---
title: Claude Sonnet 4.6 | Runware Docs
url: https://runware.ai/docs/models/anthropic-claude-sonnet-4-6
description: Versatile multimodal language model for coding, agents, computer use, and production reasoning
---
# Claude Sonnet 4.6

Claude Sonnet 4.6 is Anthropic's most capable Sonnet model, built for daily production use across coding, agent workflows, long-context reasoning, computer use, and professional knowledge work. It supports adaptive and extended thinking, strong instruction following, high-volume automation, and a 1M-token context window in beta.

- **ID**: `anthropic-claude-sonnet-4-6`
- **Status**: api-only
- **Creator**: Anthropic
- **Release Date**: February 17, 2026
- **Capabilities**: Text to Text, Image to Text

## Request Parameters

**API Options**

Platform-level options for task execution and delivery.

### [taskType](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#request-tasktype)

- **Type**: `string`
- **Required**: true
- **Value**: `textInference`

Identifier for the type of task being performed

### [taskUUID](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#request-taskuuid)

- **Type**: `string`
- **Required**: true
- **Format**: `UUID v4`

UUID v4 identifier for tracking tasks and matching async responses. Must be unique per task.

### [webhookURL](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#request-webhookurl)

- **Type**: `string`
- **Format**: `URI`

Specifies a webhook URL where JSON responses will be sent via HTTP POST when generation tasks complete. For batch requests with multiple results, each completed item triggers a separate webhook call as it becomes available.

**Learn more** (1 resource):

- [Webhooks](https://runware.ai/docs/platform/webhooks) (platform)

### [deliveryMethod](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#request-deliverymethod)

- **Type**: `string`
- **Default**: `sync`

Determines how the API delivers task results.

**Allowed values**:

- `sync` Returns complete results directly in the API response.
- `async` Returns an immediate acknowledgment with the task UUID. Poll for results using getResponse.
- `stream` Streams results token-by-token as they are generated.

**Learn more** (1 resource):

- [Task Polling](https://runware.ai/docs/platform/task-polling) (platform)

### [includeCost](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#request-includecost)

- **Type**: `boolean`
- **Default**: `false`

Include task cost in the response.

### [includeUsage](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#request-includeusage)

- **Type**: `boolean`
- **Default**: `false`

Include token usage statistics in the response.

### [numberResults](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#request-numberresults)

- **Type**: `integer`
- **Min**: `1`
- **Max**: `4`
- **Default**: `1`

Number of results to generate. Each result uses a different seed, producing variations of the same parameters.

**Inputs**

Input resources for the task (images, audio, etc). These must be nested inside the \`inputs\` object.

### [documents](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#request-inputs-documents)

- **Path**: `inputs.documents`
- **Type**: `array of strings`

Array of document inputs (UUID, URL, or Base64).

### [images](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#request-inputs-images)

- **Path**: `inputs.images`
- **Type**: `array of strings`

Array of image inputs (UUID, URL, Data URI, or Base64).

**Generation Parameters**

Core parameters for controlling the generated content.

### [model](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#request-model)

- **Type**: `string`
- **Required**: true
- **Value**: `anthropic-claude-sonnet-4-6`

Identifier of the model to use for generation.

**Learn more** (3 resources):

- [Text To Image: Model Selection The Foundation Of Generation](https://runware.ai/docs/guides/text-to-image#model-selection-the-foundation-of-generation) (guide)
- [Image Inpainting: Model Specialized Inpainting Models](https://runware.ai/docs/guides/image-inpainting#model-specialized-inpainting-models) (guide)
- [Image Outpainting: Other Critical Parameters](https://runware.ai/docs/guides/image-outpainting#other-critical-parameters) (guide)

### [messages](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#request-messages)

- **Path**: `messages.role`
- **Type**: `array of objects (2 properties)`
- **Required**: true

Array of chat messages forming the conversation context.

#### [role](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#request-messages-role)

- **Path**: `messages.role`
- **Type**: `string`
- **Required**: true

The role of the message author.

**Allowed values**: `user` `assistant`

#### [content](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#request-messages-content)

- **Path**: `messages.content`
- **Type**: `string`
- **Required**: true
- **Min**: `1`

The text content of the message.

**Settings**

Technical parameters to fine-tune the inference process. These must be nested inside the \`settings\` object.

### [systemPrompt](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#request-settings-systemprompt)

- **Path**: `settings.systemPrompt`
- **Type**: `string`
- **Min**: `1`
- **Max**: `200000`

System-level instruction that guides the model's behavior and output style across the entire generation.

### [cache](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#request-settings-cache)

- **Path**: `settings.cache`
- **Type**: `object (2 properties)`

Prompt caching configuration. Caches designated parts of the request to reduce cost and latency on repeated calls.

#### [scope](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#request-settings-cache-scope)

- **Path**: `settings.cache.scope`
- **Type**: `string`
- **Default**: `system+history`

Controls which parts of the request are cached.

**Allowed values**:

- `system` Cache the system prompt only.
- `system+history` Cache the system prompt and conversation history up to the last user message.

#### [ttl](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#request-settings-cache-ttl)

- **Path**: `settings.cache.ttl`
- **Type**: `string`
- **Default**: `5m`

Time-to-live for the cache.

**Allowed values**: `5m` `1h`

### [maxTokens](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#request-settings-maxtokens)

- **Path**: `settings.maxTokens`
- **Type**: `integer`
- **Min**: `1`
- **Max**: `65536`
- **Default**: `4096`

Maximum number of tokens to generate in the response.

### [stopSequences](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#request-settings-stopsequences)

- **Path**: `settings.stopSequences`
- **Type**: `array of strings`
- **Min**: `1`
- **Max**: `50`

Array of sequences that will cause the model to stop generating further tokens when encountered.

### [thinkingLevel](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#request-settings-thinkinglevel)

- **Path**: `settings.thinkingLevel`
- **Type**: `string`

Controls the depth of internal reasoning the model performs before generating a response.

**Allowed values**: `off` `low` `medium` `high` `max` `adaptive`

### [toolChoice](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#request-toolchoice)

- **Path**: `toolChoice.type`
- **Type**: `object (2 properties)`

Controls how the model selects which tool to call. This only takes effect when `tools` are defined.

**Examples**:

**Let the model decide (default):**

```json
"toolChoice": {
  "type": "auto"
}
```

**Force a specific tool call:**

```json
"toolChoice": {
  "type": "tool",
  "name": "get_weather"
}
```

**Require any tool call:**

```json
"toolChoice": {
  "type": "any"
}
```

#### [type](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#request-toolchoice-type)

- **Path**: `toolChoice.type`
- **Type**: `string`
- **Required**: true

Strategy the model uses to decide when and which tools to call.

**Allowed values**:

- `auto` The model decides whether to call a tool based on the conversation context. This is the recommended default.
- `any` The model must call at least one tool but chooses which one. Useful when you always need structured output.
- `tool` The model must call the specific tool identified by name. Use this to force a particular function call.
- `none` The model will not call any tool, even if tools are defined. Useful for forcing a text-only response.

#### [name](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#request-toolchoice-name)

- **Path**: `toolChoice.name`
- **Type**: `string`

Name of the specific tool the model must call. Required when type is `tool`.

### [tools](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#request-tools)

- **Path**: `tools.type`
- **Type**: `array of objects (4 properties)`

An array of tool definitions that the model may call during generation. The model can invoke one or more tools based on the conversation context, outputting structured calls with arguments instead of (or alongside) free-text.

For `function` tools, each definition requires:

- **`type`**: `"function"`
- **`name`**: Unique identifier (alphanumeric, hyphens, underscores; max 64 chars).
- **`description`**: What the function does. The model uses this to decide when to call it.
- **`schema`**: JSON Schema object describing the expected input arguments.

> [!NOTE]
> The `search` tool is executed server-side by the provider. You don't need to handle the tool result yourself.

> [!NOTE]
> The `codeInterpreter` tool is executed server-side by the provider. You don't need to handle the tool result yourself.

**Examples**:

**Function tool, weather lookup:**

```json
"tools": [
  {
    "type": "function",
    "name": "get_weather",
    "description": "Get current weather for a city",
    "schema": {
      "type": "object",
      "properties": {
        "city": { "type": "string", "description": "City name" }
      },
      "required": ["city"]
    }
  }
],
"toolChoice": { "type": "auto" }
```

**Built-in web search:**

```json
"tools": [
  { "type": "search" }
]
```

**Built-in code interpreter:**

```json
"tools": [
  { "type": "codeInterpreter" }
]
```

**Multiple function tools:**

```json
"tools": [
  {
    "type": "function",
    "name": "search_products",
    "description": "Search the product catalog by query and filters.",
    "schema": {
      "type": "object",
      "properties": {
        "query": { "type": "string" },
        "category": { "type": "string" }
      },
      "required": ["query"]
    }
  },
  {
    "type": "function",
    "name": "add_to_cart",
    "description": "Add a product to the user's shopping cart.",
    "schema": {
      "type": "object",
      "properties": {
        "productId": { "type": "string" },
        "quantity": { "type": "integer", "minimum": 1 }
      },
      "required": ["productId"]
    }
  }
]
```

#### [type](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#request-tools-type)

- **Path**: `tools.type`
- **Type**: `string`
- **Required**: true

The kind of tool to make available to the model. User-defined functions require `name` and `schema`, while built-in tools (`search`, `codeInterpreter`) are executed server-side by the provider.

**Allowed values**:

- `function` User-defined function tool. The model outputs the tool name and arguments. You execute the function locally and send results back.
- `search` Built-in web search. The provider executes search server-side and enriches the response automatically.
- `codeInterpreter` Built-in code execution sandbox (Python). The provider runs code server-side and returns results automatically.

#### [name](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#request-tools-name)

- **Path**: `tools.name`
- **Type**: `string`
- **Max**: `64`

Unique function name. Required for function tools.

#### [description](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#request-tools-description)

- **Path**: `tools.description`
- **Type**: `string`

Explanation of what the function does, used by the model to decide when to call it.

#### [schema](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#request-tools-schema)

- **Path**: `tools.schema`
- **Type**: `object`

JSON Schema object describing the function's input parameters.

## Response Parameters

### [taskType](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#response-tasktype)

- **Type**: `string`
- **Required**: true
- **Value**: `textInference`

Type of the task.

### [taskUUID](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#response-taskuuid)

- **Type**: `string`
- **Required**: true
- **Format**: `UUID v4`

UUID of the task.

### [text](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#response-text)

- **Type**: `string`
- **Required**: true

Generated text content.

### [cost](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#response-cost)

- **Type**: `float`

Task cost in USD. Present when `includeCost` is set to `true` in the request.

### [finishReason](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#response-finishreason)

- **Type**: `string`
- **Required**: true

The reason why the model stopped generating tokens.

**Possible values**: `stop` `length` `content_filter` `unknown`

### [usage](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#response-usage)

- **Path**: `usage.promptTokens`
- **Type**: `object (4 properties)`
- **Required**: true

Token usage statistics for the request.

#### [promptTokens](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#response-usage-prompttokens)

- **Path**: `usage.promptTokens`
- **Type**: `integer`
- **Required**: true
- **Min**: `0`

Number of tokens in the input prompt.

#### [completionTokens](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#response-usage-completiontokens)

- **Path**: `usage.completionTokens`
- **Type**: `integer`
- **Required**: true
- **Min**: `0`

Number of tokens generated in the response.

#### [totalTokens](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#response-usage-totaltokens)

- **Path**: `usage.totalTokens`
- **Type**: `integer`
- **Required**: true
- **Min**: `0`

Total number of tokens used (prompt + completion).

#### [thinkingTokens](https://runware.ai/docs/models/anthropic-claude-sonnet-4-6#response-usage-thinkingtokens)

- **Path**: `usage.thinkingTokens`
- **Type**: `integer`
- **Min**: `0`

Number of tokens used for internal reasoning. Billed separately.

## Examples

### Annotated Factory Floor Dashboard (Image to Text)

**Request**:

```json
{
  "taskType": "textInference",
  "taskUUID": "b9bacd35-00af-4c89-a9e4-3a6e2c2ace5e",
  "model": "anthropic:claude@sonnet-4.6",
  "settings": {
    "systemPrompt": "You are a meticulous operations analyst. When given a dashboard image, extract visible facts only, distinguish confirmed observations from likely interpretations, and present findings in clear structured business language.",
    "thinkingLevel": "adaptive",
    "maxTokens": 1400,
    "cache": {
      "scope": "system",
      "ttl": "1h"
    }
  },
  "inputs": {
    "images": [
      "https://assets.runware.ai/assets/inputs/e8b4ab33-ecb9-4436-9054-981788a57cc3.jpg"
    ]
  },
  "messages": [
    {
      "role": "user",
      "content": "Review this manufacturing dashboard image and produce four sections: 1) visible metrics and statuses, 2) anomalies or warnings that appear on screen, 3) likely operational risks in the next shift based only on the displayed information, and 4) a prioritized action list for a plant supervisor. If any text is too small or unclear, say so explicitly instead of guessing."
    }
  ]
}
```

**Response**:

```json
{
  "taskType": "textInference",
  "taskUUID": "b9bacd35-00af-4c89-a9e4-3a6e2c2ace5e",
  "text": "# Manufacturing Dashboard Analysis\n\n---\n\n## SECTION 1: Visible Metrics and Statuses\n\n### Confirmed KPI Tiles (top center)\n\n| Metric | Displayed Value | Indicator | Bar Color |\n|---|---|---|---|\n| Temperature (label partially unreadable) | **501%** | ~40% secondary reading | Green |\n| Machine Use / Utilization (label distorted) | **51.x%** | 19.00% sub-reading | Green |\n| Maintenance Uptime | **690%** | **120.0%** sub-reading | **Red** |\n\n> ⚠️ **Clarity Note:** The primary labels on all three KPI tiles are rendered with distorted/overlapping text. Values as stated are best visible readings; exact decimal precision cannot be confirmed.\n\n### Secondary Panels\n- **Shift Totals Chart** (center): Multi-line trend chart (green, orange, white lines) showing significant oscillation. Y-axis range appears to span approximately –1.00 to 7.00 (units unreadable). X-axis represents a time progression across a shift window.\n- **Maintenance Tickets Panel** (lower left): Section is labeled clearly; individual ticket text entries are **too small to read** reliably. Colored status indicators (green, red, yellow dots) are visible, suggesting mixed ticket statuses.\n- **Ancillary Trend Chart** (upper right): Shows three-line trend (red, green, yellow) with a notable sharp spike. Y-axis values appear to reach ~500+. Panel header reads approximately \"ARRIVTOOLS\" — **label not fully confirmed**.\n- **Facility Floor Plan** (lower right): A top-down building layout is visible. Several rooms appear highlighted in yellow/amber. **No labels are legible** at this resolution.\n- **Bottom Row Metrics**: At least four numeric readouts visible below the Shift Totals chart — values appear to include **18.6.5** (red), **9.09.2**, and **1.49.3** (yellow). Units, labels, and exact figures are **too small/distorted to confirm**.\n- **Timer/Clock** (upper right browser bar): Displays approximately **00:52:00** — likely a session or countdown timer.\n\n---\n\n## SECTION 2: Anomalies and Warnings Visible On-Screen\n\n### Active Warning Banners (Yellow — High Visibility)\nTwo prominent yellow alert bars are displayed across the center of the dashboard:\n\n1. **\"⚠ WARNING [text distorted] BUILT",
  "cost": 0.025503,
  "finishReason": "length"
}
```

---

### Marginalia-Filled Cabinet Ledger (Text to Text)

**Request**:

```json
{
  "taskType": "textInference",
  "taskUUID": "3eca282f-efe6-4f26-9acb-9200d3d5df90",
  "model": "anthropic:claude@sonnet-4.6",
  "settings": {
    "systemPrompt": "You are a meticulous archival analyst. Read complex source material carefully, preserve uncertainty, distinguish direct evidence from inference, and organize findings clearly for professional researchers.",
    "thinkingLevel": "high",
    "maxTokens": 8192,
    "cache": {
      "scope": "system+history",
      "ttl": "1h"
    }
  },
  "messages": [
    {
      "role": "user",
      "content": "You are assisting a museum curator who found a transcribed 1898 cabinet ledger from a river engineering office. The text mixes shipment entries, side notes, corrections, initials, and later pencil comments from a 1930s cataloger. Your task is to:\n\n1. Identify the most likely purpose of the ledger.\n2. Extract all dated events into a chronological table with columns: date, event, people involved, materials/items, confidence.\n3. List every ambiguity or contradiction.\n4. Write a concise curator memo explaining what can be stated confidently versus what remains uncertain.\n\nHere is the transcription:\n\n---\nFront cover label: \"Cabinet B / Lower drawer / Reed & Vale / intake works\"\nInside flyleaf in blue ink: \"Not payroll. Keep with valve sketches.\"\nPencil note in upper corner, later hand: \"Probably transferred from East Annex after inventory, 1934.\"\n\n[p. 1]\nJan. 6, 1898 — Received from H. S. Morland: 14 brass float collars, 6 oak templates, 1 rolled tracing marked \"north gate\". Initialed R.V.\nJan. 8 — Sent to machine room: 4 collars for boring; return expected Thursday. Note in margin: \"two already scored, inspect before fitting\"\nJan. 10 — Returned from machine room only 3 collars. Foreman Pike says fourth retained for comparison.\nJan. 11 — Cartage chit pasted in, partly torn: \"...one crate from Foundry Wharf ... receiving bay three ...\"\nJan. 12 — Vale absent. Reed entered stock personally. Count as follows: float collars 11, templates 6, tracing 1, iron keys 9, rubber seats 24.\nSide note squeezed vertically: \"keys from old west intake chest, not new work\"\n\n[p. 2]\nJan. 15 — Meeting in drafting office. Present: Reed, Pike, S. Dorr, apprentice Lin. Agreed gate spindle housing must be recast at narrower tolerance.\nJan. 15 — same day, later: dispatched broken sample to Calder Foundry with paper tag \"pattern B-17?\" Question mark present in original.\nJan. 17 — Telegram copied by hand: \"Delay on recast unavoidable stop cold affecting pour stop advise by Wednesday\"\nJan. 19 — 2 parcels of gasket sheet received. No maker named.\nJan. 20 — Lin reports north gate tracing does not match pier measurement from field book. Reed says field book is older and tracing governs until resurvey.\nPencil note, likely later: \"This is the discrepancy that caused the winter refit confusion.\"\n\n[p. 3]\nJan. 22 — Returned from boring: 4 collars, though one differs in lip depth. Pike attributes change to instruction from Reed.\nJan. 23 — Reed denies ordering change in lip depth. \"Use unchanged pieces for south run only\" written beside entry in darker ink.\nJan. 24 — Small envelope attached, empty. Ink caption: \"Gauge pins enclosed\"; below in red pencil: \"missing by 1934 inventory\"\nJan. 26 — Morland delivered revised tracing, marked \"north gate, second state\". Previous roll retained.\nJan. 27 — Comparison made between first and second state. Lin notes three bolt positions shifted inward by less than half an inch. Dorr objects that the shift exceeds tolerance if pier stones remain as surveyed in '96.\nJan. 28 — No dispatch due to frozen road.\n\n[p. 4]\nFeb. 1 — Memorandum inserted: \"Temporary hold on west-channel intake alterations pending authority from Board subcommittee. Continue fabrication of removable pieces only.\"\nFeb. 2 — Inventory recounted. Brass float collars 15 total if altered lip piece included; 14 if excluded as nonconforming.\nFeb. 3 — One rubber seat cut for trial and spoiled.\nFeb. 4 — Reed to board room with both tracings and B-17 sample tag.\nFeb. 5 — No written outcome. Margin note: \"ask clerk Henton whether minute book records decision\"\nFeb. 7 — 3 iron keys cleaned and labeled \"old west chest\".\nFeb. 9 — Lin sent to verify pier dimensions at low water if conditions permit.\nFeb. 10 — Weather prevents measurement.\n\nLoose insert, folded twice:\n\"If the narrower housing is approved, collars now in hand may serve only after turning. Do not fit until tracing dispute is settled.\"\nUnsigned, but the phrase \"now in hand\" appears elsewhere in Reed's entries.\n\nBack pastedown, faint pencil list:\n\"B-17 / north gate / second state / collars 14? 15? / hold removable pieces / ask Henton\"\n---\n\nPlease return:\n- A brief one-sentence identification of the ledger's purpose\n- The chronological table\n- A bullet list of ambiguities/contradictions\n- The curator memo\n\nBe careful not to overclaim authorship or intent."
    }
  ],
  "toolChoice": {
    "type": "none"
  }
}
```

**Response**:

```json
{
  "taskType": "textInference",
  "taskUUID": "3eca282f-efe6-4f26-9acb-9200d3d5df90",
  "text": "# Analysis: 1898 Cabinet Ledger, Reed & Vale Intake Works\n\n---\n\n## 1. Ledger Purpose\n\nThis is a materials intake and dispatch record tracking the receipt, machine-room processing, inventory, and pending installation status of fabricated gate components — primarily brass float collars, engineering drawings, iron keys, and rubber seats — associated with a river gate or valve construction project operated under the Reed & Vale engineering partnership in early 1898.\n\n---\n\n## 2. Chronological Table\n\n| Date | Event | People Involved | Materials / Items | Confidence |\n|---|---|---|---|---|\n| Jan. 6, 1898 | Components received from H. S. Morland; initialed R.V. | H. S. Morland; R.V. (identity uncertain — see Ambiguities) | 14 brass float collars; 6 oak templates; 1 rolled tracing (\"north gate\") | **High** |\n| Jan. 8, 1898 | 4 collars sent to machine room for boring; return expected Thursday; margin note warns two are already scored | Unnamed; margin note author unidentified | 4 brass float collars | **High**; margin note authorship uncertain |\n| Jan. 10, 1898 | Only 3 collars returned from machine room; 4th retained by foreman for comparison | Foreman Pike | 3 brass float collars returned; 1 retained at machine room | **High** |\n| Jan. 11, 1898 | Partially torn cartage chit notes crate received from Foundry Wharf, receiving bay three | Unknown | One crate — contents unverifiable due to torn document | **Low** |\n| Jan. 12, 1898 | Vale absent; Reed conducts personal stock count; side note identifies iron keys as from old west intake chest, not new work | Vale (absent); Reed; side note author unidentified | Collars 11; templates 6; tracing 1; iron keys 9; rubber seats 24 | **High** for count; key provenance note authorship uncertain |\n| Jan. 15, 1898 | Meeting in drafting office; agreed gate spindle housing must be recast at narrower tolerance | Reed; Pike; S. Dorr; apprentice Lin | Gate spindle housing | **High** |\n| Jan. 15, 1898 (later) | Broken sample dispatched to Calder Foundry with tag \"pattern B-17?\" — question mark present in original | Unnamed | Broken sample (presumed spindle housing); paper tag labelled \"pattern B-17?\" | **Moderate**; designation uncertain; question mark is original |\n| Jan. 17, 1898 | Hand-copied telegram received: recast delayed due to cold affecting pour; requests advice by Wednesday | Sender and recipient both unnamed | Gate spindle housing recast | **High** for content; sender/recipient unknown |\n| Jan. 19, 1898 | 2 parcels of gasket sheet received; no maker or deliverer named | Unknown | 2 parcels gasket sheet | **Moderate**; no provenance detail |\n| Jan. 20, 1898 | Lin reports north gate tracing does not match pier field book; Reed rules tracing governs until resurvey; later pencil note links this to \"winter refit confusion\" | Lin; Reed; later annotator (unidentified) | North gate tracing; pier field book | **High** for event; pencil annotation date and author unknown |\n| Jan. 22, 1898 | 4 collars returned from boring; one has altered lip depth; Pike attributes change to Reed's instruction | Pike; Reed (attributed) | 4 brass float collars (1 with altered lip depth) | **High** for event; attribution directly contradicted next day |\n| Jan. 23, 1898 | Reed denies ordering lip depth change; note in darker ink directs altered collar for south run only | Reed (denial explicit); darker ink note author not explicitly stated | Brass float collars | **High**;",
  "cost": 0.126636,
  "finishReason": "length"
}
```

---

### Forensic Manuscript Comparison Workflow (Image to Text)

**Request**:

```json
{
  "taskType": "textInference",
  "taskUUID": "53586faf-37e4-4a48-a510-4becd938e38d",
  "model": "anthropic:claude@sonnet-4.6",
  "settings": {
    "systemPrompt": "You are a meticulous manuscript analyst. Compare visual evidence conservatively, separate observations from inferences, and state uncertainty explicitly. Focus on handwriting traits, layout habits, ornamentation, ink behavior, damage patterns, and material clues. Return clear professional prose followed by a compact markdown table of evidence.",
    "thinkingLevel": "high",
    "maxTokens": 8192,
    "cache": {
      "scope": "system",
      "ttl": "1h"
    }
  },
  "inputs": {
    "images": [
      "https://assets.runware.ai/assets/inputs/b68143a2-5b4a-4af9-a10c-ca9128233690.jpg",
      "https://assets.runware.ai/assets/inputs/e64ec699-d828-418b-8a44-7a1e66864783.jpg"
    ]
  },
  "messages": [
    {
      "role": "user",
      "content": "Analyze both manuscript images as if preparing notes for a conservator and a historian. Determine whether they were likely written by the same scribe, by different scribes in the same workshop, or by unrelated makers. First provide a 6-bullet visual summary. Then write a short conclusion with confidence level. Finish with a markdown table with columns: Feature, Image 1, Image 2, Interpretation. Do not invent provenance or dates beyond what can be visually inferred."
    }
  ]
}
```

**Response**:

```json
{
  "taskType": "textInference",
  "taskUUID": "53586faf-37e4-4a48-a510-4becd938e38d",
  "text": "## Visual Summary — Six Bullets\n\n- **Script family.** Both hands fall within the same broad tradition of late-medieval Germanic cursive (likely a variety of Kurrent-adjacent or Bastarda Secretary script), with comparable overall pen angle and rightward lean. This points to shared regional training rather than coincidental similarity, but does not confirm identity of hand.\n\n- **Ductus and pace.** Image 1 shows a measured, evenly spaced ductus with deliberate pen lifts, suggesting a scribe writing with sufficient time and intention. Image 2 is noticeably more compressed and rapid: ascenders are abbreviated, word spacing is narrower, and ligatures are more aggressive—consistent with a more functional or draft register, or a different but related hand.\n\n- **Layout and ruling.** Image 1 is a bound codex with two ruled columns, consistent line spacing, and marginal annotation rubrics. Image 2 is an independent leaf (probably a legal or administrative document) with full-width block paragraphs, no columns, and only paragraph indentation for structure. These are categorically different document formats.\n\n- **Ornamentation and rubrication.** Image 1 carries at least four large decorated initials executed in red ink with penwork flourishing—almost certainly the work of a specialist rubricator or a scribe trained to add decoration. Image 2 contains no decorated initials, no rubrication, and no color variation whatsoever; all text is in a single dark-brown to black ink. This distinction is significant.\n\n- **Ink behavior and color.** Image 1 exhibits a warm mid-brown text ink that has faded somewhat uniformly, with the red rubrication remaining vivid. Image 2's ink is distinctly darker (near black) and shows minor lateral bleeding along hairlines, suggesting either a denser iron-gall formulation or different parchment preparation.\n\n- **Material condition and damage patterns.** Image 1's parchment is relatively stable within its binding, with characteristic edge browning, minor surface abrasion, and even toning. Image 2 shows pronounced edge tears, deep creasing consistent with repeated folding (a document kept folded rather than bound), and irregular foxing/staining patches—implying an entirely different storage and use history.\n\n---\n\n## Short Conclusion\n\nThe two manuscripts share a regional and temporal scribal tradition—most plausibly a late-fifteenth to mid-sixteenth-century Germanic cursive environment—but diverge on nearly every document-specific feature: format, ornamentation practice, ink palette, ductus pace, and material history. The simplest interpretation is **two different scribes from the same workshop tradition** (or the same broad regional school), one trained or tasked to produce decorated codex leaves and one producing functional documentary prose. The hypothesis that a single scribe is responsible for both cannot be ruled out at this image resolution—a highly trained scribe could shift registers dramatically between a formal book hand and a rapid documentary hand—but the ornamentation difference in particular (a rubricator's work is rarely omitted by the same person who performed it elsewhere) tips the balance toward separate hands.\n\n**Confidence level: Low-to-moderate.** High-resolution imaging of individual letterforms (particularly minuscule *d*, *h*, *s*, and terminal strokes) would be required to move toward a firmer attribution.\n\n---\n\n## Evidence Table\n\n| Feature | Image 1 | Image 2 | Interpretation |\n|---|---|---|---|\n| **Document format** | Bound codex, two ruled columns | Single loose leaf, full-width prose paragraphs | Different document types; does not directly indicate scribe identity |\n| **Script type** | Late-medieval Germanic cursive, deliberate and measured | Similar family, more compressed and rapid | Same broad tradition; pace difference may reflect register or different hand |\n| **Ductus/pace** | Even spacing, controlled pen lifts | Tighter word spacing, aggressive ligatures | Suggests different writing speed or a second scribe |\n| **Decorated initials** | Multiple large red penwork initials present | Absent entirely | Strong differentiator; rubricator involvement in Image 1 only |\n| **Ink palette** | Warm mid-brown text + vivid red rubrication | Single dark-brown/near-black ink | Different ink formulations and/or different production stages |\n| **Ink behavior** | Relatively stable, minimal lateral spread | Slight bleeding on hairlines visible | Possibly denser iron-gall or different parchment sizing |\n| **Marginal annotations** | Present (left margin, small cursive rubrics) | Absent | Different use context (reader/scholar vs. document) |\n| **Material condition** | Stable, edge browning, surface abrasion | Edge tears, fold creases, irregular staining | Entirely different storage histories (bound vs. folded) |\n| **Line ruling evidence** | Visible ruled lines guiding text | Not apparent; lines appear unruled | Image 1 produced in a more formal scribal setting |\n| **Overall verdict** | Formal codex hand with decorative training | Functional documentary hand, same tradition | Most likely different scribes from the same regional/workshop tradition |",
  "cost": 0.046329,
  "finishReason": "stop"
}
```

---

### Emergency Logistics Briefing Transcript (Text to Text)

**Request**:

```json
{
  "taskType": "textInference",
  "taskUUID": "9b379c9c-69ed-49c4-a512-0ab97bdbe831",
  "model": "anthropic:claude@sonnet-4.6",
  "settings": {
    "systemPrompt": "You are an elite operations strategist and staff chief. Read messy, high-volume information carefully, reconcile contradictions, surface assumptions, and produce decision-ready output. Be precise, concise, and highly structured. Do not invent facts. When information is missing or conflicting, call it out explicitly.",
    "thinkingLevel": "high",
    "cache": {
      "scope": "system+history",
      "ttl": "1h"
    },
    "maxTokens": 8192
  },
  "messages": [
    {
      "role": "user",
      "content": "You are supporting a regional hospital network facing a cascading supply disruption after a freight rail stoppage and data center outage. Below is a compressed transcript assembled from email fragments, dispatch notes, purchasing logs, and shift handoff summaries. Your task is to produce: (1) a one-page executive summary, (2) a prioritized 72-hour action plan with owners, dependencies, and fallback options, (3) a risk table with probability/impact ratings, (4) contradictions/data quality issues, and (5) the five most important questions leadership must answer in the next 6 hours.\n\nContext:\n- Network includes 5 hospitals, 17 clinics, 2 labs, and 1 centralized sterile processing unit.\n- Three sites are urban trauma centers; two are community hospitals.\n- ERP data is stale by up to 11 hours because the secondary data center failed over imperfectly.\n- Procurement says current inventory counts may be wrong by +/-18% for consumables and +/-6% for implantables.\n- Public communications team has not issued any statement.\n- Finance froze non-essential purchases yesterday, but definitions of 'non-essential' differ by department.\n\nFragment A — COO call notes, 05:40:\n'Northline freight stoppage now entering day 3. Main concern is sterile wraps, nitrile gloves, IV tubing, platelet transport coolers, and pediatric central line kits. ICU directors want conservation triggers today, not tomorrow. Cedar Bridge has 2.1 days of nitrile at burn rate if elective orthopedics continues. If ortho pauses, 4.4 days. Harbor West claims 6 days, but their count excluded ER annex stockroom according to Mason.'\n\nFragment B — Pharmacy ops chat, 06:05:\n'No immediate shortage of broad-spectrum antibiotics. However, Baxter pumps maintenance kits were due Tuesday and are delayed. If pump failures rise, med-surg floors may have to prioritize smart pumps for high-acuity beds. Also note one wholesaler substituted 500 mL saline with 250 mL bags on partial fulfillment; nursing education may need to warn on workflow impact.'\n\nFragment C — Lab coordination memo, 06:22:\n'Platelet courier route from Eastgate blood partner disrupted. Existing cooler fleet: 14 total, 3 with damaged latches, 2 overdue for temperature probe calibration. Hematology lead says outpatient oncology transfusions can be rescheduled 24–48h in some cases, but not for active chemo complications. Need medical ethics input before broad deferrals.'\n\nFragment D — Surgical services handoff, 06:50:\n'Orthopedics can postpone 60% of elective cases with 24h notice, but trauma overflow already rising from highway pileup cleanup. Cardiac team insists valve cases cannot move. General surgery wants a tiering rubric; current list from last winter is outdated because staffing matrix changed. SPD manager says peel packs are adequate for 5 days, but low-temp sterilization cartridges maybe only 36 hours if weekend trauma volume repeats.'\n\nFragment E — IT infrastructure update, 07:10:\n'Secondary data center online but interface engine replay queue still backlogged. Some ADT feeds delayed. Real-time bed board accuracy questionable. Materials management receiving entries from 23:00–03:00 may duplicate after reconciliation. Recommend no fully automated reorder triggers until audit complete.'\n\nFragment F — Nursing admin thread, 07:26:\n'Several units created informal glove rationing signs overnight. Infection prevention worried homemade signage may imply unsafe reuse even though no reuse policy changed. Staff anxiety rising faster than actual depletion. Need single source-of-truth bulletin before day shift huddles complete at 08:15.'\n\nFragment G — Vendor management sheet excerpt, 07:41:\n'Alternate supplier for sterile wraps can ship air freight, premium +38%, earliest dock arrival tomorrow 18:00 if PO released by 09:30 today. Finance controller says exception possible if COO signs and if order coded as patient safety continuity. Pediatric central line kits available from different vendor, but compatible drape pack not included.'\n\nFragment H — Regional EMS liaison text, 07:48:\n'Metro trauma diversions possible tonight if county fair opens as scheduled and weather holds. Expect elevated fractures, dehydration, crowd-related incidents. Could add 12–20 ED arrivals at Harbor West and 8–14 at Cedar Bridge over baseline.'\n\nFragment I — Clinic operations digest, 08:02:\n'Rural infusion clinics depend on twice-weekly shuttle from Central Stores. Thursday shuttle may be cancelled if drivers reassigned to interhospital transfers. Home health team asking whether wound-care supply packs can be broken for partial allocation; compliance uncertain.'\n\nFragment J — CMO margin note, 08:09:\n'Do not let supply conservation silently shift burden onto patients least able to absorb delays. Equity review required for any deferral algorithm affecting oncology, pediatrics, dialysis, or transport-limited rural populations.'\n\nOutput requirements:\n- Start with a 7-bullet executive summary for the CEO.\n- Then provide a table: Priority | Action | Owner | Deadline | Dependency | Fallback.\n- Then a risk matrix table with at least 8 risks.\n- Then a section titled Contradictions and Unknowns.\n- Then a section titled Leadership Decisions Needed in 6 Hours.\n- Use plain English, not jargon-heavy consulting language.\n- Be assertive but note uncertainty where appropriate.\n- Do not ask me follow-up questions; make the best possible plan from the information provided."
    }
  ],
  "toolChoice": {
    "type": "none"
  }
}
```

**Response**:

```json
{
  "taskType": "textInference",
  "taskUUID": "9b379c9c-69ed-49c4-a512-0ab97bdbe831",
  "text": "# OPERATIONAL CRISIS RESPONSE — REGIONAL HOSPITAL NETWORK\n**Prepared:** Based on fragments received 05:40–08:09 | **Status:** Active, evolving\n**Caveat throughout:** ERP inventory data is unreliable. All supply figures below are working estimates, not verified counts.\n\n---\n\n## SECTION 1 — EXECUTIVE SUMMARY FOR THE CEO (7 BULLETS)\n\n1. **The freight stoppage is now producing real patient-safety risk, not just inconvenience.** Cedar Bridge has approximately 2.1 days of nitrile gloves at current burn rate. The centralized sterile processing unit may exhaust low-temperature sterilization cartridges within 36 hours if trauma volume repeats this weekend. These are not comfortable buffers.\n\n2. **You have one hard time-locked decision before 09:30 this morning.** An alternate sterile wrap supplier can deliver by tomorrow evening, but only if the COO signs a purchase order in the next 90 minutes. If that window closes, the next delivery timeline is unknown. Finance has provisionally approved a patient-safety-continuity exception. The COO needs to act now.\n\n3. **Inventory data cannot be trusted.** The ERP system is up to 11 hours stale, consumable counts carry up to ±18% error, and overnight receiving entries may have duplicated after the data center failover. Decisions based on system figures risk false confidence. Physical spot-counts at the two most stressed sites — Cedar Bridge and Harbor West (including its ER annex, which was omitted from Harbor West's self-reported count) — must happen within the next four hours.\n\n4. **A trauma surge is likely tonight.** The county fair opening and highway pileup aftermath could add 20–34 ED arrivals above baseline at Harbor West and Cedar Bridge — the two sites already carrying the thinnest supply margins. Emergency departments at both sites need to be briefed and staged now, not tonight.\n\n5. **Platelet supply for oncology and hematology patients is at risk.** The Eastgate courier route is disrupted, and five of fourteen transport coolers are compromised. Some outpatient transfusions can be safely deferred, but the criteria for who can wait require a medical and ethics decision — not a unilateral operations call. That process must begin immediately.\n\n6. **Staff anxiety is moving faster than actual depletion.** Informal glove-rationing signs appeared overnight across nursing units. Without an authoritative bulletin before the 08:15 day-shift huddles, you will be managing a perception crisis on top of the real one. Infection prevention is concerned that homemade signage implies unsafe reuse. This is a solvable problem in the next 30 minutes if leadership acts.\n\n7. **The CMO has explicitly flagged equity risk.** Any deferral protocol — for oncology transfusions, rural clinic shuttles, wound care supplies, or surgical cases — must be reviewed for disproportionate impact on patients who are least able to absorb delays. That review is not optional and cannot be added retroactively.\n\n---\n\n## SECTION 2 — PRIORITIZED 72-HOUR ACTION PLAN\n\n> **Priority scale:** P1 = Do now (0–2 hrs) | P2 = Today (2–8 hrs) | P3 = Next 24 hrs | P4 = 24–72 hrs\n\n| Priority | Action | Owner | Deadline | Dependency | Fallback |\n|---|---|---|---|---|---|\n| **P1** | Issue a single authoritative staff bulletin on glove supply status and rationing policy (no reuse implied or permitted). Remove informal signage. | Nursing Admin + Infection Prevention + Communications | **08:15 today** | CNO must approve text; Comms must distribute | If written bulletin misses deadline, CNO delivers verbal statement at each huddle in person or by phone |\n| **P1** | COO signs sterile wrap PO; Finance codes as patient-safety continuity exception. | COO + Finance Controller | **09:30 today** | COO availability; controller pre-approval (noted as possible per Fragment G) | If window missed: CEO escalates to identify next available supplier with cost and lead time; accept potential supply gap tomorrow |\n| **P1** | Suspend all automated ERP reorder triggers until IT confirms reconciliation of overnight duplicate receiving entries. Require manual approval for all reorders. | IT Director + Materials Management | **Immediate** | IT interface engine audit (in progress) | Materials manager serves as manual checkpoint for all reorder requests |\n| **P1** | Physical spot-count: Cedar Bridge nitrile gloves (all stockrooms, all floors) and Harbor West ER annex. Report results within 4 hours. | Site Materials Managers (Cedar Bridge, Harbor West) | **12:00 today** | Access to all storage locations including ER annex | Use most recent manual shift logs as interim baseline until count completes |\n| **P1** | Escalate low-temp sterilization cartridge shortage jointly to SPD Manager and Surgical Services Chief. Confirm whether 36-hour estimate accounts for anticipated surge. | COO + SPD Manager + Surgical Services Chief | **09:00 today** | None | Prioritize sterilization capacity for trauma and cardiac cases; defer all deferrable elective procedures until resupply confirmed |\n| **P1** | Designate a single incident commander with cross-functional authority for this event. Establish a 90-minute cadence command call. | CEO | **Immediately** | CEO decision | Without a single decision-maker, the 09:30 PO and 08:15 bulletin deadlines will be missed while people seek clearance |\n| **P2** | Pause elective orthopedics at Cedar Bridge (60% deferrable; extends glove supply from 2.1 to 4.4 days). Notify patients with 24-hour lead. | Orthopedic Chief + CMO + Cedar Bridge Site Administrator | **12:00 today** | Patient notification lead time; OR schedule coordination | If pause not approved: initiate formal conservation protocol and accept the 2.1-day supply risk with nightly reassessment |\n| **P2** | Convene urgent ethics + hematology consultation to establish platelet transfusion deferral criteria. Interim rule pending review: no deferrals for active chemo complications; oncology attending discretion for outpatient elective transfusions. | CMO + Hematology Lead + Ethics Committee | **13:00 today** | Ethics quorum; CMO availability | Interim rule above applies until formal criteria issued |\n| **P2** | Activate trauma surge contingency at Harbor West and Cedar Bridge EDs for tonight. Pre-position available supplies. Coordinate diversion thresholds with county EMS. | ED Medical Directors (both sites) + EMS Liaison | **14:00 today** | Physical count results (P1 above); staffing confirmation | Initiate voluntary diversion to secondary trauma centers early if supply/staffing margins are insufficient |\n| **P2** | Distribute nursing education alert on 500mL-to-250mL saline bag workflow change. Address dosing and hang-time implications. | CNO + Pharmacy Operations | **12:00 today** | Pharmacy to draft clinical guidance | Post laminated bedside reminders on all med-surg units as backup |\n| **P2** | COO and CFO issue a single, network-wide definition of \"non-essential\" for purchase freeze. Add explicit carve-out for patient-safety-continuity items. | COO + CFO | **12:00 today** | Both available for joint decision | Temporary rule pending formal definition: any item directly preventing harm to a current patient is essential |\n| **P2** | Confirm Thursday rural infusion clinic shuttle status. If cancelled, identify alternative driver or delivery mechanism. | Clinic Operations + Central Stores Director | **14:00 today** | Driver pool availability; interhospital transfer demand | Coordinate with home health team for partial wound-care supply allocation; obtain compliance guidance on breaking packs before acting |\n| **P3** | Verify compatibility of alternate pediatric central line kits with required drape packs. If incompatible, identify third-line source or develop a clinical drape-adaptation protocol. | Purchasing + PICU/Pediatric Surgery Clinical Lead | **18:00 today** | Vendor communication | If no compatible kit available: clinical team develops interim sterile field protocol; escalate to CMO if patient risk increases |\n| **P3** | Network-wide physical inventory audit across all 5 hospitals, 17 clinics, 2 labs, and SPD. Prioritize highest-risk sites first. | Materials Management (all sites) + IT | **Within 24 hrs** | IT reconciliation must be complete first | Use site-level manual logs as interim reference |\n| **P3** | Develop updated surgical case tiering rubric. Current version is outdated due to staffing matrix changes. Cardiac valve cases are protected; all others must be categorized. | Surgical Services Chief + CMO + General Surgery | **Within 24 hrs** | Clinical input from all surgical services | Attending of record makes case-by-case determinations using clinical judgment as interim standard |\n| **P3** | Repair damaged cooler latches (3 units) and complete temperature probe calibrations (2 units) in platelet transport fleet. | Lab Operations + Biomedical Engineering | **Within 24 hrs** | Parts and calibration equipment availability | Reserve all nine confirmed-functional coolers exclusively for highest-acuity platelet transport; defer non-urgent shipments |\n| **P3** | Issue external public statement. Silence is not neutral; community and media rumors will fill the vacuum. | CEO + CMO + Communications | **Within 24 hrs** | Leadership messaging alignment | Do not wait for full resolution to communicate; acknowledge the situation and describe response actions |\n| **P4** | Develop Baxter pump failure monitoring protocol. If failure rate rises, activate smart pump prioritization for high-acuity beds; document manual dosing protocols for fallback. | Biomedical Engineering + Pharmacy + CNO | **Within 48 hrs** | Maintenance kit delivery timeline | Manual dosing documentation to be pre-positioned on all med-surg units now as precaution |\n| **P4** | Conduct equity impact review for all deferral protocols (oncology, pediatrics, dialysis, rural/transport-limited populations). Embed CMO equity criteria before any protocol goes to broad implementation. | CMO + Ethics + Patient Advocacy | **Within 48 hrs** | Ethics consultation results (P2 above) | CMO must personally approve any deferral algorithm before rollout |\n| **P4** | Map and negotiate redundant freight and supplier relationships for all Tier 1 supplies. Do not return to single-source or single-route dependency. | Procurement + Supply Chain Leadership | **Within 72 hrs** | Market availability; legal review of spot agreements | Initiate regional distributor conversations in parallel with current crisis response |\n\n---\n\n## SECTION 3 — RISK MATRIX\n\n> **Probability:** Low < 25% | Medium 25–60% | High > 60%\n> **Impact:** Moderate = operational disruption | High = patient harm possible | Critical = direct patient safety failure\n\n| # | Risk | Probability | Impact | Combined Rating | Key Driver | Mitigation Hook |\n|---|---|---|---|---|---|---|\n| 1 | Cedar Bridge exhausts nitrile gloves within 48 hours, creating infection control breach | **High** | **Critical** | 🔴 **Critical** | 2.1-day supply at current burn; trauma surge could shorten this further | Pause elective ortho (P2); verify ER annex count (P1) |\n| 2 | Low-temp sterilization cartridges exhaust within 36 hours, halting sterile processing for trauma and surgical cases | **High** | **Critical** | 🔴 **Critical** | Weekend trauma volume may replicate worst-case; 36-hr estimate may be optimistic | Immediate escalation (P1); surgical case triage |\n| 3 | Phantom inventory from duplicate ERP entries creates false confidence; emergency reorders delayed until too late | **High** | **High** | 🔴 **Critical** | IT explicitly flagged duplicate risk; ±18% baseline error compounds it | Suspend automated triggers (P1); physical counts (P1) |\n| 4 | County fair trauma surge tonight overwhelms Harbor West and Cedar Bridge EDs, collapsing already thin supply margins | **Medium-High** | **High** | 🟠 **High** | EMS liaison confirms conditions are favorable; sites already stressed | Surge contingency activation (P2); pre-positioning |\n| 5 | Platelet supply fails for active oncology or hematology patients due to courier disruption and degraded cooler fleet | **Medium** | **Critical** | 🟠 **High** | 5 of 14 coolers compromised; courier route disrupted; ethics criteria undefined | Ethics consult (P2); cooler repair (P3) |\n| 6 | PO for sterile wraps not signed by 09:30; next delivery window unknown, gap extends beyond 24 hours | **Medium** | **High** | 🟠 **High** | Single hard deadline; depends on COO availability and finance exception | COO decision required immediately (P1) |\n| 7 | Finance freeze blocks legitimate patient-safety purchases due to inconsistent \"non-essential\" definitions across departments | **High** | **High** | ",
  "cost": 0.127065,
  "finishReason": "length"
}
```