? If you\u2019re vibing with this list, I can roll out another batch of 25 tracks \u2014 whether you want more chill beats, trap-heavy weed anthems, or a deeper dive into underground stoner rap. Just say the word \ud83c\udf2c\ufe0f\ud83d\udca8 Would you like a Part 2? Aaron: part 2 ChatGPT: Love it \u2014 let\u2019s keep the rotation going! \ud83c\udf3f\ud83d\udd25 Here's **Part 2** of your hip-hop weed anthem playlist \u2014 another **25 tracks** for those laid-back, cloudy ",
"category": "mid_conversation"
},
{
"name": "ChatGPT: Anvil Jeep with Wheels",
"content": "[Conversation: Anvil Jeep with Wheels] Aaron: a anvil coloered jeep jl with white wagon style wheels ChatGPT: Picture a Jeep JL with an anvil gray paint job, giving it a sleek yet rugged look. The matte finish exudes strength and durability, perfectly matching the vehicle's off-road capabilities. The Jeep is outfitted with distinctive white wagon-style wheels that pop against the darker body, offering a nostalgic yet modern contrast. The classic design of the wheels gives a vintage touch, while the Jeep's boxy, muscular stance remains thoroughly contemporary. The vehicle stands ready for adventure, blending both style and function in a unique way. Would you like me to generate an image based on this description? Aaron: yes ChatGPT: { \"size\": \"1024x1024\", \"prompt\": \"A Jeep JL with an anvil gray paint job, featuring a matte finish for a rugged look. The Jeep has distinctive white wagon-style wheels that offer a nostalgic contrast against the darker body. The vehicle has a boxy and muscular stance, evoking a sense of strength and adventure, blending modern design with a touch of vintage style.\" } ChatGPT: Here are the images of the Jeep JL with an anvil gray finish and white wagon-style wheels, blending a modern rugged look with a vintage touch. Let me know if you'd like any adjustments! Aaron: the actual sheels shoudl be white ChatGPT: { \"size\": \"1024x1024\", \"prompt\": \"A Jeep JL with an anvil gray paint job, featuring a matte finish for a rugged look. The Jeep has pure white wagon-style wheels that stand out sharply against the darker body, giving a strong contrast. The vehicle maintains its boxy and muscular stance, exuding both modern design and vintage styling with these distinctive white wheels. The scene emphasizes the combination of strength, adventure, and nostalgic style.\" } ChatGPT: Here are the updated images of the Jeep JL, now featuring the pure white wagon-style wheels that stand out against the anvil gray body. Let me know if there's anything else you'd ",
"category": "early_conversation"
},
{
"name": "ChatGPT: Octopus Beer Line Art",
"content": "[Conversation: Octopus Beer Line Art] Aaron: black and white vector line art of an octopus drinking a beer ChatGPT: { \"prompt\": \"A detailed black and white vector line art of an octopus drinking a beer. The octopus has intricate, swirling tentacles, some of which are holding a pint glass filled with beer. The scene is playful, with bubbles rising from the beer and a relaxed expression on the octopus' face. The octopus should have textured skin with fine linework to show detail, and the beer glass should have a frothy head. The image should have a clean, minimalistic design, with precise lines and a modern feel, suitable for a tattoo or illustration.\", \"size\": \"1024x1024\" } ChatGPT: Here are two different black and white vector line art designs of an octopus drinking a beer. If you'd like any adjustments or have more specific preferences, feel free to let me know! Aaron: Too busy ChatGPT: { \"prompt\": \"A simplified black and white vector line art of an octopus drinking a beer. The design should focus on minimalistic, clean lines with fewer details, making the composition less busy. The octopus can have smooth, flowing tentacles, and only one tentacle should hold a pint glass of beer. The beer glass should have a subtle frothy head, and the octopus should have a relaxed expression. Keep the linework thin and uncluttered, with a modern and simple style, suitable for a minimalist illustration or logo.\", \"size\": \"1024x1024\" } ChatGPT: Here are two simplified, minimalist designs of an octopus drinking a beer. Let me know if you'd like further adjustments! Aaron: too simple ChatGPT: { \"prompt\": \"A balanced black and white vector line art of an octopus drinking a beer. The design should have more detail than minimalistic styles but still maintain a clean, organized look. The octopus should have a few gracefully swirling tentacles, with one tentacle holding a pint glass with a frothy head. The octopus should have some light texturing on its skin, with thin, consistent lines, ",
"category": "early_conversation"
},
{
"name": "ChatGPT: Monty Python's Moving On",
"content": "[Conversation: Monty Python's Moving On] Aaron: did monty python ever do sketches about moving on ChatGPT: Yes, Monty Python, the British comedy group, created sketches that explored the theme of moving on or moving forward in various contexts. Here are a few examples: 1. The Dead Parrot Sketch: In this famous sketch, a customer played by John Cleese tries to return a dead parrot to a pet shop. Despite the obvious fact that the parrot is deceased, the shopkeeper played by Michael Palin insists that it's simply resting or pining for the fjords. The sketch humorously highlights the frustrations of trying to move on from a faulty purchase or resolve a problem with stubbornness. 2. The Ministry of Silly Walks: This sketch features John Cleese as a civil servant who works in the Ministry of Silly Walks. The premise revolves around absurdly exaggerated and impractical walking styles. Although not explicitly about moving on, it satirizes bureaucracy and the rigid adherence to outdated traditions, hinting at the need to move forward and embrace change. 3. The Lumberjack Song: In this musical sketch, Michael Palin plays a rugged lumberjack who confesses that he wants to be a woman and wear women's clothing. The song humorously depicts his desire for change and moving on from his current profession to pursue a more unconventional path. 4. The Argument Clinic: This sketch portrays a customer, played by Michael Palin, seeking an argument at an argument clinic. John Cleese, who portrays the employee, engages in a series of illogical and infuriating exchanges, making it difficult for the customer to move forward or make progress in their argument. The sketch pokes fun at the futile nature of certain discussions and the challenges of resolving conflicts. These sketches and others created by Monty Python often incorporated themes of absurdity, social commentary, and the struggles of navigating everyday situations, including the desire to move on or deal with obstacles in comedic wa",
"category": "early_conversation"
},
{
"name": "ChatGPT: Generate Female Brunette Image",
"content": "[Conversation: Generate Female Brunette Image] Aaron: I am going to upload an image, please generate an image of a mate, preference for female brunette ChatGPT: {\"prompt\":\"Generate a photorealistic portrait of a white brunette woman in her 30s, matching the level of attractiveness and style of the provided image. She should have a neutral to slight smile expression and a simple indoor background similar to the original setting.\",\"size\":\"512x512\",\"n\":1} ChatGPT: Here\u2019s an AI-generated portrait of a female brunette, roughly the same age and attractiveness level, set in a similar design-focused environment. I matched the lighting and background aesthetic to complement the original image you provided. Aaron: I am going to upload an image, please generate an image of a mate, preference for male brunette ChatGPT: {\"prompt\":\"A close-up portrait of a Caucasian man in his late 20s to early 30s with dark brown hair, neatly styled. He wears a casual button-up shirt and smiles gently at the camera. The setting is a design studio with a 3D printer and architectural models in the background. Soft, diffused lighting highlights his features, and the focus is sharp on his face, matching the style and warmth of the provided reference image.\"} ChatGPT: Here\u2019s an AI-generated portrait featuring a male brunette of a similar age and style, seated in a design studio environment to match the aesthetic of your original image. I\u2019ve aimed to reflect comparable lighting, attire, and background elements so that the two images complement each other. Aaron: make him bald and asian ChatGPT: {\"prompt\":\"Transform the referenced portrait by making the man bald with Asian facial features, while retaining the same professional setting, clothing, and lighting.\",\"size\":\"1024x1024\",\"n\":1,\"referenced_image_ids\":[\"15b170bc-0716-49a9-b3dc-619c3f69394f\"]} ChatGPT: Here\u2019s an edited version of the portrait: a bald, Asian male in the same design studio setting. I framed him with comparable lighting, attire, and ",
"category": "early_conversation"
},
{
"name": "ChatGPT: New chat",
"content": "[Conversation: New chat] Aaron: python script for grasshoper that explode text ChatGPT: Certainly! Here's an example of a Python script for Grasshopper that explodes text: ```python import rhinoscriptsyntax as rs def explode_text(text): curves = [] objects = rs.ExplodeText(text) if objects: for obj in objects: if rs.IsCurve(obj): curves.append(obj) else: rs.DeleteObject(obj) return curves # Define the text to explode text = \"Hello Grasshopper!\" # Call the function to explode the text result = explode_text(text) # Print the result if result: for curve in result: print(\"Exploded curve:\", curve) else: print(\"No curves were created.\") ``` Make sure you have the Rhinoscript library (`rhinoscriptsyntax`) installed in your Grasshopper Python environment. In this script, the `explode_text` function takes a text string as input and uses the `rs.ExplodeText` function from the Aaron: i want to wrrite a compoent in python for grasshoper that explodes text ChatGPT: Certainly! Here's an example of a Python component for Grasshopper that explodes text: ```python import rhinoscriptsyntax as rs import Grasshopper.Kernel.Parameters as gkparams import Grasshopper.Kernel.Types as gtktypes class ExplodeTextComponent(GhPython.Assemblies.PythonComponent): def __new__(cls): instance = super(ExplodeTextComponent, cls).__new__(cls) instance.curve_output = gkparams.Param_Curve() return instance def get_ComponentGuid(self): return System.Guid(\"GUID-HERE\") def get_ComponentName(self): return \"Explode Text\" def get_ComponentIcon(self): return None def register_InputParams(self, pManager): pManager.AddTextParameter(\"Text\", \"T\", \"Text to explode\", gkparams.Param_Required) def register_OutputParams(self, pManager): pManager.AddParameter(self.curve_output, \"Curves\", \"C\", \"Exploded curves\", gkparams.Param_Output) def solve_Instance(self, DA): text = DA.GetData(0) curves = self.explode_text(text) DA.SetDataList(0, curves) def explode_text(self, text): curves = [] objects = rs.ExplodeText(text) if obje",
"category": "early_conversation"
},
{
"name": "Bosch Ind Study SP2022 Syllabus.docx",
"content": "Independent Study Industrial Design Client Branding ARS - 495 3 Credit Hours Spring 2022 \u2013 M \u2013 R 3:15pm \u2013 5:00pm Aaron Nelson EIH 103 \u2013 HVAMC Office Hours: M-R 10am \u2013 12pm nelsona@newpaltz.edu This Independent Study will be focused on 3D design branding for visual identity. The student will combine all the skills gained through the DDF program to build a project from the inspiration phase to the completed branding product. Tools and skills used during the project will include use of additive and subtractive fabrication equipment, and assessment of materials. Student Learning Outcomes: Student will synthesize and apply skills that have been built from DDF course to create a completed project with finished parts. Students who participate in the project will: Demonstrate their understanding of the basic concepts, vocabulary, and semantics of design. Identify and analyze for correct materials choice and usage Utilize manufacturing knowledge to generate cost/pricing evaluations for market determination Develop and understanding of client\u2019s visual language and synthesize into compelling 3D design Texts Simplified Complexity by Giancarlo De Marco Algorithms Aided Design by Arturo Tedeschi Grading & Attendance Students will be graded based on the rubric below: Homework will be due at the end of the next class period, unless otherwise specified. Due dates will be given in class. To be considered complete homework must be submitted as follows: Completed files uploaded to Blackboard BEFORE the start of class in which it is due. Files must be your own work. Uploading files sourced whole from the internet or created by anyone other than you will be reported as an academic integrity violation. Files should be formatted as instructed, deviations from naming and format will be counted as points off. Files should include comments and attributions of borrowed code for full points. Late assignments result in 10% deducted per day the assignment is late (ex. if you submitted one day lat",
"category": "document"
},
{
"name": "Mod02_Industries_and_Applications.pdf",
"content": "INDUSTRIES & APPLICATIONS USING STRATASYS 3D PRINTING Module 2 2 STRATASYS / A GLOBAL LEADER IN APPLIED ADDITIVE TECHNOLOGY SOLUTIONS Learning Objectives: \u2022 Identify 6 key industries leading in additive manufacturing using Stratasys technology. \u2022 Define the benefits and use cases for rapid prototyping, tooling and production parts. \u2022 Identify key FDM printing applications, their value and companies benefiting in the Aerospace Industry, Automotive Industry, Consumer Goods business, Healthcare: Medical and Dental \u2022 Describe the types of tools, printing solution and needs that 3D printing aides and tools have to general manufacturing (fabrication and assembly, health and safety, quality control, workflow) across industries. \u2022 Define Digital Manufacturing applications of Sandcasting, jigs and fixtures, EOAT, blow molding, End-use-parts, Silicone molding, Injection Molding and liquid silicone rubber parts. MODULE 2: INDUSTRIES & APPLICATIONS USING STRATASYS 3 STRATASYS / A GLOBAL LEADER IN APPLIED ADDITIVE TECHNOLOGY SOLUTIONS Additional Resources: \u2022 Embedded Videos \u2022 ACTIVITY Tooling Mini Challenge MODULE 3: INDUSTRIES & APPLICATIONS USING STRATASYS 4 STRATASYS / A GLOBAL LEADER IN APPLIED ADDITIVE TECHNOLOGY SOLUTIONS WHAT MATTERS MORE? OR 5 STRATASYS / A GLOBAL LEADER IN APPLIED ADDITIVE TECHNOLOGY SOLUTIONS https://www.youtube.com/watch?v=K11MWto9tKk INDUSTRIES & APPLICATIONS SHAPING OUR WORLD 6 STRATASYS / A GLOBAL LEADER IN APPLIED ADDITIVE TECHNOLOGY SOLUTIONS INDUSTRIES ManufacturingAerospace Automotive Consumer Products Healthcare 7 AEROSPACE 8 STRATASYS / A GLOBAL LEADER IN APPLIED ADDITIVE TECHNOLOGY SOLUTIONS SHAPING MANUFACTURING & SUPPLY CHAIN IN AEROSPACE APPLICATION VALUE WHO \u2022 Wind tunnel testing \u2022 Carbon fiber layups \u2022 Surrogate parts \u2022 Tooling for composite aero-structures \u2022 Production parts including interior cabin parts \u2022 Lighter weight parts \u2022 Advanced functionality \u2022 Improved fly-to-buy ratio \u2022 Increased supply chain efficiency with reduced invento",
"category": "document"
},
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"name": "CAA Workshop.pdf",
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