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Upload prompt_builder.py

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  1. llm/prompt_builder.py +354 -0
llm/prompt_builder.py ADDED
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+ """
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+ Flare – Prompt Builder (Refactored with Multi-language Support)
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+ ==============================================================
4
+ """
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+
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+ from typing import List, Dict, Any
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+ from datetime import datetime, timedelta
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+ from config_provider import ConfigProvider
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+ from logger import log_info, log_error, log_warning, log_debug
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+ from locale_manager import LocaleManager
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+
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+ # Date helper for locale-aware date expressions
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+ def _get_date_context(locale_code: str = "tr") -> Dict[str, str]:
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+ """Generate date context for date expressions"""
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+ now = datetime.now()
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+
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+ # Get locale data
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+ locale_data = LocaleManager.get_locale(locale_code)
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+ weekdays = locale_data.get("weekdays", ["Monday", "Tuesday", "Wednesday", "Thursday", "Friday", "Saturday", "Sunday"])
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+
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+ today_weekday = weekdays[now.weekday()]
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+
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+ # Calculate various dates
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+ dates = {
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+ "today": now.strftime("%Y-%m-%d"),
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+ "tomorrow": (now + timedelta(days=1)).strftime("%Y-%m-%d"),
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+ "day_after_tomorrow": (now + timedelta(days=2)).strftime("%Y-%m-%d"),
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+ "this_weekend_saturday": (now + timedelta(days=(5-now.weekday())%7)).strftime("%Y-%m-%d"),
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+ "this_weekend_sunday": (now + timedelta(days=(6-now.weekday())%7)).strftime("%Y-%m-%d"),
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+ "next_week_same_day": (now + timedelta(days=7)).strftime("%Y-%m-%d"),
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+ "two_weeks_later": (now + timedelta(days=14)).strftime("%Y-%m-%d"),
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+ "today_weekday": today_weekday,
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+ "today_day": now.day,
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+ "today_month": now.month,
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+ "today_year": now.year,
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+ "locale_code": locale_code
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+ }
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+
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+ return dates
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+
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+ def _build_locale_aware_date_prompt(param, date_ctx: Dict, locale_data: Dict, locale_code: str) -> str:
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+ """Build locale-aware date extraction prompt"""
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+
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+ # Get locale-specific date patterns
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+ date_patterns = locale_data.get("date_patterns", {})
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+ months = locale_data.get("months", [])
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+
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+ prompt_parts = [f"β€’ {param.name}: {param.extraction_prompt}"]
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+ prompt_parts.append(f" IMPORTANT DATE RULES for {locale_data.get('name', 'this language')}:")
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+
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+ # Add locale-specific patterns
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+ if locale_code == "tr":
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+ prompt_parts.extend([
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+ f" - 'bugΓΌn' = {date_ctx['today']}",
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+ f" - 'yarΔ±n' = {date_ctx['tomorrow']}",
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+ f" - 'ΓΆbΓΌr gΓΌn' = {date_ctx['day_after_tomorrow']}",
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+ f" - 'bu hafta sonu' = {date_ctx['this_weekend_saturday']} or {date_ctx['this_weekend_sunday']}",
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+ f" - 'bu cumartesi' = {date_ctx['this_weekend_saturday']}",
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+ f" - 'bu pazar' = {date_ctx['this_weekend_sunday']}",
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+ f" - 'haftaya' or 'gelecek hafta' = add 7 days to current date",
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+ f" - 'haftaya bugΓΌn' = {date_ctx['next_week_same_day']}",
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+ f" - 'iki hafta sonra' = {date_ctx['two_weeks_later']}",
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+ f" - '15 gΓΌn sonra' = add 15 days to today",
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+ f" - '10 Temmuz' = {date_ctx['today_year']}-07-10",
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+ f" - Turkish months: Ocak=01, Şubat=02, Mart=03, Nisan=04, Mayıs=05, Haziran=06, "
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+ f"Temmuz=07, Ağustos=08, Eylül=09, Ekim=10, Kasım=11, Aralık=12"
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+ ])
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+ elif locale_code == "en":
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+ prompt_parts.extend([
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+ f" - 'today' = {date_ctx['today']}",
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+ f" - 'tomorrow' = {date_ctx['tomorrow']}",
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+ f" - 'day after tomorrow' = {date_ctx['day_after_tomorrow']}",
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+ f" - 'this weekend' = {date_ctx['this_weekend_saturday']} or {date_ctx['this_weekend_sunday']}",
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+ f" - 'this Saturday' = {date_ctx['this_weekend_saturday']}",
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+ f" - 'this Sunday' = {date_ctx['this_weekend_sunday']}",
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+ f" - 'next week' = add 7 days to current date",
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+ f" - 'next {date_ctx['today_weekday']}' = {date_ctx['next_week_same_day']}",
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+ f" - 'in two weeks' = {date_ctx['two_weeks_later']}",
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+ f" - 'July 10' or '10th of July' = {date_ctx['today_year']}-07-10",
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+ f" - English months: January=01, February=02, March=03, April=04, May=05, June=06, "
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+ f"July=07, August=08, September=09, October=10, November=11, December=12"
82
+ ])
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+
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+ # Add month mappings if available
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+ if months:
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+ month_mapping = [f"{month}={i+1:02d}" for i, month in enumerate(months)]
87
+ prompt_parts.append(f" - Month names: {', '.join(month_mapping)}")
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+
89
+ return "\n".join(prompt_parts)
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+
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+ # ─────────────────────────────────────────────────────────────────────────────
92
+ # INTENT PROMPT
93
+ # ─────────────────────────────────────────────────────────────────────────────
94
+ def build_intent_prompt(version: Any, # VersionConfig
95
+ conversation: List[Dict[str, str]],
96
+ project_locale: str) -> str:
97
+ """Build intent detection prompt with enhanced detection prompts and examples"""
98
+
99
+ # Get config
100
+ cfg = ConfigProvider.get()
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+
102
+ # Get internal prompt from LLM provider settings
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+ internal_prompt = ""
104
+ if cfg.global_config.llm_provider and cfg.global_config.llm_provider.settings:
105
+ internal_prompt = cfg.global_config.llm_provider.settings.get("internal_prompt", "")
106
+
107
+ # Extract intent names and captions
108
+ intent_names = [it.name for it in version.intents]
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+ intent_captions = [str(it.caption) if it.caption else it.name for it in version.intents]
110
+
111
+ # Get project language name
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+ locale_data = LocaleManager.get_locale(project_locale)
113
+ project_language = locale_data.get("name", "Turkish")
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+ current_language_name = project_language
115
+
116
+ # Replace placeholders in internal prompt
117
+ if internal_prompt:
118
+ # Intent names - quoted and comma-separated
119
+ intent_names_str = ', '.join([f'"{name}"' for name in intent_names])
120
+ internal_prompt = internal_prompt.replace("<intent names>", intent_names_str)
121
+
122
+ # Intent captions - quoted and comma-separated
123
+ intent_captions_str = ', '.join([f'"{caption}"' for caption in intent_captions])
124
+ internal_prompt = internal_prompt.replace("<intent captions>", intent_captions_str)
125
+
126
+ # Project language
127
+ internal_prompt = internal_prompt.replace("<project language>", project_language)
128
+ internal_prompt = internal_prompt.replace("{{current_language_name}}", current_language_name)
129
+ internal_prompt = internal_prompt.replace("{{project_language}}", project_language)
130
+
131
+ # === ENHANCED INTENT INDEX WITH DETECTION PROMPTS AND EXAMPLES ===
132
+ lines = ["### INTENT DETECTION RULES ###"]
133
+ for it in version.intents:
134
+ lines.append(f"\n{it.name}:")
135
+
136
+ # Add detection prompt
137
+ if it.detection_prompt:
138
+ lines.append(f" Detection Rule: {it.detection_prompt}")
139
+
140
+ # Add examples to enhance detection
141
+ examples = it.get_examples_for_locale(project_locale)
142
+ if examples:
143
+ # Combine detection prompt with examples
144
+ examples_str = " | ".join([f'"{ex}"' for ex in examples[:5]]) # Max 5 examples
145
+ lines.append(f" Examples that match this intent: {examples_str}")
146
+
147
+ # If we have both detection prompt and examples, make it clear
148
+ if it.detection_prompt and examples:
149
+ lines.append(f" β†’ This intent should be detected when user says something similar to the examples above AND matches the detection rule.")
150
+
151
+ intent_index = "\n".join(lines)
152
+
153
+ # === HISTORY ===
154
+ history_block = "\n".join(
155
+ f"{m['role'].upper()}: {m['content']}" for m in conversation[-10:]
156
+ )
157
+
158
+ # Combine prompts
159
+ combined_prompt = internal_prompt + "\n\n" + version.general_prompt if internal_prompt else version.general_prompt
160
+
161
+ # Get last user message
162
+ user_input = conversation[-1]['content'] if conversation else ""
163
+
164
+ prompt = (
165
+ f"{combined_prompt}\n\n"
166
+ f"{intent_index}\n\n"
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+ f"Conversation so far:\n{history_block}\n\n"
168
+ f"USER: {user_input.strip()}"
169
+ )
170
+
171
+ log_info("βœ… Intent prompt built with enhanced detection prompts and examples")
172
+ return prompt
173
+
174
+ # ─────────────────────────────────────────────────────────────────────────────
175
+ # PARAMETER PROMPT
176
+ # ─────────────────────────────────────────────────────────────────────────────
177
+ _FMT = """#PARAMETERS:{"extracted":[{"name":"<param>","value":"<val>"},...],"missing":["<param>",...]}"""
178
+
179
+ def build_parameter_prompt(
180
+ version: Any, # VersionConfig
181
+ intent_config: Any, # IntentConfig
182
+ chat_history: List[Dict[str, str]],
183
+ collected_params: Dict[str, Any],
184
+ missing_params: List[str],
185
+ params_to_ask: List[str],
186
+ max_params: int,
187
+ project_locale: str,
188
+ unanswered_params: List[str] = None
189
+ ) -> str:
190
+ """Build parameter collection prompt with approval support"""
191
+
192
+ # Check if we're asking for approval parameter
193
+ is_approval_question = len(params_to_ask) == 1 and params_to_ask[0] == "is_approved"
194
+
195
+ if is_approval_question:
196
+ # For approval, use special format without LLM collection prompt
197
+ # This will be handled in chat_handler with custom approval_question
198
+ return "" # Return empty, chat_handler will use custom question
199
+
200
+ # Normal parameter collection
201
+ cfg = ConfigProvider.get()
202
+ collection_config = cfg.global_config.llm_provider.settings.get("parameter_collection_config", {})
203
+ collection_prompt = collection_config.get("collection_prompt", "")
204
+
205
+ if not collection_prompt:
206
+ # Fallback prompt
207
+ collection_prompt = "Ask for the missing parameters naturally."
208
+
209
+ # Build conversation history string
210
+ history_str = "\n".join([
211
+ f"{msg['role'].upper()}: {msg['content']}"
212
+ for msg in chat_history[-5:] # Last 5 messages
213
+ ])
214
+
215
+ # Build collected params string
216
+ collected_str = "\n".join([
217
+ f"- {k}: {v}" for k, v in collected_params.items()
218
+ ])
219
+
220
+ # Build missing params string with captions
221
+ missing_str = []
222
+ for param_name in missing_params:
223
+ param = next((p for p in intent_config.parameters if p.name == param_name), None)
224
+ if param:
225
+ caption = param.get_caption_for_locale(project_locale) if hasattr(param, 'get_caption_for_locale') else param_name
226
+ missing_str.append(f"- {param_name} ({caption})")
227
+ else:
228
+ missing_str.append(f"- {param_name}")
229
+ missing_str = "\n".join(missing_str)
230
+
231
+ # Build unanswered params string
232
+ unanswered_str = "\n".join([f"- {p}" for p in (unanswered_params or [])])
233
+
234
+ # Replace placeholders
235
+ prompt = collection_prompt
236
+ prompt = prompt.replace("{{conversation_history}}", history_str)
237
+ prompt = prompt.replace("{{intent_name}}", intent_config.name)
238
+ prompt = prompt.replace("{{intent_caption}}", str(intent_config.caption))
239
+ prompt = prompt.replace("{{collected_params}}", collected_str)
240
+ prompt = prompt.replace("{{missing_params}}", missing_str)
241
+ prompt = prompt.replace("{{unanswered_params}}", unanswered_str)
242
+ prompt = prompt.replace("{{max_params}}", str(max_params))
243
+ prompt = prompt.replace("{{project_language}}", project_locale)
244
+ prompt = prompt.replace("{{current_language_name}}", project_locale) # For compatibility
245
+
246
+ return prompt
247
+
248
+ # ─────────────────────────────────────────────────────────────────────────────
249
+ # SMART PARAMETER COLLECTION PROMPT
250
+ # ─────────────────────────────────────────────────────────────────────────────
251
+ def build_smart_parameter_question_prompt(intent_cfg,
252
+ missing_params: List[str],
253
+ conversation: List[Dict[str, str]],
254
+ collection_config: Dict[str, Any],
255
+ project_language: str) -> str:
256
+ """Build prompt for smart parameter collection"""
257
+
258
+ # Get the collection prompt template
259
+ template = collection_config.get("collection_prompt", "Ask for the missing parameters.")
260
+
261
+ # Replace placeholders
262
+ prompt = template.replace("{{max_params}}", str(collection_config.get("max_params_per_question", 2)))
263
+ prompt = prompt.replace("{{project_language}}", project_language)
264
+
265
+ # Add parameter information
266
+ param_info = []
267
+ for param_name in missing_params[:collection_config.get("max_params_per_question", 2)]:
268
+ param = next((p for p in intent_cfg.parameters if p.name == param_name), None)
269
+ if param:
270
+ # Get caption for default locale (first supported locale)
271
+ caption = param.get_caption_for_locale("tr") # Default to Turkish
272
+ param_info.append(f"- {param_name}: {caption}")
273
+
274
+ # Add context
275
+ parts = [
276
+ prompt,
277
+ "",
278
+ "Missing parameters:",
279
+ "\n".join(param_info),
280
+ "",
281
+ "Recent conversation:"
282
+ ]
283
+
284
+ # Add recent conversation
285
+ for msg in conversation[-5:]:
286
+ parts.append(f"{msg['role'].upper()}: {msg['content']}")
287
+
288
+ return "\n".join(parts)
289
+
290
+ # ─────────────────────────────────────────────────────────────────────────────
291
+ # PARAMETER EXTRACTION FROM QUESTION
292
+ # ─────────────────────────────────────────────────────────────────────────────
293
+ def extract_params_from_question(question: str, param_names: List[str]) -> Dict[str, str]:
294
+ """Extract parameters that might be embedded in the question itself"""
295
+ extracted = {}
296
+
297
+ # Simple pattern matching for common cases
298
+ # This is a basic implementation - can be enhanced with NLP
299
+
300
+ # Example: "Δ°stanbul'dan Ankara'ya ne zaman gitmek istiyorsunuz?"
301
+ # Could extract origin=Δ°stanbul, destination=Ankara
302
+
303
+ # For now, return empty dict
304
+ # This function can be enhanced based on specific use cases
305
+
306
+ return extracted
307
+
308
+ # ─────────────────────────────────────────────────────────────────────────────
309
+ # API RESPONSE PROMPT
310
+ # ─────────────────────────────────────────────────────────────────────────────
311
+ def build_api_response_prompt(api_config, api_response: Dict) -> str:
312
+ """Build prompt for API response with mappings"""
313
+
314
+ response_prompt = api_config.response_prompt
315
+ if not response_prompt:
316
+ return "İşlem başarıyla tamamlandı."
317
+
318
+ # Apply response mappings if available
319
+ mapped_data = {}
320
+ if hasattr(api_config, 'response_mappings'):
321
+ for mapping in api_config.response_mappings:
322
+ field_path = mapping.get('field_path', '')
323
+ display_name = mapping.get('display_name', field_path)
324
+
325
+ # Extract value from response
326
+ value = _extract_value_from_path(api_response, field_path)
327
+ if value is not None:
328
+ mapped_data[display_name] = value
329
+
330
+ # Replace placeholders in response prompt
331
+ for key, value in mapped_data.items():
332
+ response_prompt = response_prompt.replace(f"{{{key}}}", str(value))
333
+
334
+ # Also try direct field replacement
335
+ for key, value in api_response.items():
336
+ response_prompt = response_prompt.replace(f"{{{key}}}", str(value))
337
+
338
+ return response_prompt
339
+
340
+ def _extract_value_from_path(data: Dict, path: str) -> Any:
341
+ """Extract value from nested dict using dot notation"""
342
+ try:
343
+ parts = path.split('.')
344
+ value = data
345
+ for part in parts:
346
+ if isinstance(value, dict):
347
+ value = value.get(part)
348
+ elif isinstance(value, list) and part.isdigit():
349
+ value = value[int(part)]
350
+ else:
351
+ return None
352
+ return value
353
+ except:
354
+ return None