ch17_stream_producer

show: mock live

mock turns=0 · messages=0

live turns=0 · messages=0

scenario the_harness_streams_lifecycle_events_as_an_asgi_app

scenario the_harness_streams_lifecycle_events_as_an_asgi_app · 4.4ms

sse_frame_sent {"event": "run_started"}

turn 1 · 3.9ms · responded with: Milk is 1.20.

sse_frame_sent {"event": "turn_started", "number": 1}

model mock · 3.9ms · responded with: Milk is 1.20.

context sent — 1 message(s)

	role	content
[0]	human	How much is milk?

tools declared to the mock model {"names": [], "consulted": false}

context ignored by the mock model {"messages": 1, "roles": ["human"]}

	role	content
[0]	ai	Milk is 1.20.

sse_frame_sent {"event": "model_replied", "turn": 1, "content": "Milk is 1.20.", "tool_calls": false}

sse_frame_sent {"event": "turn_ended", "number": 1}

sse_frame_sent {"event": "run_ended", "turns": 1, "ended": "no_tool_calls"}

five_frames_arrived_in_order {"events": ["run_started", "turn_started", "model_replied", "turn_ended", "run_ended"], "turns": 1, "messages": 2, "ended": "no_tool_calls"}

scenario the_harness_streams_lifecycle_events_as_an_asgi_app · 2705.7ms

sse_frame_sent {"event": "run_started"}

turn 1 · 2704.8ms · 35 in / 420 out · responded with: Milk prices vary a lot depending on where you are, the store, and the type/size. Typical U... (363 more characters)

sse_frame_sent {"event": "turn_started", "number": 1}

model live · 2704.7ms (model provider 330.1 · library 2374.7) · 35 in / 420 out · responded with: Milk prices vary a lot depending on where you are, the store, and the type/size. Typical U... (363 more characters)

context sent — 1 message(s)

	role	content
[0]	human	How much is milk?

wire request

attempt

method

POST

url

https://api.deepseek.com/v1/chat/completions

defaulted (6)

temperature, max_tokens, top_p, stop, seed, tool_choice

headers (17)

show

accept	application/json
accept-encoding	gzip, deflate, zstd
authorization	not recorded
connection	keep-alive
content-length	110
content-type	application/json
host	api.deepseek.com
user-agent	OpenAI/Python 3.6.0
x-stainless-arch	arm64
x-stainless-async	false
x-stainless-lang	python
x-stainless-os	MacOS
x-stainless-package-version	3.6.0
x-stainless-read-timeout	60.0
x-stainless-retry-count	0
x-stainless-runtime	CPython
x-stainless-runtime-version	3.14.7

{
  "messages": [
    {
      "content": "How much is milk?",
      "role": "user"
    }
  ],
  "model": "deepseek-flash",
  "stream": true,
  "tools": []
}

wire response

status

200

headers (15)

show

access-control-allow-credentials	true
cache-control	no-cache
connection	keep-alive
content-type	text/event-stream; charset=utf-8
date	Sun, 13 Sep 2026 21:52:58 GMT
server	elb
strict-transport-security	max-age=31536000; includeSubDomains; preload
transfer-encoding	chunked
vary	origin, access-control-request-method, access-control-request-headers
via	1.1 81c07f42f70c1aec766dc553e24f3864.cloudfront.net (CloudFront)
x-amz-cf-id	hjkdFcr3b1f5VACW3JCVBojnAAlY1GbS0LMfMGq3DGnhOtgK3JdMfg==
x-amz-cf-pop	DEN53-P1
x-cache	Miss from cloudfront
x-content-type-options	nosniff
x-ds-trace-id	6d7adc9b9a99159cfe8713580eb5039f

"(streamed -- see this span's `wire frame` notes for the raw bytes)"

wire frame (167 frames)

show

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data: [DONE]

	role	content
[0]	ai	Milk prices vary a lot depending on where you are, the store, and the type/size. Typical U.S. prices: - Conventional whole/skim milk: about $3–$5 per gallon - Organic milk: about $6–$9 per gallon - Half-gallon: about $2–$4 - Plant-based milk (almond, oat, soy): about $3–$6 per half-gallon If you tell me your country/city, store, and size/type (e.g., gallon of whole milk), I can give a more specific answer.

sse_frame_sent {"event": "model_replied", "turn": 1, "content": "Milk prices vary a lot depending on where you are, the store, and the type/size.\n\nTypical U.S. prices:\n- **Conventional whole/skim milk:** about **$3\u2013$5 per gallon**\n- **Organic milk:** about **$6\u2013$9 per gallon**\n- **Half-gallon:** about **$2\u2013$4**\n- **Plant-based milk** (almond, oat, soy): about **$3\u2013$6 per half-gallon**\n\nIf you tell me your **country/city**, **store**, and **size/type** (e.g., gallon of whole milk), I can give a more specific answer.", "tool_calls": false}

sse_frame_sent {"event": "turn_ended", "number": 1}

sse_frame_sent {"event": "run_ended", "turns": 1, "ended": "no_tool_calls"}

five_frames_arrived_in_order {"events": ["run_started", "turn_started", "model_replied", "turn_ended", "run_ended"], "turns": 1, "messages": 2, "ended": "no_tool_calls"}

scenario the_event_stream_is_smaller_than_the_trace

scenario the_event_stream_is_smaller_than_the_trace · 1.8ms

sse_frame_sent {"event": "run_started"}

turn 1 · 1.3ms · asked for: check_order

sse_frame_sent {"event": "turn_started", "number": 1}

model mock · 1.0ms · asked for: check_order

context sent — 1 message(s)

	role	content
[0]	human	Check order A100.

declared tools (1)

tool	description	schema
check_order	Check the status of an order by id.	{"description": "Check the status of an order by id.", "properties": {"order_id": {"title": "Order Id", "type": "string"}}, "required": ["order_id"], "title": "check_order", "type": "object"}

tools declared to the mock model {"names": ["check_order"], "consulted": false}

context ignored by the mock model {"messages": 1, "roles": ["human"]}

	role	content
[0]	ai	check_order({"order_id": "A100"})

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sse_frame_sent {"event": "tool_dispatched", "name": "check_order", "args": {"order_id": "A100"}}

tool check_order · 0.2ms · given: order_id=A100 · returned: order A100: shipped

args {"order_id": "A100"}

result {"value": "order A100: shipped"}

sse_frame_sent {"event": "tool_completed", "name": "check_order"}

sse_frame_sent {"event": "turn_ended", "number": 1}

turn 2 · 0.3ms · responded with: Order A100: shipped.

sse_frame_sent {"event": "turn_started", "number": 2}

model mock · 0.3ms · responded with: Order A100: shipped.

context sent — 3 message(s)

	role	content
[0]	human	Check order A100.
[1]	ai	check_order({"order_id": "A100"})
[2]	tool	order A100: shipped

declared tools (1)

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tools declared to the mock model {"names": ["check_order"], "consulted": false}

context ignored by the mock model {"messages": 3, "roles": ["human", "ai", "tool"]}

	role	content
[0]	ai	Order A100: shipped.

sse_frame_sent {"event": "model_replied", "turn": 2, "content": "Order A100: shipped.", "tool_calls": false}

sse_frame_sent {"event": "turn_ended", "number": 2}

sse_frame_sent {"event": "run_ended", "turns": 2, "ended": "no_tool_calls"}

the_stream_is_curated_not_mirrored {"frame_count": 10, "trace_entries_added": 25, "frames_are_fewer": true}

scenario the_event_stream_is_smaller_than_the_trace · 2389.9ms

sse_frame_sent {"event": "run_started"}

turn 1 · 1358.1ms · 297 in / 56 out · asked for: check_order

sse_frame_sent {"event": "turn_started", "number": 1}

model live · 1357.3ms (model provider 334.8 · library 1022.5) · 297 in / 56 out · asked for: check_order

context sent — 1 message(s)

	role	content
[0]	human	Check order A100.

declared tools (1)

tool	description	schema
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wire response

status

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headers (15)

show

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data: [DONE]

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[0]	ai	check_order({"order_id": "A100"})

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tool check_order · 0.7ms · given: order_id=A100 · returned: order A100: shipped

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turn 2 · 1031.4ms · 370 in / 12 out · responded with: Order A100 has been **shipped**. 📦

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model live · 1031.4ms (model provider 348.1 · library 683.3) · 370 in / 12 out · responded with: Order A100 has been **shipped**. 📦

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scenario a_streamed_reply_arrives_as_one_complete_frame_not_pieces · 0.5ms

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turn 1 · 0.3ms · responded with: Milk is one pound twenty, and butter is two pounds.

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model mock · 0.3ms · responded with: Milk is one pound twenty, and butter is two pounds.

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[0]	ai	Milk is one pound twenty, and butter is two pounds.

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turn 1 · 6007.7ms · 37 in / 1133 out · responded with: It depends on where you live, the brand, and the quantity. In the U.S., typical grocery pr... (305 more characters)

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model live · 6007.6ms (model provider 331.6 · library 5676.1) · 37 in / 1133 out · responded with: It depends on where you live, the brand, and the quantity. In the U.S., typical grocery pr... (305 more characters)

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data: [DONE]

	role	content
[0]	ai	It depends on where you live, the brand, and the quantity. In the U.S., typical grocery prices are roughly: - Milk: about $4–$5 per gallon (store brand, whole milk) - Butter: about $5–$7 per pound (store brand; name-brand or organic can be more) If you tell me your city/country and whether you mean 1 gallon or 1 liter and 1 lb or 250g, I can give a closer estimate.

sse_frame_sent {"event": "model_replied", "turn": 1, "content": "It depends on where you live, the brand, and the quantity. In the U.S., typical grocery prices are roughly:\n\n- **Milk:** about **$4\u2013$5 per gallon** (store brand, whole milk)\n- **Butter:** about **$5\u2013$7 per pound** (store brand; name-brand or organic can be more)\n\nIf you tell me your **city/country** and whether you mean **1 gallon or 1 liter** and **1 lb or 250g**, I can give a closer estimate.", "tool_calls": false}

sse_frame_sent {"event": "turn_ended", "number": 1}

sse_frame_sent {"event": "run_ended", "turns": 1, "ended": "no_tool_calls"}

exactly_one_complete_frame {"model_replied_frame_count": 1, "content": "It depends on where you live, the brand, and the quantity. In the U.S., typical grocery prices are roughly:\n\n- **Milk:** about **$4\u2013$5 per gallon** (store brand, whole milk)\n- **Butter:** about **$5\u2013$7 per pound** (store brand; name-brand or organic can be more)\n\nIf you tell me your **city/country** and whether you mean **1 gallon or 1 liter** and **1 lb or 250g**, I can give a closer estimate."}

scenario tool_dispatched_and_tool_completed_are_two_frames_not_one

scenario tool_dispatched_and_tool_completed_are_two_frames_not_one · 1.0ms

sse_frame_sent {"event": "run_started"}

turn 1 · 0.5ms · asked for: check_order

sse_frame_sent {"event": "turn_started", "number": 1}

model mock · 0.4ms · asked for: check_order

context sent — 1 message(s)

	role	content
[0]	human	Check order A100.

declared tools (1)

tool	description	schema
check_order	Check the status of an order by id.	{"description": "Check the status of an order by id.", "properties": {"order_id": {"title": "Order Id", "type": "string"}}, "required": ["order_id"], "title": "check_order", "type": "object"}

tools declared to the mock model {"names": ["check_order"], "consulted": false}

context ignored by the mock model {"messages": 1, "roles": ["human"]}

	role	content
[0]	ai	check_order({"order_id": "A100"})

sse_frame_sent {"event": "model_replied", "turn": 1, "content": "", "tool_calls": true}

sse_frame_sent {"event": "tool_dispatched", "name": "check_order", "args": {"order_id": "A100"}}

tool check_order · 0.1ms · given: order_id=A100 · returned: order A100: shipped

args {"order_id": "A100"}

result {"value": "order A100: shipped"}

sse_frame_sent {"event": "tool_completed", "name": "check_order"}

sse_frame_sent {"event": "turn_ended", "number": 1}

turn 2 · 0.2ms · responded with: Order A100: shipped.

sse_frame_sent {"event": "turn_started", "number": 2}

model mock · 0.2ms · responded with: Order A100: shipped.

context sent — 3 message(s)

	role	content
[0]	human	Check order A100.
[1]	ai	check_order({"order_id": "A100"})
[2]	tool	order A100: shipped

declared tools (1)

tool	description	schema
check_order	Check the status of an order by id.	{"description": "Check the status of an order by id.", "properties": {"order_id": {"title": "Order Id", "type": "string"}}, "required": ["order_id"], "title": "check_order", "type": "object"}

tools declared to the mock model {"names": ["check_order"], "consulted": false}

context ignored by the mock model {"messages": 3, "roles": ["human", "ai", "tool"]}

	role	content
[0]	ai	Order A100: shipped.

sse_frame_sent {"event": "model_replied", "turn": 2, "content": "Order A100: shipped.", "tool_calls": false}

sse_frame_sent {"event": "turn_ended", "number": 2}

sse_frame_sent {"event": "run_ended", "turns": 2, "ended": "no_tool_calls"}

dispatch_and_completion_are_distinct {"tool_dispatched_count": 1, "tool_completed_count": 1, "order": ["run_started", "turn_started", "model_replied", "tool_dispatched", "tool_completed", "turn_ended", "turn_started", "model_replied", "turn_ended", "run_ended"]}

scenario tool_dispatched_and_tool_completed_are_two_frames_not_one · 2515.1ms

sse_frame_sent {"event": "run_started"}

turn 1 · 1460.0ms · 297 in / 68 out · asked for: check_order · responded with: I'll check the status of order A100 for you.

sse_frame_sent {"event": "turn_started", "number": 1}

model live · 1459.4ms (model provider 337.9 · library 1121.5) · 297 in / 68 out · asked for: check_order · responded with: I'll check the status of order A100 for you.

context sent — 1 message(s)

	role	content
[0]	human	Check order A100.

declared tools (1)

tool	description	schema
check_order	Check the status of an order by id.	{"description": "Check the status of an order by id.", "properties": {"order_id": {"title": "Order Id", "type": "string"}}, "required": ["order_id"], "title": "check_order", "type": "object"}

wire request

attempt

method

POST

url

https://api.deepseek.com/v1/chat/completions

defaulted (6)

temperature, max_tokens, top_p, stop, seed, tool_choice

headers (17)

show

accept	application/json
accept-encoding	gzip, deflate, zstd
authorization	not recorded
connection	keep-alive
content-length	314
content-type	application/json
host	api.deepseek.com
user-agent	OpenAI/Python 3.6.0
x-stainless-arch	arm64
x-stainless-async	false
x-stainless-lang	python
x-stainless-os	MacOS
x-stainless-package-version	3.6.0
x-stainless-read-timeout	60.0
x-stainless-retry-count	0
x-stainless-runtime	CPython
x-stainless-runtime-version	3.14.7

{
  "messages": [
    {
      "content": "Check order A100.",
      "role": "user"
    }
  ],
  "model": "deepseek-flash",
  "stream": true,
  "tools": [
    {
      "type": "function",
      "function": {
        "name": "check_order",
        "description": "Check the status of an order by id.",
        "parameters": {
          "properties": {
            "order_id": {
              "type": "string"
            }
          },
          "required": [
            "order_id"
          ],
          "type": "object"
        }
      }
    }
  ]
}

wire response

status

200

headers (15)

show

access-control-allow-credentials	true
cache-control	no-cache
connection	keep-alive
content-type	text/event-stream; charset=utf-8
date	Sun, 13 Sep 2026 21:53:09 GMT
server	elb
strict-transport-security	max-age=31536000; includeSubDomains; preload
transfer-encoding	chunked
vary	origin, access-control-request-method, access-control-request-headers
via	1.1 39861813a6637e620f6a592283c99e86.cloudfront.net (CloudFront)
x-amz-cf-id	9bh6JyyvdBaelf1ih7IEgBRg4Akbv2MLLcO3XOaFR509RX7-aVgh-w==
x-amz-cf-pop	DEN53-P4
x-cache	Miss from cloudfront
x-content-type-options	nosniff
x-ds-trace-id	187ffb0cdba3c936c19fdb2743ac583f

"(streamed -- see this span's `wire frame` notes for the raw bytes)"

wire frame (17 frames)

show

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data: [DONE]

	role	content
[0]	ai	I'll check the status of order A100 for you. check_order({"order_id": "A100"})

sse_frame_sent {"event": "model_replied", "turn": 1, "content": "I'll check the status of order A100 for you.", "tool_calls": true}

sse_frame_sent {"event": "tool_dispatched", "name": "check_order", "args": {"order_id": "A100"}}

tool check_order · 0.5ms · given: order_id=A100 · returned: order A100: shipped

args {"order_id": "A100"}

result {"value": "order A100: shipped"}

sse_frame_sent {"event": "tool_completed", "name": "check_order"}

sse_frame_sent {"event": "turn_ended", "number": 1}

turn 2 · 1054.7ms · 382 in / 29 out · responded with: Order **A100** is currently **shipped**. 🚚 Is there anything else you'd like to know about... (12 more characters)

sse_frame_sent {"event": "turn_started", "number": 2}

model live · 1054.7ms (model provider 388.3 · library 666.4) · 382 in / 29 out · responded with: Order **A100** is currently **shipped**. 🚚 Is there anything else you'd like to know about... (12 more characters)

context sent — 3 message(s)

	role	content
[0]	human	Check order A100.
[1]	ai	I'll check the status of order A100 for you. check_order({"order_id": "A100"})
[2]	tool	order A100: shipped

declared tools (1)

tool	description	schema
check_order	Check the status of an order by id.	{"description": "Check the status of an order by id.", "properties": {"order_id": {"title": "Order Id", "type": "string"}}, "required": ["order_id"], "title": "check_order", "type": "object"}

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temperature, max_tokens, top_p, stop, seed, tool_choice

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wire response

status

200

headers (15)

show

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date	Sun, 13 Sep 2026 21:53:11 GMT
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wire frame (12 frames)

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data: [DONE]

	role	content
[0]	ai	Order A100 is currently shipped. 🚚 Is there anything else you'd like to know about this order?

sse_frame_sent {"event": "model_replied", "turn": 2, "content": "Order **A100** is currently **shipped**. \ud83d\ude9a\n\nIs there anything else you'd like to know about this order?", "tool_calls": false}

sse_frame_sent {"event": "turn_ended", "number": 2}

sse_frame_sent {"event": "run_ended", "turns": 2, "ended": "no_tool_calls"}

scenario a_client_that_disconnects_mid_run_does_not_crash_the_loop

scenario a_client_that_disconnects_mid_run_does_not_crash_the_loop · 1.0ms

sse_frame_sent {"event": "run_started"}

turn 1 · 0.6ms · asked for: check_order

sse_frame_sent {"event": "turn_started", "number": 1}

model mock · 0.4ms · asked for: check_order

context sent — 1 message(s)

	role	content
[0]	human	Check order A100.

declared tools (1)

tool	description	schema
check_order	Check the status of an order by id.	{"description": "Check the status of an order by id.", "properties": {"order_id": {"title": "Order Id", "type": "string"}}, "required": ["order_id"], "title": "check_order", "type": "object"}

tools declared to the mock model {"names": ["check_order"], "consulted": false}

context ignored by the mock model {"messages": 1, "roles": ["human"]}

	role	content
[0]	ai	check_order({"order_id": "A100"})

sse_frame_sent {"event": "model_replied", "turn": 1, "content": "", "tool_calls": true}

sse_frame_sent {"event": "tool_dispatched", "name": "check_order", "args": {"order_id": "A100"}}

tool check_order · 0.2ms · given: order_id=A100 · returned: order A100: shipped

args {"order_id": "A100"}

result {"value": "order A100: shipped"}

sse_frame_sent {"event": "tool_completed", "name": "check_order"}

sse_frame_sent {"event": "turn_ended", "number": 1}

turn 2 · 0.2ms · responded with: Order A100: shipped.

sse_frame_sent {"event": "turn_started", "number": 2}

model mock · 0.2ms · responded with: Order A100: shipped.

context sent — 3 message(s)

	role	content
[0]	human	Check order A100.
[1]	ai	check_order({"order_id": "A100"})
[2]	tool	order A100: shipped

declared tools (1)

tool	description	schema
check_order	Check the status of an order by id.	{"description": "Check the status of an order by id.", "properties": {"order_id": {"title": "Order Id", "type": "string"}}, "required": ["order_id"], "title": "check_order", "type": "object"}

tools declared to the mock model {"names": ["check_order"], "consulted": false}

context ignored by the mock model {"messages": 3, "roles": ["human", "ai", "tool"]}

	role	content
[0]	ai	Order A100: shipped.

sse_frame_sent {"event": "model_replied", "turn": 2, "content": "Order A100: shipped.", "tool_calls": false}

sse_frame_sent {"event": "turn_ended", "number": 2}

sse_frame_sent {"event": "run_ended", "turns": 2, "ended": "no_tool_calls"}

the_loop_finished_though_nobody_was_listening {"turns_completed": 2, "ended": "no_tool_calls", "frames_actually_delivered": 3, "loop_ran_to_completion": true}

scenario a_client_that_disconnects_mid_run_does_not_crash_the_loop · 2457.3ms

sse_frame_sent {"event": "run_started"}

turn 1 · 1199.6ms · 297 in / 58 out · asked for: check_order

sse_frame_sent {"event": "turn_started", "number": 1}

model live · 1199.1ms (model provider 330.7 · library 868.5) · 297 in / 58 out · asked for: check_order

context sent — 1 message(s)

	role	content
[0]	human	Check order A100.

declared tools (1)

tool	description	schema
check_order	Check the status of an order by id.	{"description": "Check the status of an order by id.", "properties": {"order_id": {"title": "Order Id", "type": "string"}}, "required": ["order_id"], "title": "check_order", "type": "object"}

wire request

attempt

method

POST

url

https://api.deepseek.com/v1/chat/completions

defaulted (6)

temperature, max_tokens, top_p, stop, seed, tool_choice

headers (17)

show

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}

wire response

status

200

headers (15)

show

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wire frame (13 frames)

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data: [DONE]

	role	content
[0]	ai	check_order({"order_id": "A100"})

sse_frame_sent {"event": "model_replied", "turn": 1, "content": "", "tool_calls": true}

sse_frame_sent {"event": "tool_dispatched", "name": "check_order", "args": {"order_id": "A100"}}

tool check_order · 0.4ms · given: order_id=A100 · returned: order A100: shipped

args {"order_id": "A100"}

result {"value": "order A100: shipped"}

sse_frame_sent {"event": "tool_completed", "name": "check_order"}

sse_frame_sent {"event": "turn_ended", "number": 1}

turn 2 · 1257.4ms · 372 in / 44 out · responded with: Order **A100** status: **shipped**. Let me know if you'd like to check another order or ne... (28 more characters)

sse_frame_sent {"event": "turn_started", "number": 2}

model live · 1257.3ms (model provider 365.4 · library 892.0) · 372 in / 44 out · responded with: Order **A100** status: **shipped**. Let me know if you'd like to check another order or ne... (28 more characters)

context sent — 3 message(s)

	role	content
[0]	human	Check order A100.
[1]	ai	check_order({"order_id": "A100"})
[2]	tool	order A100: shipped

declared tools (1)

tool	description	schema
check_order	Check the status of an order by id.	{"description": "Check the status of an order by id.", "properties": {"order_id": {"title": "Order Id", "type": "string"}}, "required": ["order_id"], "title": "check_order", "type": "object"}

wire request

attempt

method

POST

url

https://api.deepseek.com/v1/chat/completions

defaulted (6)

temperature, max_tokens, top_p, stop, seed, tool_choice

headers (17)

show

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wire response

status

200

headers (15)

show

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"(streamed -- see this span's `wire frame` notes for the raw bytes)"

wire frame (17 frames)

show

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data: [DONE]

	role	content
[0]	ai	Order A100 status: shipped. Let me know if you'd like to check another order or need more details on this one.

sse_frame_sent {"event": "model_replied", "turn": 2, "content": "Order **A100** status: **shipped**.\n\nLet me know if you'd like to check another order or need more details on this one.", "tool_calls": false}

sse_frame_sent {"event": "turn_ended", "number": 2}

sse_frame_sent {"event": "run_ended", "turns": 2, "ended": "no_tool_calls"}

the_loop_finished_though_nobody_was_listening {"turns_completed": 2, "ended": "no_tool_calls", "frames_actually_delivered": 3, "loop_ran_to_completion": true}