Request settings
{
"model": "qwen/qwen3.5-9b",
"temperature": 0,
"seed": 42,
"max_tokens": 16384,
"reasoning": {
"enabled": true
},
"provider": {
"order": [
"Darkbloom"
],
"allow_fallbacks": false
}
}Inside One Agent Run
Every message that passed between a harness and a small model while it answered one question, with notes on why each part is there.
The questionThe fuel-servicing checklist TO 00-25-172CL-5 points to one technical order for handling ESDS items. In that order, how far from the wire should the dry heat source be held when shrinking polyethylene tubing?
- Answer
- four to five inches, correct
- Model
- Qwen3.5-9B, 4-bit (fp4), Darkbloom through OpenRouter
- Configuration
- Grep Token Reduction + Thinking
- Work
- 8 model turns, 9 tool calls
- Tokens
- 41,948 input, 1,599 output
- Cost and time
- $0.0035, 179 seconds
Grep Token Reduction + Thinking has the highest median on the validation questions, 18 of 20 across 3 runs. On the test questions its median is 8 of 20, and the BM25 agent has the highest, 9 of 20. We captured this run on 3 November 2026 with fresh model calls, to record the full requests and replies, so it is not one of those three scored runs, and it ran on the earlier 222-page corpus of 68 files. The scores above are on the shared 531 pages, where this question was correct every time, using 4, 4 and 4 turns. One request hit a provider error (HTTP 522) and was retried; the model never saw that.
Question requires two hops
The checklist never mentions tubing, and the second file is named only inside the checklist. The model has to read one file, learn a name from it, and go and search another file. A single retrieval pass over the question’s words is unlikely to make that jump.
- Harness builds a requestSettings, tools and every message so far.
- Model repliesReasoning, then tool calls or a final answer.
- Harness runs the toolsPlain code, which adds hints and counts.
- Results join the messagesNext request holds them, until the model submits.
Run takes eight turns
Bars show input tokens per turn, which is the whole request resent. Input falls at turn 3, when the harness removes the catalogue. Select a turn to jump to it.
1Read checklistMissed line 88: read stopped at line 805,3922Searched three patternsMissed line 88: hint counted “ESDS” on 4 lines6,7883Searched “ESDS” aloneFound line 88: first hop done3,9084Read pages 2 to 9Wasted a turn: file has pages 0, 1 and 24,1675Searched second fileFound line 71: page 1 holds the procedure4,9776Read page 1Found line 77: second hop done5,1857Searched answer wordingWasted a turn: line 77 already read5,6448Submitted answerPassed quote check: both quotes in their files5,887
Every request resends everything
The API keeps no memory between calls. Each turn sends the settings, the system message, the tool definitions and the entire conversation again. The blocks below open every request.
Harness promptModel reasoningModel tool callTool resultHarness additionsAnswer evidence
System message
System message · <role>
<role> You answer questions about a document collection. You cannot see the files except through the tools. Every fact in your answer must come from a line you have read with a tool. </role>
System message · <catalogue>
<catalogue> path | title | language | pages cuad/ABILITYINC_06_15_2020-EX-4.25-SERVICES AGREEMENT.md | ABILITYINC_06_15_2020-EX-4.25-SERVICES AGREEMENT | english | 2 pages cuad/ADAPTIMMUNETHERAPEUTICSPLC_04_06_2017-EX-10.11-STRATEGIC ALLIANCE AGREEMENT.md | ADAPTIMMUNETHERAPEUTICSPLC_04_06_2017-EX-10.11-STRATEGIC ALLIANCE AGREEMENT | english | 5 pages cuad/AIRTECHINTERNATIONALGROUPINC_05_08_2000-EX-10.4-FRANCHISE AGREEMENT.md | AIRTECHINTERNATIONALGROUPINC_05_08_2000-EX-10.4-FRANCHISE AGREEMENT | english | 1 pages cuad/AimmuneTherapeuticsInc_20200205_8-K_EX-10.3_11967170_EX-10.3_Development Agreement.md | AimmuneTherapeuticsInc_20200205_8-K_EX-10.3_11967170_EX-10.3_Development Agreement | english | 1 pages cuad/ArcaUsTreasuryFund_20200207_N-2_EX-99.K5_11971930_EX-99.K5_Development Agreement.md | ArcaUsTreasuryFund_20200207_N-2_EX-99.K5_11971930_EX-99.K5_Development Agreement | english | 1 pages cuad/Array BioPharma Inc. - LICENSE, DEVELOPMENT AND COMMERCIALIZATION AGREEMENT.md | Array BioPharma Inc. - LICENSE, DEVELOPMENT AND COMMERCIALIZATION AGREEMENT | english | 1 pages cuad/CERES,INC_01_25_2012-EX-10.20-Collaboration Agreement.md | CERES,INC_01_25_2012-EX-10.20-Collaboration Agreement | english | 2 pages cuad/CreditcardscomInc_20070810_S-1_EX-10.33_362297_EX-10.33_Affiliate Agreement.md | CreditcardscomInc_20070810_S-1_EX-10.33_362297_EX-10.33_Affiliate Agreement | english | 1 pages cuad/GRANTIERRAENERGYINC_05_07_2012-EX-10.6-TRANSPORTATION CONTRACT.md | GRANTIERRAENERGYINC_05_07_2012-EX-10.6-TRANSPORTATION CONTRACT | english | 2 pages cuad/INTRICONCORP_03_10_2009-EX-10.22-Strategic Alliance Agreement.md | INTRICONCORP_03_10_2009-EX-10.22-Strategic Alliance Agreement | english | 1 pages cuad/InmodeLtd_20190729_F-1A_EX-10.9_11743243_EX-10.9_Manufacturing Agreement.md | InmodeLtd_20190729_F-1A_EX-10.9_11743243_EX-10.9_Manufacturing Agreement | english | 1 pages cuad/KitovPharmaLtd_20190326_20-F_EX-4.15_11584449_EX-4.15_Manufacturing Agreement.md | KitovPharmaLtd_20190326_20-F_EX-4.15_11584449_EX-4.15_Manufacturing Agreement | english | 1 pages cuad/LOGANSROADHOUSEINC_03_27_1998-EX-10.17-SPONSORSHIP AGREEMENT.md | LOGANSROADHOUSEINC_03_27_1998-EX-10.17-SPONSORSHIP AGREEMENT | english | 1 pages cuad/MOELIS_CO_03_24_2014-EX-10.19-STRATEGIC ALLIANCE AGREEMENT.md | MOELIS_CO_03_24_2014-EX-10.19-STRATEGIC ALLIANCE AGREEMENT | english | 1 pages cuad/Magenta Therapeutics, Inc. - Master Development and Manufacturing Agreement.md | Magenta Therapeutics, Inc. - Master Development and Manufacturing Agreement | english | 1 pages cuad/Microgenics Corporation - Collaborative Development and Commercialization Agreement.md | Microgenics Corporation - Collaborative Development and Commercialization Agreement | english | 1 pages cuad/NICELTD_06_26_2003-EX-4.5-OUTSOURCING AGREEMENT.md | NICELTD_06_26_2003-EX-4.5-OUTSOURCING AGREEMENT | english | 2 pages cuad/ParatekPharmaceuticalsInc_20170505_10-KA_EX-10.29_10323872_EX-10.29_Outsourcing Agreement.md | ParatekPharmaceuticalsInc_20170505_10-KA_EX-10.29_10323872_EX-10.29_Outsourcing Agreement | english | 1 pages cuad/Principal Life Insurance Company - Broker Dealer Marketing and Servicing Agreement .md | Principal Life Insurance Company - Broker Dealer Marketing and Servicing Agreement | english | 1 pages cuad/REWALKROBOTICSLTD_07_10_2014-EX-10.2-STRATEGIC ALLIANCE AGREEMENT.md | REWALKROBOTICSLTD_07_10_2014-EX-10.2-STRATEGIC ALLIANCE AGREEMENT | english | 2 pages cuad/SEASPINEHOLDINGSCORP_10_10_2018-EX-10.1-SUPPLY AGREEMENT.md | SEASPINEHOLDINGSCORP_10_10_2018-EX-10.1-SUPPLY AGREEMENT | english | 1 pages cuad/SFGFINANCIALCORP_05_12_2009-EX-10.1-SOFTWARE LICENSE AND MAINTENANCE AGREEMENT.md | SFGFINANCIALCORP_05_12_2009-EX-10.1-SOFTWARE LICENSE AND MAINTENANCE AGREEMENT | english | 1 pages cuad/TodosMedicalLtd_20190328_20-F_EX-4.10_11587157_EX-4.10_Marketing Agreement_ Reseller Agreement.md | TodosMedicalLtd_20190328_20-F_EX-4.10_11587157_EX-4.10_Marketing Agreement_ Reseller Agreement | english | 2 pages cuad/TomOnlineInc_20060501_20-F_EX-4.46_749700_EX-4.46_Co-Branding Agreement.md | TomOnlineInc_20060501_20-F_EX-4.46_749700_EX-4.46_Co-Branding Agreement | english | 1 pages cuad/ULTRAGENYXPHARMACEUTICALINC_12_23_2013-EX-10.9-SUPPLY AGREEMENT.md | ULTRAGENYXPHARMACEUTICALINC_12_23_2013-EX-10.9-SUPPLY AGREEMENT | english | 7 pages cuad/USASYNTHETICFUELCORP_10_21_2010-EX-10.10-STRATEGIC ALLIANCE AGREEMENT.md | USASYNTHETICFUELCORP_10_21_2010-EX-10.10-STRATEGIC ALLIANCE AGREEMENT | english | 1 pages cuad/VAXCYTE,INC_05_22_2020-EX-10.19-SUPPLY AGREEMENT.md | VAXCYTE,INC_05_22_2020-EX-10.19-SUPPLY AGREEMENT | english | 1 pages cuad/XpresspaGroupInc_20190401_10-K_EX-10.28_11599457_EX-10.28_Marketing Agreement.md | XpresspaGroupInc_20190401_10-K_EX-10.28_11599457_EX-10.28_Marketing Agreement | english | 1 pages cuad/ZogenixInc_20190509_10-Q_EX-10.2_11663313_EX-10.2_Distributor Agreement.md | ZogenixInc_20190509_10-Q_EX-10.2_11663313_EX-10.2_Distributor Agreement | english | 1 pages vidore-energy/document_travail_61_reduction_ges_renovations_septembre2022_0.md | document_travail_61_reduction_ges_renovations_septembre2022_0 | french | 1 pages vidore-energy/effets_de_lisolation_thermique_des_logements_sur_la_consommation_reele_denergie_residentielle.md | effets_de_lisolation_thermique_des_logements_sur_la_consommation_reele_denergie_residentielle | french | 2 pages vidore-energy/listefour_janvier_2016.md | listefour_janvier_2016 | french | 2 pages vidore-energy/programmation_pluriannuelle_de_lenergie_20200422.md | programmation_pluriannuelle_de_lenergie_20200422 | french | 2 pages vidore-energy/rapport_onre_mars2022.md | rapport_onre_mars2022 | french | 4 pages vidore-energy/statistiques_sdes_datalab_essentiel_381_prix_gaz_naturel_2024_juillet2025.md | statistiques_sdes_datalab_essentiel_381_prix_gaz_naturel_2024_juillet2025 | french | 1 pages vidore-finance_fr/christian_dior_2023.md | christian_dior_2023 | french | 8 pages vidore-finance_fr/lvmh_2023.md | lvmh_2023 | french | 4 pages vidore-hr/annual_report_on_intra-eu_labour_mobility-KE0125029ENN.md | annual_report_on_intra-eu_labour_mobility-KE0125029ENN | english | 2 pages vidore-hr/employment_and_social_developments_in_europe_2024-KEBD24002ENN.md | employment_and_social_developments_in_europe_2024-KEBD24002ENN | english | 1 pages vidore-hr/estimating_labour_market_transitions_and_skills_investment-KE0125066ENN.md | estimating_labour_market_transitions_and_skills_investment-KE0125066ENN | english | 1 pages vidore-hr/labour_market_and_wage_developments_in_europe-KEBN24001ENN.md | labour_market_and_wage_developments_in_europe-KEBN24001ENN | english | 5 pages vidore-hr/posting_of_workers-KE0224850ENN.md | posting_of_workers-KE0224850ENN | english | 1 pages vidore-hr/undeclared_care_work_in_the_eu-TJ0125004ENN.md | undeclared_care_work_in_the_eu-TJ0125004ENN | english | 1 pages vidore-industrial/TO_00-25-172CL-1.md | TO_00-25-172CL-1 | english | 1 pages vidore-industrial/TO_00-25-172CL-3.md | TO_00-25-172CL-3 | english | 1 pages vidore-industrial/TO_00-25-172CL-4.md | TO_00-25-172CL-4 | english | 1 pages vidore-industrial/TO_00-25-172CL-5.md | TO_00-25-172CL-5 | english | 3 pages vidore-industrial/TO_00-25-234.md | TO_00-25-234 | english | 2 pages vidore-industrial/TO_00-25-259.md | TO_00-25-259 | english | 2 pages vidore-industrial/TO_1-1-700.md | TO_1-1-700 | english | 1 pages xl-docbench/doc_000068.md | Report of the International Narcotics Control Board for 2023 | english | 5 pages xl-docbench/doc_000116.md | 麻管局关于国际管制药物供应情况的2022年年度报告补编 | chinese | 4 pages xl-docbench/doc_000177.md | Bank Secrecy Act (BSA)/Anti-Money Laundering (AML) Examination Manual (2010) | english | 1 pages xl-docbench/doc_000206.md | Microsoft Word - 2021 FFIEC BSA-AML Exam Manual -NOVEMBER Updates | english | 5 pages xl-docbench/doc_000254.md | تقرير الهيئة الدولية لمراقبة المخدرات 2022 | arabic | 6 pages xl-docbench/doc_000300.md | 国际麻醉品管制局2022年报告 | chinese | 1 pages xl-docbench/doc_000309.md | Дополнение к годовому докладу Комитета за 2022 год о наличии контролируемых на международном уровне веществ | russian | 1 pages xl-docbench/doc_000328.md | 2014 FFIEC Bank Secrecy Act/Anti-Money Laundering Examination Manual | english | 5 pages xl-docbench/doc_000001.md | Annual Report and Accounts 2022/23 | english | 10 pages xl-docbench/doc_000158.md | HEC 26 Culvert Design for Aquatic Organism Passage | english | 10 pages xl-docbench/doc_000100.md | 2019 OCC Annual Report | english | 10 pages xl-docbench/doc_000168.md | D S Mirsky History Of Russian Literature Comprising | english | 10 pages xl-docbench/doc_000266.md | The Biological bulletin | english | 10 pages xl-docbench/doc_000143.md | HYDRAULIC CHARTS FOR THE SELECTION OF HIGHWAY CULVERTS | english | 11 pages xl-docbench/doc_000219.md | The FATF Recommendations | english | 10 pages xl-docbench/doc_000067.md | Laboratory biosecurity guidance | english | 11 pages xl-docbench/doc_000278.md | The Cambridge Companion to Dante | english | 10 pages xl-docbench/doc_000274.md | Global Financial Stability Report, October 2024; Steadying the Course: Uncertainty, Artificial Intelligence, a | english | 11 pages </catalogue>
System message · <file_format>
<file_format> Each file is Markdown converted from selected pages of a document. A <!-- page N --> line marks the start of a page. Files hold only some pages of the original, so a page number printed in a table of contents is not a line number and is not a page marker. Use search or outline to find line numbers. </file_format>
System message · <collection>
<collection> Files come from these sources, shown by the first part of the path: - cuad/: commercial contracts filed as US SEC exhibits. Clauses are numbered. Governing law reads "governed by" or "laws of". A restriction may be worded "exclusive", "shall not" or "compete" without using the word in the question. - vidore-*/: European and French reports on energy, finance, employment and industry. French reports need French terms. - xl-docbench/: long public reports, standards and books. A question often names the document or a section by its title. </collection>
System message · <reply_economy>
<reply_economy> Each reply resends the whole conversation, so fewer replies cost less. Send every call you can already foresee in one reply: several searches together, then several reads together. To read several pages of a file, make one read call with pages=[2, 3, 4]. Do not read pages one at a time. </reply_economy>
System message · <procedure>
<procedure> 1. Choose files from the catalogue by title. When the question names a document, work inside that file only. 2. Search short terms of one to three words, written as the document would write them. A document in another language needs search terms in that language; translate names and technical terms before searching. 3. When the question names a section, call outline, then read that section. 4. Read around every useful hit. A matching line is rarely the whole answer. 5. When the question has several parts or names several sections or documents, read each one before answering. 6. When the question asks which documents match, search two or three phrasings with mode="count", then check every candidate file. Stopping at the first hit misses the others. 7. When the question asks whether something exists, a related but different thing does not count. Search several wordings, read the likely clauses, then answer "No, ..." if it is absent. 8. Stop calling tools once you can support the answer, then reply with the final JSON. </procedure>
System message · <final_answer>
<final_answer>
Reply with only this JSON object:
{"answer": "<short answer in the document's exact wording>",
"files": ["<path from the catalogue>"],
"found": "yes" | "no" | "not_found",
"evidence": [{"file": "<path>", "line": <number>, "quote": "<words copied exactly from that line>"}]}
- "files" lists every file that supports the answer. A question asking which documents match lists every match.
- "found" is "yes" when you found the answer or the thing asked about exists, "no" when the documents show it does not
exist, and "not_found" when you searched thoroughly and the documents do not contain the answer.
- "evidence" holds one short quote for each part of the answer.
</final_answer>Tool definitions
Tool definition · search
{
"type": "function",
"function": {
"name": "search",
"description": "Search every file with ripgrep, ignoring case. Returns matching lines grouped by file, each with its line number and page. mode='count' returns only the number of matching lines per file, which is the way to enumerate every file that mentions a term. Short terms of one to three words find more than long phrases.",
"parameters": {
"type": "object",
"properties": {
"pattern": {
"type": "string",
"description": "Regular expression. Use | for alternatives: 'gaz B|gas B'."
},
"file": {
"type": "string",
"description": "Search only this file path from the catalogue. Omit to search all."
},
"mode": {
"type": "string",
"enum": [
"lines",
"count"
],
"description": "Default 'lines'."
}
},
"required": [
"pattern"
]
}
}
}Tool definition · outline
{
"type": "function",
"function": {
"name": "outline",
"description": "List the headings and page starts of one file with their line numbers, to locate a named section.",
"parameters": {
"type": "object",
"properties": {
"path": {
"type": "string"
}
},
"required": [
"path"
]
}
}
}Tool definition · read
{
"type": "function",
"function": {
"name": "read",
"description": "Read one file by line range (default 80 lines), one whole page, or several pages in one call. Line numbers come from search or outline, never from a printed table of contents.",
"parameters": {
"type": "object",
"properties": {
"path": {
"type": "string"
},
"start_line": {
"type": "integer"
},
"line_count": {
"type": "integer"
},
"page": {
"type": "integer",
"description": "A number from a <!-- page N --> marker. Replaces start_line."
},
"pages": {
"type": "array",
"items": {
"type": "integer"
},
"description": "Several numbers from <!-- page N --> markers, read together in one call."
}
},
"required": [
"path"
]
}
}
}Tool definition · final_answer
{
"type": "function",
"function": {
"name": "final_answer",
"description": "Submit the answer once the lines you have read support it. This ends the search.",
"parameters": {
"type": "object",
"properties": {
"answer": {
"type": "string",
"description": "Short answer in the document's exact wording."
},
"files": {
"type": "array",
"items": {
"type": "string"
},
"description": "Catalogue paths supporting the answer."
},
"found": {
"type": "string",
"enum": [
"yes",
"no",
"not_found"
]
},
"evidence": {
"type": "array",
"items": {
"type": "object",
"properties": {
"file": {
"type": "string"
},
"line": {
"type": "integer"
},
"quote": {
"type": "string"
}
}
}
}
},
"required": [
"answer",
"files",
"found"
]
}
}
}User message
User message
Question: The fuel-servicing checklist TO 00-25-172CL-5 points to one technical order for handling ESDS items. In that order, how far from the wire should the dry heat source be held when shrinking polyethylene tubing?
Template renders one string
The JSON above is an API format. The model reads one long string, built by its chat template. Three things change. Tool definitions move into the system message, ahead of our prompt. Tool results arrive as user messages. The string ends with an open <think> tag, which is what starts the reasoning.
Turn 1 request, rendered
<|im_start|>system
# Tools
You have access to the following functions:
<tools>
{"type": "function", "function": {"name": "search", "description": "Search every file with ripgrep, ignoring case. Returns matching lines grouped by file, each with its line number and page. mode='count' returns only the number of matching lines per file, which is the way to enumerate every file that mentions a term. Short terms of one to three words find more than long phrases.", "parameters": {"type": "object", "properties": {"pattern": {"type": "string", "description": "Regular expression. Use | for alternatives: 'gaz B|gas B'."}, "file": {"type": "string", "description": "Search only this file path from the catalogue. Omit to search all."}, "mode": {"type": "string", "enum": ["lines", "count"], "description": "Default 'lines'."}}, "required": ["pattern"]}}}
{"type": "function", "function": {"name": "outline", "description": "List the headings and page starts of one file with their line numbers, to locate a named section.", "parameters": {"type": "object", "properties": {"path": {"type": "string"}}, "required": ["path"]}}}
{"type": "function", "function": {"name": "read", "description": "Read one file by line range (default 80 lines), one whole page, or several pages in one call. Line numbers come from search or outline, never from a printed table of contents.", "parameters": {"type": "object", "properties": {"path": {"type": "string"}, "start_line": {"type": "integer"}, "line_count": {"type": "integer"}, "page": {"type": "integer", "description": "A number from a <!-- page N --> marker. Replaces start_line."}, "pages": {"type": "array", "items": {"type": "integer"}, "description": "Several numbers from <!-- page N --> markers, read together in one call."}}, "required": ["path"]}}}
{"type": "function", "function": {"name": "final_answer", "description": "Submit the answer once the lines you have read support it. This ends the search.", "parameters": {"type": "object", "properties": {"answer": {"type": "string", "description": "Short answer in the document's exact wording."}, "files": {"type": "array", "items": {"type": "string"}, "description": "Catalogue paths supporting the answer."}, "found": {"type": "string", "enum": ["yes", "no", "not_found"]}, "evidence": {"type": "array", "items": {"type": "object", "properties": {"file": {"type": "string"}, "line": {"type": "integer"}, "quote": {"type": "string"}}}}}, "required": ["answer", "files", "found"]}}}
</tools>
If you choose to call a function ONLY reply in the following format with NO suffix:
<tool_call>
<function=example_function_name>
<parameter=example_parameter_1>
value_1
</parameter>
<parameter=example_parameter_2>
This is the value for the second parameter
that can span
multiple lines
</parameter>
</function>
</tool_call>
<IMPORTANT>
Reminder:
- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags
- Required parameters MUST be specified
- You may provide optional reasoning for your function call in natural language BEFORE the function call, but NOT after
- If there is no function call available, answer the question like normal with your current knowledge and do not tell the user about function calls
</IMPORTANT>
<role>
You answer questions about a document collection. You cannot see the files except through the tools. Every fact in your
answer must come from a line you have read with a tool.
</role>
<catalogue>
path | title | language | pages
cuad/ABILITYINC_06_15_2020-EX-4.25-SERVICES AGREEMENT.md | ABILITYINC_06_15_2020-EX-4.25-SERVICES AGREEMENT | english | 2 pages
cuad/ADAPTIMMUNETHERAPEUTICSPLC_04_06_2017-EX-10.11-STRATEGIC ALLIANCE AGREEMENT.md | ADAPTIMMUNETHERAPEUTICSPLC_04_06_2017-EX-10.11-STRATEGIC ALLIANCE AGREEMENT | english | 5 pages
cuad/AIRTECHINTERNATIONALGROUPINC_05_08_2000-EX-10.4-FRANCHISE AGREEMENT.md | AIRTECHINTERNATIONALGROUPINC_05_08_2000-EX-10.4-FRANCHISE AGREEMENT | english | 1 pages
cuad/AimmuneTherapeuticsInc_20200205_8-K_EX-10.3_11967170_EX-10.3_Development Agreement.md | AimmuneTherapeuticsInc_20200205_8-K_EX-10.3_11967170_EX-10.3_Development Agreement | english | 1 pages
cuad/ArcaUsTreasuryFund_20200207_N-2_EX-99.K5_11971930_EX-99.K5_Development Agreement.md | ArcaUsTreasuryFund_20200207_N-2_EX-99.K5_11971930_EX-99.K5_Development Agreement | english | 1 pages
cuad/Array BioPharma Inc. - LICENSE, DEVELOPMENT AND COMMERCIALIZATION AGREEMENT.md | Array BioPharma Inc. - LICENSE, DEVELOPMENT AND COMMERCIALIZATION AGREEMENT | english | 1 pages
cuad/CERES,INC_01_25_2012-EX-10.20-Collaboration Agreement.md | CERES,INC_01_25_2012-EX-10.20-Collaboration Agreement | english | 2 pages
cuad/CreditcardscomInc_20070810_S-1_EX-10.33_362297_EX-10.33_Affiliate Agreement.md | CreditcardscomInc_20070810_S-1_EX-10.33_362297_EX-10.33_Affiliate Agreement | english | 1 pages
cuad/GRANTIERRAENERGYINC_05_07_2012-EX-10.6-TRANSPORTATION CONTRACT.md | GRANTIERRAENERGYINC_05_07_2012-EX-10.6-TRANSPORTATION CONTRACT | english | 2 pages
cuad/INTRICONCORP_03_10_2009-EX-10.22-Strategic Alliance Agreement.md | INTRICONCORP_03_10_2009-EX-10.22-Strategic Alliance Agreement | english | 1 pages
cuad/InmodeLtd_20190729_F-1A_EX-10.9_11743243_EX-10.9_Manufacturing Agreement.md | InmodeLtd_20190729_F-1A_EX-10.9_11743243_EX-10.9_Manufacturing Agreement | english | 1 pages
cuad/KitovPharmaLtd_20190326_20-F_EX-4.15_11584449_EX-4.15_Manufacturing Agreement.md | KitovPharmaLtd_20190326_20-F_EX-4.15_11584449_EX-4.15_Manufacturing Agreement | english | 1 pages
cuad/LOGANSROADHOUSEINC_03_27_1998-EX-10.17-SPONSORSHIP AGREEMENT.md | LOGANSROADHOUSEINC_03_27_1998-EX-10.17-SPONSORSHIP AGREEMENT | english | 1 pages
cuad/MOELIS_CO_03_24_2014-EX-10.19-STRATEGIC ALLIANCE AGREEMENT.md | MOELIS_CO_03_24_2014-EX-10.19-STRATEGIC ALLIANCE AGREEMENT | english | 1 pages
cuad/Magenta Therapeutics, Inc. - Master Development and Manufacturing Agreement.md | Magenta Therapeutics, Inc. - Master Development and Manufacturing Agreement | english | 1 pages
cuad/Microgenics Corporation - Collaborative Development and Commercialization Agreement.md | Microgenics Corporation - Collaborative Development and Commercialization Agreement | english | 1 pages
cuad/NICELTD_06_26_2003-EX-4.5-OUTSOURCING AGREEMENT.md | NICELTD_06_26_2003-EX-4.5-OUTSOURCING AGREEMENT | english | 2 pages
cuad/ParatekPharmaceuticalsInc_20170505_10-KA_EX-10.29_10323872_EX-10.29_Outsourcing Agreement.md | ParatekPharmaceuticalsInc_20170505_10-KA_EX-10.29_10323872_EX-10.29_Outsourcing Agreement | english | 1 pages
cuad/Principal Life Insurance Company - Broker Dealer Marketing and Servicing Agreement .md | Principal Life Insurance Company - Broker Dealer Marketing and Servicing Agreement | english | 1 pages
cuad/REWALKROBOTICSLTD_07_10_2014-EX-10.2-STRATEGIC ALLIANCE AGREEMENT.md | REWALKROBOTICSLTD_07_10_2014-EX-10.2-STRATEGIC ALLIANCE AGREEMENT | english | 2 pages
cuad/SEASPINEHOLDINGSCORP_10_10_2018-EX-10.1-SUPPLY AGREEMENT.md | SEASPINEHOLDINGSCORP_10_10_2018-EX-10.1-SUPPLY AGREEMENT | english | 1 pages
cuad/SFGFINANCIALCORP_05_12_2009-EX-10.1-SOFTWARE LICENSE AND MAINTENANCE AGREEMENT.md | SFGFINANCIALCORP_05_12_2009-EX-10.1-SOFTWARE LICENSE AND MAINTENANCE AGREEMENT | english | 1 pages
cuad/TodosMedicalLtd_20190328_20-F_EX-4.10_11587157_EX-4.10_Marketing Agreement_ Reseller Agreement.md | TodosMedicalLtd_20190328_20-F_EX-4.10_11587157_EX-4.10_Marketing Agreement_ Reseller Agreement | english | 2 pages
cuad/TomOnlineInc_20060501_20-F_EX-4.46_749700_EX-4.46_Co-Branding Agreement.md | TomOnlineInc_20060501_20-F_EX-4.46_749700_EX-4.46_Co-Branding Agreement | english | 1 pages
cuad/ULTRAGENYXPHARMACEUTICALINC_12_23_2013-EX-10.9-SUPPLY AGREEMENT.md | ULTRAGENYXPHARMACEUTICALINC_12_23_2013-EX-10.9-SUPPLY AGREEMENT | english | 7 pages
cuad/USASYNTHETICFUELCORP_10_21_2010-EX-10.10-STRATEGIC ALLIANCE AGREEMENT.md | USASYNTHETICFUELCORP_10_21_2010-EX-10.10-STRATEGIC ALLIANCE AGREEMENT | english | 1 pages
cuad/VAXCYTE,INC_05_22_2020-EX-10.19-SUPPLY AGREEMENT.md | VAXCYTE,INC_05_22_2020-EX-10.19-SUPPLY AGREEMENT | english | 1 pages
cuad/XpresspaGroupInc_20190401_10-K_EX-10.28_11599457_EX-10.28_Marketing Agreement.md | XpresspaGroupInc_20190401_10-K_EX-10.28_11599457_EX-10.28_Marketing Agreement | english | 1 pages
cuad/ZogenixInc_20190509_10-Q_EX-10.2_11663313_EX-10.2_Distributor Agreement.md | ZogenixInc_20190509_10-Q_EX-10.2_11663313_EX-10.2_Distributor Agreement | english | 1 pages
vidore-energy/document_travail_61_reduction_ges_renovations_septembre2022_0.md | document_travail_61_reduction_ges_renovations_septembre2022_0 | french | 1 pages
vidore-energy/effets_de_lisolation_thermique_des_logements_sur_la_consommation_reele_denergie_residentielle.md | effets_de_lisolation_thermique_des_logements_sur_la_consommation_reele_denergie_residentielle | french | 2 pages
vidore-energy/listefour_janvier_2016.md | listefour_janvier_2016 | french | 2 pages
vidore-energy/programmation_pluriannuelle_de_lenergie_20200422.md | programmation_pluriannuelle_de_lenergie_20200422 | french | 2 pages
vidore-energy/rapport_onre_mars2022.md | rapport_onre_mars2022 | french | 4 pages
vidore-energy/statistiques_sdes_datalab_essentiel_381_prix_gaz_naturel_2024_juillet2025.md | statistiques_sdes_datalab_essentiel_381_prix_gaz_naturel_2024_juillet2025 | french | 1 pages
vidore-finance_fr/christian_dior_2023.md | christian_dior_2023 | french | 8 pages
vidore-finance_fr/lvmh_2023.md | lvmh_2023 | french | 4 pages
vidore-hr/annual_report_on_intra-eu_labour_mobility-KE0125029ENN.md | annual_report_on_intra-eu_labour_mobility-KE0125029ENN | english | 2 pages
vidore-hr/employment_and_social_developments_in_europe_2024-KEBD24002ENN.md | employment_and_social_developments_in_europe_2024-KEBD24002ENN | english | 1 pages
vidore-hr/estimating_labour_market_transitions_and_skills_investment-KE0125066ENN.md | estimating_labour_market_transitions_and_skills_investment-KE0125066ENN | english | 1 pages
vidore-hr/labour_market_and_wage_developments_in_europe-KEBN24001ENN.md | labour_market_and_wage_developments_in_europe-KEBN24001ENN | english | 5 pages
vidore-hr/posting_of_workers-KE0224850ENN.md | posting_of_workers-KE0224850ENN | english | 1 pages
vidore-hr/undeclared_care_work_in_the_eu-TJ0125004ENN.md | undeclared_care_work_in_the_eu-TJ0125004ENN | english | 1 pages
vidore-industrial/TO_00-25-172CL-1.md | TO_00-25-172CL-1 | english | 1 pages
vidore-industrial/TO_00-25-172CL-3.md | TO_00-25-172CL-3 | english | 1 pages
vidore-industrial/TO_00-25-172CL-4.md | TO_00-25-172CL-4 | english | 1 pages
vidore-industrial/TO_00-25-172CL-5.md | TO_00-25-172CL-5 | english | 3 pages
vidore-industrial/TO_00-25-234.md | TO_00-25-234 | english | 2 pages
vidore-industrial/TO_00-25-259.md | TO_00-25-259 | english | 2 pages
vidore-industrial/TO_1-1-700.md | TO_1-1-700 | english | 1 pages
xl-docbench/doc_000068.md | Report of the International Narcotics Control Board for 2023 | english | 5 pages
xl-docbench/doc_000116.md | 麻管局关于国际管制药物供应情况的2022年年度报告补编 | chinese | 4 pages
xl-docbench/doc_000177.md | Bank Secrecy Act (BSA)/Anti-Money Laundering (AML) Examination Manual (2010) | english | 1 pages
xl-docbench/doc_000206.md | Microsoft Word - 2021 FFIEC BSA-AML Exam Manual -NOVEMBER Updates | english | 5 pages
xl-docbench/doc_000254.md | تقرير الهيئة الدولية لمراقبة المخدرات 2022 | arabic | 6 pages
xl-docbench/doc_000300.md | 国际麻醉品管制局2022年报告 | chinese | 1 pages
xl-docbench/doc_000309.md | Дополнение к годовому докладу Комитета за 2022 год о наличии контролируемых на международном уровне веществ | russian | 1 pages
xl-docbench/doc_000328.md | 2014 FFIEC Bank Secrecy Act/Anti-Money Laundering Examination Manual | english | 5 pages
xl-docbench/doc_000001.md | Annual Report and Accounts 2022/23 | english | 10 pages
xl-docbench/doc_000158.md | HEC 26 Culvert Design for Aquatic Organism Passage | english | 10 pages
xl-docbench/doc_000100.md | 2019 OCC Annual Report | english | 10 pages
xl-docbench/doc_000168.md | D S Mirsky History Of Russian Literature Comprising | english | 10 pages
xl-docbench/doc_000266.md | The Biological bulletin | english | 10 pages
xl-docbench/doc_000143.md | HYDRAULIC CHARTS FOR THE SELECTION OF HIGHWAY CULVERTS | english | 11 pages
xl-docbench/doc_000219.md | The FATF Recommendations | english | 10 pages
xl-docbench/doc_000067.md | Laboratory biosecurity guidance | english | 11 pages
xl-docbench/doc_000278.md | The Cambridge Companion to Dante | english | 10 pages
xl-docbench/doc_000274.md | Global Financial Stability Report, October 2024; Steadying the Course: Uncertainty, Artificial Intelligence, a | english | 11 pages
</catalogue>
<file_format>
Each file is Markdown converted from selected pages of a document. A <!-- page N --> line marks the start of a page.
Files hold only some pages of the original, so a page number printed in a table of contents is not a line number and
is not a page marker. Use search or outline to find line numbers.
</file_format>
<collection>
Files come from these sources, shown by the first part of the path:
- cuad/: commercial contracts filed as US SEC exhibits. Clauses are numbered. Governing law reads "governed by" or "laws
of". A restriction may be worded "exclusive", "shall not" or "compete" without using the word in the question.
- vidore-*/: European and French reports on energy, finance, employment and industry. French reports need French terms.
- xl-docbench/: long public reports, standards and books. A question often names the document or a section by its title.
</collection>
<reply_economy>
Each reply resends the whole conversation, so fewer replies cost less. Send every call you can already foresee in one
reply: several searches together, then several reads together. To read several pages of a file, make one read call with
pages=[2, 3, 4]. Do not read pages one at a time.
</reply_economy>
<procedure>
1. Choose files from the catalogue by title. When the question names a document, work inside that file only.
2. Search short terms of one to three words, written as the document would write them. A document in another language
needs search terms in that language; translate names and technical terms before searching.
3. When the question names a section, call outline, then read that section.
4. Read around every useful hit. A matching line is rarely the whole answer.
5. When the question has several parts or names several sections or documents, read each one before answering.
6. When the question asks which documents match, search two or three phrasings with mode="count", then check every
candidate file. Stopping at the first hit misses the others.
7. When the question asks whether something exists, a related but different thing does not count. Search several
wordings, read the likely clauses, then answer "No, ..." if it is absent.
8. Stop calling tools once you can support the answer, then reply with the final JSON.
</procedure>
<final_answer>
Reply with only this JSON object:
{"answer": "<short answer in the document's exact wording>",
"files": ["<path from the catalogue>"],
"found": "yes" | "no" | "not_found",
"evidence": [{"file": "<path>", "line": <number>, "quote": "<words copied exactly from that line>"}]}
- "files" lists every file that supports the answer. A question asking which documents match lists every match.
- "found" is "yes" when you found the answer or the thing asked about exists, "no" when the documents show it does not
exist, and "not_found" when you searched thoroughly and the documents do not contain the answer.
- "evidence" holds one short quote for each part of the answer.
</final_answer><|im_end|>
<|im_start|>user
Question: The fuel-servicing checklist TO 00-25-172CL-5 points to one technical order for handling ESDS items. In that order, how far from the wire should the dry heat source be held when shrinking polyethylene tubing?<|im_end|>
<|im_start|>assistant
<think>
End of the turn 8 request, rendered
<|im_start|>assistant <think> </think> <tool_call> <function=search> <parameter=file> vidore-industrial/TO_00-25-234.md </parameter> <parameter=mode> lines </parameter> <parameter=pattern> four.*five|5.*inches|inches.*away </parameter> </function> </tool_call><|im_end|> <|im_start|>user <tool_response> 1 matching lines in 1 files. <file path="vidore-industrial/TO_00-25-234.md" matching_lines="1"> 77 [page 1]: b. Use a hot-air gun (Figure 4-56) as a heat source. Hold the heat source four to five inches away from the wire, and apply a heat of 275 °F to 300 °F (135 °C to 149 °C) for approximately 30 seconds. Rotate the wire while applying the heat, so that the heat is evenly distributed. </file> <progress calls_used="9" calls_limit="20"/> </tool_response><|im_end|> <|im_start|>assistant <think>
Transcript shows each turn
Each turn shows only what is new: the model’s reply, then the tool results the harness adds. The next request holds all of it, apart from the reasoning. Amber note heads mark waste or error.
Turn 1
Read checklist
Missed line 88: read stopped at line 80
5,392 input · 180 output · 135 of those reasoning · request holds 2 messages
Model reasoning · returned once, never resent
The user is asking about a specific technical order (TO 00-25-172CL-5) that references handling ESDS (Electrostatic Discharge Sensitive) items, specifically about how far from the wire a dry heat source should be held when shrinking polyethylene tubing. Let me first look at the catalogue to find the relevant file. I can see there's a file called "vidore-industrial/TO_00-25-172CL-5.md" which matches the document name in the question. Let me search for information about ESDS items and polyethylene tubing in this file.
Model tool call
read({
"path": "vidore-industrial/TO_00-25-172CL-5.md"
})Tool result · run by the harness, sent on turn 2
vidore-industrial/TO_00-25-172CL-5.md lines 1-80 of 100, pages 0-2 1: <!-- page 0 --> 2: # **TO 00-25-172CL-5** 3: 4: |AFTO|Air Force Technical Order| 5: |---|---| 6: |AFSC|Air Force Specialty Code| 7: |CSO|Chief/Concurrent Servicing Operations| 8: |CSS|Chief Servicing Supervisor| 9: |DLA|Defense Logistics Agency| 10: |DoD|Department of Defense| 11: |ESDS|Electrostatic Discharge Sensitive| 12: |ETIMS|Enhanced Technical Information Manage-<br>ment System| 13: |FSC|Fuel Service Center| 14: |FSSZ|Fuel Servicing Safety Zone| 15: |HAS|Hardened Aircraft Shelters| 16: |HCI|Hardness Critical Items| 17: |HF|High Frequency| 18: |HSV|Hydrant Servicing Vehicle| 19: |ICT|Integrated Combat Turnaround| 20: |NAOC|National Airborne Operation Center| 21: |NFPA|National Fire Protection Association| 22: |PAS|Protective Aircraft Shelters| 23: |PN|Part Number| 24: |PSI|Pound-force per Square Inch| 25: |PTO|Power Takeoff| 26: |SPR|Single Point Receptacle| 27: |TCTO|Time Compliance Technical Order| 28: |TO|Technical Order| 29: |USAF|United States Air Force| 30: 31: 32: 33: # 4 <u>RELATED PUBLICATIONS.</u> 34: 35: # **NOTE** 36: 37: When searching Technical Order (TO) numbers in the Enhanced Technical Information Management System (ETIMS) catalog, please use the wildcard (*) after typing in the TO number. Many TOs are not available in paper format, (i.e., digital (WA-1) or Compact Disk (CD-1)). This ensures TOs in all media formats will populate the search. 38: 39: **vi Change 1** 40: 41: <!-- text layer lines absent from the converted page --> 42: When searching Technical Order (TO) numbers in the En- 43: hanced Technical Information Management System (ETIMS) 44: 45: <!-- page 1 --> 46: **TO 00-25-172CL-5** 47: 48: The following publications contain information in support of this technical manual. 49: 50: |**List of Rela**<br>|**ted Publications**<br>| 51: |---|---| 52: |Number|Title| 53: |ASME Y14.38|Abbreviations and Acronyms for<br>Use in Product Definition and<br>Related Documents| 54: |DODI 5330.03_AFI 33-395|Defense Logistics Agency<br>(DLA) Document Services| 55: |TO 00-5-1|AF Technical Order System| 56: |TO 00-25-172|Ground Servicing of Aircraft<br>and Static Grounding/Bonding| 57: |TO 00-25-195|AF Technical Order System<br>Source, Maintenance, and Re-<br>coverability Coding of Air<br>Force Weapons, Systems, and<br>Equipments| 58: |TO 00-25-234|General Shop Practice Require-<br>ments for the Repair, Mainte-<br>nance, and Test of Electrical<br>Equipment| 59: |TO 31Z-10-4|Electromagnetic Radiation Haz-<br>ards| 60: |TO 36A12-13-17-101|Operation and Maintenance In-<br>structions - Truck, Aircraft Re-<br>fueling Hydrant Hose, A/S 32R-<br>12, PN 182HT-Z001, NSN<br>2320-00-477-5521| 61: |TO 36A12-13-31-1|Operation and Operator Mainte-<br>nance Instructions - Truck, Air-<br>craft Refueling Hydrant Hose,<br>Model HSV-12-AF, PN 50-0003| 62: |TO 36A12-13-34-1|Operation and Maintenance In-<br>structions - Aircraft Hydrant<br>Servicing Vehicle, Model<br>PAHT-750-8| 63: 64: 65: 66: **Change 1 vii** 67: 68: <!-- text layer lines absent from the converted page --> 69: The following publications contain information in support of this techni- 70: cal manual. 71: Related Documents 72: 73: <!-- page 2 --> 74: **TO 00-25-172CL-5** 75: 76: # 6 <u>HARDNESS CRITICAL ITEMS (HCI).</u> 77: 78: 79: 80: The HCI symbol ( ) establishes special requirements limiting changes and substitutions and that the specific parts listed must be used to ensure hardness is not degraded. [continue from line 81] <progress calls_used="1" calls_limit="20"/>
Turn 2
Searched three patterns
Missed line 88: hint counted “ESDS” on 4 lines
6,788 input · 330 output · 98 of those reasoning · request holds 4 messages
Model reasoning · returned once, never resent
The file TO 00-25-172CL-5.md is only 100 lines (pages 0-3 based on the progress indicator). I need to search for references to ESDS items and technical orders related to handling them, specifically looking for information about shrinking polyethylene tubing and the distance from a wire. Let me search for "ESDS" and "polyethylene" or "shrinking" in this file and other related files.
Model tool calls
search({
"pattern": "ESDS.*wire|wire.*ESDS",
"file": "vidore-industrial/TO_00-25-172CL-5.md",
"mode": "lines"
})
search({
"pattern": "polyethylene.*shrink|shrink.*polyethylene",
"file": "vidore-industrial/TO_00-25-172CL-5.md",
"mode": "lines"
})
search({
"pattern": "TO 00-25-172CL",
"file": "vidore-industrial/TO_00-25-172CL-5.md",
"mode": "lines"
})Tool result 1 · run by the harness, sent on turn 3
0 matches for 'ESDS.*wire|wire.*ESDS' in file vidore-industrial/TO_00-25-172CL-5.md. This does not yet show absence. Try one distinctive word, a synonym, or the wording of the document's language (corpus languages: arabic, chinese, english, french, russian). No single line holds all of these terms. Lines holding each term alone: ESDS: 4 matching lines in 1 files. wire|wire: 0 matches for 'wire|wire' in file vidore-industrial/TO_00-25-172CL-5.md. This does not yet show absence. Try one distinctive word, a synonym, or the wording of the document's language (corpus languages: arabic, chinese, english, french, russian). ESDS: 4 matching lines in 1 files. Search one term at a time, then read the page that holds it. <progress calls_used="2" calls_limit="20"/>
Tool result 2 · run by the harness, sent on turn 3
0 matches for 'polyethylene.*shrink|shrink.*polyethylene' in file vidore-industrial/TO_00-25-172CL-5.md. This does not yet show absence. Try one distinctive word, a synonym, or the wording of the document's language (corpus languages: arabic, chinese, english, french, russian). No single line holds all of these terms. Lines holding each term alone: polyethylene: 0 matches for 'polyethylene' in file vidore-industrial/TO_00-25-172CL-5.md. This does not yet show absence. Try one distinctive word, a synonym, or the wording of the document's language (corpus languages: arabic, chinese, english, french, russian). shrink|shrink: 0 matches for 'shrink|shrink' in file vidore-industrial/TO_00-25-172CL-5.md. This does not yet show absence. Try one distinctive word, a synonym, or the wording of the document's language (corpus languages: arabic, chinese, english, french, russian). polyethylene: 0 matches for 'polyethylene' in file vidore-industrial/TO_00-25-172CL-5.md. This does not yet show absence. Try one distinctive word, a synonym, or the wording of the document's language (corpus languages: arabic, chinese, english, french, russian). Search one term at a time, then read the page that holds it. <progress calls_used="3" calls_limit="20"/>
Tool result 3 · run by the harness, sent on turn 3
3 matching lines in 1 files. <file path="vidore-industrial/TO_00-25-172CL-5.md" matching_lines="3"> 2 [page 0]: # **TO 00-25-172CL-5** 46 [page 1]: **TO 00-25-172CL-5** 74 [page 2]: **TO 00-25-172CL-5** </file> <progress calls_used="4" calls_limit="20"/>
Turn 3
Searched “ESDS” alone
Found line 88: first hop done
3,908 input · 112 output · 44 of those reasoning · request holds 8 messages
System message · changed on this turn
<catalogue> Shown in your first turns. Use the paths in the results above, or search all files. </catalogue>
Model reasoning · returned once, never resent
The search for "ESDS" found 4 matches in the file, but I need to see which lines they are on. Let me search again with a simpler pattern and also look for the referenced technical order.
Model tool call
search({
"file": "vidore-industrial/TO_00-25-172CL-5.md",
"mode": "lines",
"pattern": "ESDS"
})Tool result · run by the harness, sent on turn 4
4 matching lines in 1 files. <file path="vidore-industrial/TO_00-25-172CL-5.md" matching_lines="4"> 11 [page 0]: |ESDS|Electrostatic Discharge Sensitive| 84 [page 2]: # 7 <u>ELECTROSTATIC DISCHARGE SENSITIVE (ESDS) ITEMS.</u> 88 [page 2]: All ESDS parts shall be handled in accordance with the ESDS device handling procedures in TO 00-25-234. 90 [page 2]: If included, items containing ESDS parts are marked with the ESDS symbol ( ). </file> <progress calls_used="5" calls_limit="20"/>
Turn 4
Read pages 2 to 9
Wasted a turn: file has pages 0, 1 and 2
4,167 input · 153 output · 73 of those reasoning · request holds 10 messages
Model reasoning · returned once, never resent
The search results show that TO 00-25-172CL-5 references TO 00-25-234 for ESDS handling procedures. I need to read the rest of this file and also find TO 00-25-234 to get the specific instruction about shrinking polyethylene tubing.
Model tool call
read({
"path": "vidore-industrial/TO_00-25-172CL-5.md",
"pages": [
2,
3,
4,
5,
6,
7,
8,
9
]
})Tool result · run by the harness, sent on turn 5
vidore-industrial/TO_00-25-172CL-5.md lines 73-100 of 100, pages 2-2 73: <!-- page 2 --> 74: **TO 00-25-172CL-5** 75: 76: # 6 <u>HARDNESS CRITICAL ITEMS (HCI).</u> 77: 78: 79: 80: The HCI symbol ( ) establishes special requirements limiting changes and substitutions and that the specific parts listed must be used to ensure hardness is not degraded. 81: 82: If included, items with nuclear survivability requirements are marked with the HCI symbol ( ). All changes to, or proposed substitutions of, HCIs must be approved by the acquiring activity. 83: 84: # 7 <u>ELECTROSTATIC DISCHARGE SENSITIVE (ESDS) ITEMS.</u> 85: 86: 87: 88: All ESDS parts shall be handled in accordance with the ESDS device handling procedures in TO 00-25-234. 89: 90: If included, items containing ESDS parts are marked with the ESDS symbol ( ). 91: 92: # 8 <u>IMPROVEMENT REPORTS.</u> 93: 94: Recommended changes to this manual shall be submitted in accordance with TO 00-5-1. 95: 96: **ix/(x blank)** 97: 98: <!-- text layer lines absent from the converted page --> 99: ) establishes special requirements limit- 100: ing changes and substitutions and that the specific parts listed [end of file] No such range in vidore-industrial/TO_00-25-172CL-5.md: it has 100 lines and pages 0, 1, 2. No such range in vidore-industrial/TO_00-25-172CL-5.md: it has 100 lines and pages 0, 1, 2. No such range in vidore-industrial/TO_00-25-172CL-5.md: it has 100 lines and pages 0, 1, 2. No such range in vidore-industrial/TO_00-25-172CL-5.md: it has 100 lines and pages 0, 1, 2. No such range in vidore-industrial/TO_00-25-172CL-5.md: it has 100 lines and pages 0, 1, 2. No such range in vidore-industrial/TO_00-25-172CL-5.md: it has 100 lines and pages 0, 1, 2. No such range in vidore-industrial/TO_00-25-172CL-5.md: it has 100 lines and pages 0, 1, 2. <progress calls_used="6" calls_limit="20"/>
Turn 5
Searched second file
Found line 71: page 1 holds the procedure
4,977 input · 128 output · 60 of those reasoning · request holds 12 messages
Model reasoning · returned once, never resent
The document TO 00-25-172CL-5 points to TO 00-25-234 for ESDS handling procedures. I need to search in that document for the specific instruction about shrinking polyethylene tubing and the distance from the wire.
Model tool call
search({
"file": "vidore-industrial/TO_00-25-234.md",
"mode": "lines",
"pattern": "polyethylene|shrink"
})Tool result · run by the harness, sent on turn 6
1 matching lines in 1 files. <file path="vidore-industrial/TO_00-25-234.md" matching_lines="1"> 71 [page 1]: 4.16.3 Heat-Shrinkable Tubing. Polyethylene tubing, which is shrunk to the desired size by the application of dry heat, may be used to protect single wires or wire groups where they break out from wire bundles or harnesses. The installation procedure is as follows: </file> <progress calls_used="7" calls_limit="20"/>
Turn 6
Read page 1
Found line 77: second hop done
5,185 input · 180 output · 124 of those reasoning · request holds 14 messages
Model reasoning · returned once, never resent
I found that TO 00-25-172CL-5 points to TO 00-25-234 for ESDS handling. Now I need to read the section in TO 00-25-234 about heat-shrinkable tubing to find the distance from the wire when applying dry heat. The search found one match at line 71 of page 1 in vidore-industrial/TO_00-25-234.md. Let me read around that area to get the full procedure including the distance specification.
Model tool call
read({
"path": "vidore-industrial/TO_00-25-234.md",
"pages": [
1
]
})Tool result · run by the harness, sent on turn 7
vidore-industrial/TO_00-25-234.md lines 64-83 of 83, pages 1-1 64: <!-- page 1 --> 65: TO 00-25-234 66: 67: Technical diagrams of hand crimping tools with labeled parts and part numbers. 68: 69: Figure 4-49. Hand Crimping Tools for Pre-Insulated Terminals 70: 71: 4.16.3 Heat-Shrinkable Tubing. Polyethylene tubing, which is shrunk to the desired size by the application of dry heat, may be used to protect single wires or wire groups where they break out from wire bundles or harnesses. The installation procedure is as follows: 72: 73: 74: a. Select from Table 4-6 tubing of an ID that can be slipped easily over the wire or wire group. 75: 76: 77: b. Use a hot-air gun (Figure 4-56) as a heat source. Hold the heat source four to five inches away from the wire, and apply a heat of 275 °F to 300 °F (135 °C to 149 °C) for approximately 30 seconds. Rotate the wire while applying the heat, so that the heat is evenly distributed. 78: 79: 4-38 80: 81: <!-- text layer lines absent from the converted page --> 82: while applying the heat, so that the heat is evenly dis- 83: tributed. [end of file] <progress calls_used="8" calls_limit="20"/>
Turn 7
Searched answer wording
Wasted a turn: line 77 already read
5,644 input · 195 output · 117 of those reasoning · request holds 16 messages
Model reasoning · returned once, never resent
I found the answer. The document TO 00-25-172CL-5 points to TO 00-25-234 for ESDS handling procedures. In TO 00-25-234, section 4.16.3 describes the procedure for shrinking polyethylene tubing: "Hold the heat source four to five inches away from the wire". Let me verify this is the complete answer by checking if there are any other relevant sections in TO 00-25-234.
Model tool call
search({
"file": "vidore-industrial/TO_00-25-234.md",
"mode": "lines",
"pattern": "four.*five|5.*inches|inches.*away"
})Tool result · run by the harness, sent on turn 8
1 matching lines in 1 files. <file path="vidore-industrial/TO_00-25-234.md" matching_lines="1"> 77 [page 1]: b. Use a hot-air gun (Figure 4-56) as a heat source. Hold the heat source four to five inches away from the wire, and apply a heat of 275 °F to 300 °F (135 °C to 149 °C) for approximately 30 seconds. Rotate the wire while applying the heat, so that the heat is evenly distributed. </file> <progress calls_used="9" calls_limit="20"/>
Turn 8
Submitted answer
Passed quote check: both quotes in their files
5,887 input · 321 output · 98 of those reasoning · request holds 18 messages
Model reasoning · returned once, never resent
I found the answer. The document TO 00-25-172CL-5 points to TO 00-25-234 for ESDS handling procedures. In TO 00-25-234, section 4.16.3 on heat-shrinkable tubing states: "Hold the heat source four to five inches away from the wire". Let me verify this is the exact wording from the document.
Model tool call
final_answer({
"answer": "four to five inches",
"files": [
"vidore-industrial/TO_00-25-172CL-5.md",
"vidore-industrial/TO_00-25-234.md"
],
"found": "yes",
"evidence": [
{
"file": "vidore-industrial/TO_00-25-172CL-5.md",
"line": 88,
"quote": "All ESDS parts shall be handled in accordance with the ESDS device handling procedures in TO 00-25-234."
},
{
"file": "vidore-industrial/TO_00-25-234.md",
"line": 77,
"quote": "Hold the heat source four to five inches away from the wire"
}
]
})Harness checks the answer
Harness checks, run in this order, in plain code
1. Did the reply parse as the answer format? yes 2. Was it a refusal with under 4 searches? no, found = "yes" 3. Does each quote occur in its cited file? yes, both quotes vidore-industrial/TO_00-25-172CL-5.md "All ESDS parts shall be handled in accordance with ..." vidore-industrial/TO_00-25-234.md "Hold the heat source four to five inches away from the wire" All checks passed, so the loop ends here.
Scoring, run after the loop
Rule: both bounds must appear, in digits or in words Bounds: 4 or "four", 5 or "five" Answer: "four to five inches" Result: correct
Model never sees six things
- PDF pages: tools return Markdown converted ahead of time.
- Expected answer and score: the scorer runs after the loop.
- Earlier reasoning: the harness drops it from each resent reply.
- Catalogue after turn 2: the harness removes it to save tokens.
- 66 of the 68 files: tool results touched parts of 2 files only.
- Provider error: the harness retried the request without telling the model.
Harness helped at seven points
| Mechanism | Turn | Effect in this run |
|---|---|---|
| Catalogue | 1 | Supplied the checklist path without a guess. |
| Marked truncation | 1 | Flagged 20 unread lines in the checklist. |
| Empty-result hint | 2 to 3 | Redirected two empty searches to “ESDS”, which found line 88. |
| Catalogue removal | 3 to 8 | Saved about 3,800 input tokens on each of six turns. |
| Page range errors | 4 | Corrected a bad guess with the file’s real pages. |
| Page labels on hits | 5 to 6 | Directed the read to page 1, which held the answer. |
| Quote check | 8 | Confirmed both quotes in their files without a model. |
The prompts, tools and checks are in structured_agent.py and structured_tools.py.