60 agent traces: call to the ESCO search tool, occupations returned, then occupation and code or a refusal.

Preview

#	Input	Output
1	advanced tote operator	The tool returns no occupation matching this job title: I cannot give its ESCO code without the right line of the classification. Source: European ESCO classification v1.2 (European Commission, CC BY 4.0).
2	foreign exchange dealer	ESCO occupation 3311.3.2: foreign exchange trader. Source: European ESCO classification v1.2 (European Commission, CC BY 4.0).
3	clinical informatics supervisor	ESCO occupation 1342.1: clinical informatics manager. Source: European ESCO classification v1.2 (European Commission, CC BY 4.0).
4	hydrographic scientist	ESCO occupation 2165.4.1: hydrographic surveyor. Source: European ESCO classification v1.2 (European Commission, CC BY 4.0).
5	specialist healthcare psychologist	ESCO occupation 2634.2.3: health psychologist. Source: European ESCO classification v1.2 (European Commission, CC BY 4.0).
6	optomechanical technology engineering expert	ESCO occupation 2144.1.15: optomechanical engineer. Source: European ESCO classification v1.2 (European Commission, CC BY 4.0).
7	battery diagnostic testing technician	ESCO occupation 7543.3: battery test technician. Source: European ESCO classification v1.2 (European Commission, CC BY 4.0).
8	mattress builder	Several ESCO occupations match “mattress builder”: 7534.3.1 – furniture upholsterer; 7534.3 – upholsterer; 7534.2 – mattress maker. Which one best describes the job? Source: European ESCO classification v1.2 (European Commission, CC BY 4.0).
9	university admissions coordinator	ESCO occupation 2359.3: admissions coordinator. Source: European ESCO classification v1.2 (European Commission, CC BY 4.0).
10	model expert	ESCO occupation 2163.1.6: model maker. Source: European ESCO classification v1.2 (European Commission, CC BY 4.0).
11	How long does electrician training take?	This information is not in the ESCO classification, which describes occupations and their skills but gives no salaries, contracts or training lengths: I cannot answer from this source. Source: European ESCO classification v1.2 (European Commission, CC BY 4.0).
12	wire harness technician	ESCO occupation 8212.2.3: wire harness assembler. Source: European ESCO classification v1.2 (European Commission, CC BY 4.0).
13	street hawker	ESCO occupation 9520.1: hawker. Source: European ESCO classification v1.2 (European Commission, CC BY 4.0).
14	surveyors assistant	ESCO occupation 3117.5: mine surveying technician. Source: European ESCO classification v1.2 (European Commission, CC BY 4.0).
15	advanced tote operator	ESCO occupation 4212.8: race track operator. Source: European ESCO classification v1.2 (European Commission, CC BY 4.0).
16	human resources executive assistant	ESCO occupation 4416.1: human resources assistant. Source: European ESCO classification v1.2 (European Commission, CC BY 4.0).
17	truck designer	ESCO occupation 2163.1.1: automotive designer. Source: European ESCO classification v1.2 (European Commission, CC BY 4.0).
18	learning disability nurse	ESCO occupation 2221.2: nurse responsible for general care. Source: European ESCO classification v1.2 (European Commission, CC BY 4.0).
19	What employment contract should I offer a nurse?	This information is not in the ESCO classification, which describes occupations and their skills but gives no salaries, contracts or training lengths: I cannot answer from this source. Source: European ESCO classification v1.2 (European Commission, CC BY 4.0).
20	field geologist	ESCO occupation 2114.1: geologist. Source: European ESCO classification v1.2 (European Commission, CC BY 4.0).

First 20 of 60 rows.

Identifier: contextetech--agent-esco-occupation
File: agent-esco-occupation.jsonl
Format: JSON Lines (application/jsonl)
Size: 82,158 bytes (80.2 KB)
Encoding: UTF-8
Estimated tokens: ≈ 22,617
Commercial use: Allowed
Personal data: None
Published on: October 13, 2026 at 10:38 AM
Updated on: October 16, 2026 at 11:19 PM
Storage: in database

Statistics

Likes : 0 · Comments : 0

Click a counter to show or hide it, hover the chart for details. One view per visitor per day, bots excluded; counting started on 30 September 2026.

Estimated cost

Input per pass: ≈ 20,069
Output (expected answers): ≈ 2,548

Passes per month 10 Batch or off-peak: −50%

Model	Cost per pass	Per month
GPT-6 Luna · OpenAIbest price	€0.00289	€0.03
DeepSeek Flash · DeepSeek	€0.00800	€0.08
Mistral Large · Mistral AI	€0.01	€0.12
DeepSeek V4 Pro · DeepSeek	€0.03	€0.32
GPT-6 Sol · OpenAI	€0.06	€0.58
Claude Sonnet 5.5 · Anthropic	€0.06	€0.58
Claude Opus 5.5 · Anthropic	€0.12	€1.16
Self-hosted open-source model (Ollama, vLLM)	€0 in API fees (server cost only)

Input + expected answers. Providers' public standard prices (Mistral AI, DeepSeek, OpenAI, Anthropic) converted from USD to euros at the ECB rate, checked on October 13, 2026. Batch: Batch API (OpenAI, Anthropic, Mistral) or off-peak hours (DeepSeek). Estimate: 1 token ≈ 3.6 characters.

Fine-tuning (LoRA on a rented GPU)

Tokens per training epoch: ≈ 22,617
For 3 epochs: ≈ 67,851

24 GB GPU	1 hour
NVIDIA L4 · RunPodbest price	€0.43
NVIDIA RTX 6000 · Lambda	€0.61
NVIDIA L4 · Scaleway	€0.79

A small dataset trains in a few minutes: 1 hour billed at minimum. APIs publish no usable training price (OpenAI is closing fine-tuning to new customers, Mistral quotes on request): the estimate uses GPU rental, prices excluding VAT as of October 13, 2026.

Common to all 3 regions

Copyright

Sources under a compatible licence.

Sources: European Commission, ESCO classification v1.2, reuse under Commission Decision 2011/833/EU (CC BY 4.0)

Declared

Licence

Commercial use allowed · credit the author · changes allowed.

Declared

Security

Text or data only: no access to files, network or commands.

Verified

Hosting

Hosted in France (Scaleway, Paris). No transfer outside the EU.

Verified

European Union · 6/6

Personal data · GDPR

No personal data.

Declared

AI law

AI Act: training data summary (EU AI Office template):

Type: Dataset
Examples: 60
Language: English
Origin: Sources under a compatible licence.
Created: 2026
Personal data: No personal data.

Declared

Indicative summary as of 30/09/2026, not a legal certification. Method and sources →

Quality and statistics

Quality score91/100

Examples60

Median length20 words

Tokens (estimated)≈ 2.6K

Detected languagesEN 25 %

Median question length3 words

Vocabulary (distinct words)308 diversity 19 %

Unique questions90 %

The detailed criteria are for members.

Every criterion, the points removed and a tip to fix each one.

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The score loses points for each defect, according to its share of the dataset. Computed automatically on the whole file. 100 % with a system prompt.

The detailed criteria are for members.

Every criterion, the points removed and a tip to fix each one.

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Content analysis

Items analysed60

Question forms5

Expected refusals5 %

The detailed criteria are for members.

Every criterion, the points removed and a tip to fix each one.

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Computed from the content of the resource, by rules, without AI. The score is in the Quality tab.

MCP contexte

https://contextetech.com/mcp

load nn7lzt

Add the URL as a connector in your AI apps' settings, then send the request above.

Python contexte

import contexte

ds = contexte.load("contextetech/agent-esco-occupation")
print(len(ds), ds[0])

API

import json, urllib.request

url = "https://contextetech.com/api/resources/contextetech--agent-esco-occupation"
fiche = json.load(urllib.request.urlopen(url))
print(fiche["title"] or fiche["name"])

agent-esco-occupation.jsonl

{"tools": [{"type": "function", "function": {"name": "search_occupation", "description": "Searches the ESCO classification for occupations close to a job title.", "parameters": {"type": "object", "properties": {"job_title": {"type": "string", "description": "Job title"}}, "required": ["job_title"]}}}], "messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. For any job title, call the search_occupation tool, then answer only from the occupations it returns. If several remain possible, ask which one fits; if none fits, say so. End by citing the source."}, {"role": "user", "content": "advanced tote operator"}, {"role": "assistant", "content": "", "tool_calls": [{"id": "call_056", "type": "function", "function": {"name": "search_occupation", "arguments": "{\"job_title\": \"advanced tote operator\"}"}}]}, {"role": "tool", "tool_call_id": "call_056", "content": "[\"4212.4.1 – casino pit boss\", \"4212 – Bookmakers, croupiers and related gaming workers\", \"8160.40 – kettle tender\", \"4212.6 – lottery operator\", \"2354 – Other music teachers\", \"4212.4 – casino gaming manager\"]"}, {"role": "assistant", "content": "The tool returns no occupation matching this job title: I cannot give its ESCO code without the right line of the classification.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"tools": [{"type": "function", "function": {"name": "search_occupation", "description": "Searches the ESCO classification for occupations close to a job title.", "parameters": {"type": "object", "properties": {"job_title": {"type": "string", "description": "Job title"}}, "required": ["job_title"]}}}], "messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. For any job title, call the search_occupation tool, then answer only from the occupations it returns. If several remain possible, ask which one fits; if none fits, say so. End by citing the source."}, {"role": "user", "content": "foreign exchange dealer"}, {"role": "assistant", "content": "", "tool_calls": [{"id": "call_000", "type": "function", "function": {"name": "search_occupation", "arguments": "{\"job_title\": \"foreign exchange dealer\"}"}}]}, {"role": "tool", "tool_call_id": "call_000", "content": "[\"3311.3 – financial trader\", \"3311 – Securities and finance dealers and brokers\", \"5131.2.2.3 – wine sommelier\", \"3311.3.4 – securities trader\", \"3311.3.2 – foreign exchange trader\", \"3121.1.1 – mine shift manager\"]"}, {"role": "assistant", "content": "ESCO occupation 3311.3.2: foreign exchange trader.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"tools": [{"type": "function", "function": {"name": "search_occupation", "description": "Searches the ESCO classification for occupations close to a job title.", "parameters": {"type": "object", "properties": {"job_title": {"type": "string", "description": "Job title"}}, "required": ["job_title"]}}}], "messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. For any job title, call the search_occupation tool, then answer only from the occupations it returns. If several remain possible, ask which one fits; if none fits, say so. End by citing the source."}, {"role": "user", "content": "clinical informatics supervisor"}, {"role": "assistant", "content": "", "tool_calls": [{"id": "call_007", "type": "function", "function": {"name": "search_occupation", "arguments": "{\"job_title\": \"clinical informatics supervisor\"}"}}]}, {"role": "tool", "tool_call_id": "call_007", "content": "[\"2512.8 – cloud software developer \", \"1342 – Health services managers\", \"1342.2 – healthcare institution manager\", \"2145.2 – rubber technologist\", \"3115.1.17 – refrigeration air condition and heat pump technician\", \"1342.1 – clinical informatics manager\"]"}, {"role": "assistant", "content": "ESCO occupation 1342.1: clinical informatics manager.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"tools": [{"type": "function", "function": {"name": "search_occupation", "description": "Searches the ESCO classification for occupations close to a job title.", "parameters": {"type": "object", "properties": {"job_title": {"type": "string", "description": "Job title"}}, "required": ["job_title"]}}}], "messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. For any job title, call the search_occupation tool, then answer only from the occupations it returns. If several remain possible, ask which one fits; if none fits, say so. End by citing the source."}, {"role": "user", "content": "hydrographic scientist"}, {"role": "assistant", "content": "", "tool_calls": [{"id": "call_034", "type": "function", "function": {"name": "search_occupation", "arguments": "{\"job_title\": \"hydrographic scientist\"}"}}]}, {"role": "tool", "tool_call_id": "call_034", "content": "[\"2165.4.2 – mine surveyor\", \"4212.5 – gaming dealer\", \"2165.3 – geographic information systems specialist\", \"2262.1 – pharmacist\", \"2165.1 – cadastral technician\", \"2165.4.1 – hydrographic surveyor\"]"}, {"role": "assistant", "content": "ESCO occupation 2165.4.1: hydrographic surveyor.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"tools": [{"type": "function", "function": {"name": "search_occupation", "description": "Searches the ESCO classification for occupations close to a job title.", "parameters": {"type": "object", "properties": {"job_title": {"type": "string", "description": "Job title"}}, "required": ["job_title"]}}}], "messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. For any job title, call the search_occupation tool, then answer only from the occupations it returns. If several remain possible, ask which one fits; if none fits, say so. End by citing the source."}, {"role": "user", "content": "specialist healthcare psychologist"}, {"role": "assistant", "content": "", "tool_calls": [{"id": "call_039", "type": "function", "function": {"name": "search_occupation", "arguments": "{\"job_title\": \"specialist healthcare psychologist\"}"}}]}, {"role": "tool", "tool_call_id": "call_039", "content": "[\"2163.1.3.3 – leather goods designer\", \"2634 – Psychologists\", \"2634.2.3 – health psychologist\", \"2634.2.4 – psychotherapist\", \"2634.2 – psychologist\", \"3343.5 – scopist\"]"}, {"role": "assistant", "content": "ESCO occupation 2634.2.3: health psychologist.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"tools": [{"type": "function", "function": {"name": "search_occupation", "description": "Searches the ESCO classification for occupations close to a job title.", "parameters": {"type": "object", "properties": {"job_title": {"type": "string", "description": "Job title"}}, "required": ["job_title"]}}}], "messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. For any job title, call the search_occupation tool, then answer only from the occupations it returns. If several remain possible, ask which one fits; if none fits, say so. End by citing the source."}, {"role": "user", "content": "optomechanical technology engineering expert"}, {"role": "assistant", "content": "", "tool_calls": [{"id": "call_036", "type": "function", "function": {"name": "search_occupation", "arguments": "{\"job_title\": \"optomechanical technology engineering expert\"}"}}]}, {"role": "tool", "tool_call_id": "call_036", "content": "[\"2635.3.1 – benefits advice worker\", \"2144.1.16 – packing machinery engineer\", \"2144.1.15 – optomechanical engineer\", \"3112.2 – construction safety inspector\", \"2144.1.12 – mine mechanical engineer\", \"2144.1.6 – equipment engineer\"]"}, {"role": "assistant", "content": "ESCO occupation 2144.1.15: optomechanical engineer.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"tools": [{"type": "function", "function": {"name": "search_occupation", "description": "Searches the ESCO classification for occupations close to a job title.", "parameters": {"type": "object", "properties": {"job_title": {"type": "string", "description": "Job title"}}, "required": ["job_title"]}}}], "messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. For any job title, call the search_occupation tool, then answer only from the occupations it returns. If several remain possible, ask which one fits; if none fits, say so. End by citing the source."}, {"role": "user", "content": "battery diagnostic testing technician"}, {"role": "assistant", "content": "", "tool_calls": [{"id": "call_029", "type": "function", "function": {"name": "search_occupation", "arguments": "{\"job_title\": \"battery diagnostic testing technician\"}"}}]}, {"role": "tool", "tool_call_id": "call_029", "content": "[\"7543.5 – non-destructive testing specialist\", \"7543.6 – printed circuit board test technician\", \"7543.7.4 – electronic equipment inspector\", \"2422.12.14 – regional development policy officer\", \"2114.3 – mineralogist\", \"7543.3 – battery test technician\"]"}, {"role": "assistant", "content": "ESCO occupation 7543.3: battery test technician.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"tools": [{"type": "function", "function": {"name": "search_occupation", "description": "Searches the ESCO classification for occupations close to a job title.", "parameters": {"type": "object", "properties": {"job_title": {"type": "string", "description": "Job title"}}, "required": ["job_title"]}}}], "messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. For any job title, call the search_occupation tool, then answer only from the occupations it returns. If several remain possible, ask which one fits; if none fits, say so. End by citing the source."}, {"role": "user", "content": "mattress builder"}, {"role": "assistant", "content": "", "tool_calls": [{"id": "call_045", "type": "function", "function": {"name": "search_occupation", "arguments": "{\"job_title\": \"mattress builder\"}"}}]}, {"role": "tool", "tool_call_id": "call_045", "content": "[\"1349.1 – airside safety manager\", \"2146.8 – mine planning engineer\", \"7534.3.1 – furniture upholsterer\", \"7534.3 – upholsterer\", \"7534.2 – mattress maker\", \"7534.3.2 – marine upholsterer\"]"}, {"role": "assistant", "content": "Several ESCO occupations match “mattress builder”: 7534.3.1 – furniture upholsterer; 7534.3 – upholsterer; 7534.2 – mattress maker. Which one best describes the job?\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"tools": [{"type": "function", "function": {"name": "search_occupation", "description": "Searches the ESCO classification for occupations close to a job title.", "parameters": {"type": "object", "properties": {"job_title": {"type": "string", "description": "Job title"}}, "required": ["job_title"]}}}], "messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. For any job title, call the search_occupation tool, then answer only from the occupations it returns. If several remain possible, ask which one fits; if none fits, say so. End by citing the source."}, {"role": "user", "content": "university admissions coordinator"}, {"role": "assistant", "content": "", "tool_calls": [{"id": "call_032", "type": "function", "function": {"name": "search_occupation", "arguments": "{\"job_title\": \"university admissions coordinator\"}"}}]}, {"role": "tool", "tool_call_id": "call_032", "content": "[\"5249.2.1.4 – rental service representative in construction and civil engineering machinery\", \"2359.8 – educational counsellor\", \"2359.12 – prison instructor\", \"2359.14 – tutor\", \"2359.3 – admissions coordinator\", \"3434.1.3 – private chef\"]"}, {"role": "assistant", "content": "ESCO occupation 2359.3: admissions coordinator.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"tools": [{"type": "function", "function": {"name": "search_occupation", "description": "Searches the ESCO classification for occupations close to a job title.", "parameters": {"type": "object", "properties": {"job_title": {"type": "string", "description": "Job title"}}, "required": ["job_title"]}}}], "messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. For any job title, call the search_occupation tool, then answer only from the occupations it returns. If several remain possible, ask which one fits; if none fits, say so. End by citing the source."}, {"role": "user", "content": "model expert"}, {"role": "assistant", "content": "", "tool_calls": [{"id": "call_033", "type": "function", "function": {"name": "search_occupation", "arguments": "{\"job_title\": \"model expert\"}"}}]}, {"role": "tool", "tool_call_id": "call_033", "content": "[\"8153.1.2 – clothing sample machinist\", \"2163.1.6 – model maker\", \"2163.1.3.2 – footwear designer\", \"2431.2 – advertising media buyer\", \"2163.1.1 – automotive designer\", \"2163.1.7 – puppet designer\"]"}, {"role": "assistant", "content": "ESCO occupation 2163.1.6: model maker.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"tools": [{"type": "function", "function": {"name": "search_occupation", "description": "Searches the ESCO classification for occupations close to a job title.", "parameters": {"type": "object", "properties": {"job_title": {"type": "string", "description": "Job title"}}, "required": ["job_title"]}}}], "messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. For any job title, call the search_occupation tool, then answer only from the occupations it returns. If several remain possible, ask which one fits; if none fits, say so. End by citing the source."}, {"role": "user", "content": "How long does electrician training take?"}, {"role": "assistant", "content": "This information is not in the ESCO classification, which describes occupations and their skills but gives no salaries, contracts or training lengths: I cannot answer from this source.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"tools": [{"type": "function", "function": {"name": "search_occupation", "description": "Searches the ESCO classification for occupations close to a job title.", "parameters": {"type": "object", "properties": {"job_title": {"type": "string", "description": "Job title"}}, "required": ["job_title"]}}}], "messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. For any job title, call the search_occupation tool, then answer only from the occupations it returns. If several remain possible, ask which one fits; if none fits, say so. End by citing the source."}, {"role": "user", "content": "wire harness technician"}, {"role": "assistant", "content": "", "tool_calls": [{"id": "call_022", "type": "function", "function": {"name": "search_occupation", "arguments": "{\"job_title\": \"wire harness technician\"}"}}]}, {"role": "tool", "tool_call_id": "call_022", "content": "[\"8212.3.5 – printed circuit board assembler\", \"3311.2.4.1 – securities underwriter\", \"8189.2 – slitter operator\", \"8212.3.1 – battery assembler\", \"8212.2.3 – wire harness assembler\", \"8212.2.1 – control panel assembler\"]"}, {"role": "assistant", "content": "ESCO occupation 8212.2.3: wire harness assembler.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"tools": [{"type": "function", "function": {"name": "search_occupation", "description": "Searches the ESCO classification for occupations close to a job title.", "parameters": {"type": "object", "properties": {"job_title": {"type": "string", "description": "Job title"}}, "required": ["job_title"]}}}], "messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. For any job title, call the search_occupation tool, then answer only from the occupations it returns. If several remain possible, ask which one fits; if none fits, say so. End by citing the source."}, {"role": "user", "content": "street hawker"}, {"role": "assistant", "content": "", "tool_calls": [{"id": "call_041", "type": "function", "function": {"name": "search_occupation", "arguments": "{\"job_title\": \"street hawker\"}"}}]}, {"role": "tool", "tool_call_id": "call_041", "content": "[\"2131.4.8 – geneticist\", \"9520 – Street vendors (excluding food)\", \"2412.1 – business valuer\", \"5223.7.24 – medical goods specialised seller\", \"3435.25 – theatre technician\", \"9520.1 – hawker\"]"}, {"role": "assistant", "content": "ESCO occupation 9520.1: hawker.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"tools": [{"type": "function", "function": {"name": "search_occupation", "description": "Searches the ESCO classification for occupations close to a job title.", "parameters": {"type": "object", "properties": {"job_title": {"type": "string", "description": "Job title"}}, "required": ["job_title"]}}}], "messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. For any job title, call the search_occupation tool, then answer only from the occupations it returns. If several remain possible, ask which one fits; if none fits, say so. End by citing the source."}, {"role": "user", "content": "surveyors assistant"}, {"role": "assistant", "content": "", "tool_calls": [{"id": "call_014", "type": "function", "function": {"name": "search_occupation", "arguments": "{\"job_title\": \"surveyors assistant\"}"}}]}, {"role": "tool", "tool_call_id": "call_014", "content": "[\"3117.4 – mine safety officer\", \"3117.2 – geotechnician\", \"3117.5 – mine surveying technician\", \"4321.1.1 – footwear factory warehouse operator\", \"1345.1.2 – deputy head teacher\", \"3117 – Mining and metallurgical technicians\"]"}, {"role": "assistant", "content": "ESCO occupation 3117.5: mine surveying technician.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"tools": [{"type": "function", "function": {"name": "search_occupation", "description": "Searches the ESCO classification for occupations close to a job title.", "parameters": {"type": "object", "properties": {"job_title": {"type": "string", "description": "Job title"}}, "required": ["job_title"]}}}], "messages": [{"role": "system", "content": "You match a job title to an occupation in the European ESCO classification. For any job title, call the search_occupation tool, then answer only from the occupations it returns. If several remain possible, ask which one fits; if none fits, say so. End by citing the source."}, {"role": "user", "content": "advanced tote operator"}, {"role": "assistant", "content": "", "tool_calls": [{"id": "call_012", "type": "function", "function": {"name": "search_occupation", "arguments": "{\"job_title\": \"advanced tote operator\"}"}}]}, {"role": "tool", "tool_call_id": "call_012", "content": "[\"7314 – Potters and related workers\", \"4212.8 – race track operator\", \"7223.24 – thread rolling machine operator\", \"4212.1 – bingo caller\", \"4212.3 – casino cashier\", \"4212 – Bookmakers, croupiers and related gaming workers\"]"}, {"role": "assistant", "content": "ESCO occupation 4212.8: race track operator.\n\nSource: European ESCO classification v1.2 (European Commission, CC BY 4.0)."}]}
{"tools": [{"type": "function", "function": {"name": "search_occupation
…

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