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Classify the user's request and decide which capability should handle it.
Check my inbox and tell me if I got a reply from the UPTAC counselling office.
{ "task": "email_management", "tool": "email_client", "model": null }
Classify the user's request and decide which capability should handle it.
Summarize the unread emails in my inbox from today.
{ "task": "email_management", "tool": "email_client", "model": null }
Classify the user's request and decide which capability should handle it.
Did the recruiter from the internship email me back yet?
{ "task": "email_management", "tool": "email_client", "model": null }
Classify the user's request and decide which capability should handle it.
Pull up any emails from my professor about the assignment deadline.
{ "task": "email_management", "tool": "email_client", "model": null }
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Draft a polite reply declining the freelance offer, but leave the door open for future work.
{ "task": "email_management", "tool": "email_client", "model": "writing_expert" }
Classify the user's request and decide which capability should handle it.
Write a follow-up email to the admissions office asking about my CUET PG result status.
{ "task": "email_management", "tool": "email_client", "model": "writing_expert" }
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Reply to this email thread and confirm I'll join the call at 5 PM.
{ "task": "email_management", "tool": "email_client", "model": "writing_expert" }
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Draft a cold email to a startup founder asking about a backend internship.
{ "task": "email_management", "tool": "email_client", "model": "writing_expert" }
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Review this pull request diff and point out anything that looks unsafe.
{ "task": "code_review", "tool": "code_interpreter", "model": "coding_expert" }
Classify the user's request and decide which capability should handle it.
Go through my Rust module and flag any obvious ownership/borrowing mistakes.
{ "task": "code_review", "tool": "code_interpreter", "model": "coding_expert" }
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Check this Django view for SQL injection risks.
{ "task": "code_review", "tool": "code_interpreter", "model": "coding_expert" }
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Is this function doing too much? Suggest how to split it up.
{ "task": "code_review", "tool": "code_interpreter", "model": "coding_expert" }
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Run this script and tell me why it's throwing a segfault.
{ "task": "debugging", "tool": "code_interpreter", "model": "coding_expert" }
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Execute this test suite and show me which cases are failing.
{ "task": "debugging", "tool": "code_interpreter", "model": "coding_expert" }
Classify the user's request and decide which capability should handle it.
My C17 program crashes on the third loop iteration — run it with sample input and find the bug.
{ "task": "debugging", "tool": "code_interpreter", "model": "coding_expert" }
Classify the user's request and decide which capability should handle it.
Trace through this recursive function with n=10 and show me where it goes wrong.
{ "task": "debugging", "tool": "code_interpreter", "model": "coding_expert" }
Classify the user's request and decide which capability should handle it.
Explain what a QLoRA adapter actually changes in the base model's weights.
{ "task": "programming", "tool": null, "model": "coding_expert" }
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What's the difference between a mutex and a semaphore?
{ "task": "programming", "tool": null, "model": "coding_expert" }
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Why would you choose Rust over C for a USB imaging tool?
{ "task": "programming", "tool": null, "model": "coding_expert" }
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Explain the difference between LoRA and full fine-tuning in plain terms.
{ "task": "programming", "tool": null, "model": "coding_expert" }
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Write a SQL query to find all users who signed up in the last 30 days but never logged in.
{ "task": "database_query", "tool": "database_query", "model": "coding_expert" }
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Pull the top 10 slowest queries from the database logs.
{ "task": "database_query", "tool": "database_query", "model": null }
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Show me all rows in the orders table where the total is negative — that's probably a bug.
{ "task": "database_query", "tool": "database_query", "model": "coding_expert" }
Classify the user's request and decide which capability should handle it.
Count how many rows in the users table have a null email field.
{ "task": "database_query", "tool": "database_query", "model": null }
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Optimize this SQL query, it's taking 8 seconds on a 2M row table.
{ "task": "database_query", "tool": "database_query", "model": "coding_expert" }
Classify the user's request and decide which capability should handle it.
Remind me to submit the UPTAC counselling form by 6 PM tomorrow.
{ "task": "task_management", "tool": "task_manager", "model": null }
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Add 'renew domain for MegaCalcHub' to my to-do list.
{ "task": "task_management", "tool": "task_manager", "model": null }
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What tasks do I still have pending for this week?
{ "task": "task_management", "tool": "task_manager", "model": null }
Classify the user's request and decide which capability should handle it.
Mark the 'fix BUFUS USB write bug' task as done.
{ "task": "task_management", "tool": "task_manager", "model": null }
Classify the user's request and decide which capability should handle it.
Convert 5 feet 8 inches to centimeters.
{ "task": "unit_conversion", "tool": "unit_converter", "model": null }
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How many kilometers is 26.2 miles?
{ "task": "unit_conversion", "tool": "unit_converter", "model": null }
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Convert 98.6°F to Celsius.
{ "task": "unit_conversion", "tool": "unit_converter", "model": null }
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What is 750 ml in cups?
{ "task": "unit_conversion", "tool": "unit_converter", "model": null }
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Extract the text from this scanned admit card image.
{ "task": "ocr", "tool": "ocr_engine", "model": "vision_expert" }
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Read the numbers off this photographed electricity meter.
{ "task": "ocr", "tool": "ocr_engine", "model": "vision_expert" }
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Pull the roll number and marks out of this scanned mark sheet.
{ "task": "ocr", "tool": "ocr_engine", "model": "vision_expert" }
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This is a photo of a handwritten note — transcribe it.
{ "task": "ocr", "tool": "ocr_engine", "model": "vision_expert" }
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What's the fastest route from Hazratganj to Lucknow airport right now?
{ "task": "navigation", "tool": "maps_api", "model": null }
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How far is Charbagh railway station from here by road?
{ "task": "navigation", "tool": "maps_api", "model": null }
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Give me walking directions to the nearest ATM.
{ "task": "navigation", "tool": "maps_api", "model": null }
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Is there a toll road between Lucknow and Kanpur, and how much does it cost?
{ "task": "navigation", "tool": "maps_api", "model": null }
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What's the latest news on India's semiconductor policy?
{ "task": "news_lookup", "tool": "news_api", "model": null }
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Any major updates on UPTAC counselling dates today?
{ "task": "news_lookup", "tool": "news_api", "model": null }
Classify the user's request and decide which capability should handle it.
Summarize today's top technology headlines.
{ "task": "news_lookup", "tool": "news_api", "model": null }
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Suggest some lo-fi tracks for a long coding session.
{ "task": "music_recommendation", "tool": "music_api", "model": null }
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Play something upbeat for a morning workout.
{ "task": "music_recommendation", "tool": "music_api", "model": null }
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Recommend instrumental music similar to what I usually listen to while writing.
{ "task": "music_recommendation", "tool": "music_api", "model": null }
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Turn off the bedroom lights.
{ "task": "smart_home", "tool": "smart_home_api", "model": null }
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Set the AC to 24 degrees.
{ "task": "smart_home", "tool": "smart_home_api", "model": null }
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Is the front door locked right now?
{ "task": "smart_home", "tool": "smart_home_api", "model": null }
Classify the user's request and decide which capability should handle it.
Turn on the fan at 10 PM every night.
{ "task": "smart_home", "tool": "smart_home_api", "model": null }
Classify the user's request and decide which capability should handle it.
Check if any smart plug in the house is still drawing power.
{ "task": "smart_home", "tool": "smart_home_api", "model": null }
Classify the user's request and decide which capability should handle it.
Watch this dashcam clip and tell me who was at fault in the collision.
{ "task": "video_analysis", "tool": "video_analysis", "model": "vision_expert" }
Classify the user's request and decide which capability should handle it.
Go through this lecture recording and list the timestamps where new topics start.
{ "task": "video_analysis", "tool": "video_analysis", "model": "vision_expert" }
Classify the user's request and decide which capability should handle it.
Check this CCTV clip for the moment someone enters the frame.
{ "task": "video_analysis", "tool": "video_analysis", "model": "vision_expert" }
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Does this product demo video show the UI clearly enough for a portfolio reel?
{ "task": "video_analysis", "tool": "video_analysis", "model": "vision_expert" }
Classify the user's request and decide which capability should handle it.
Generate a minimalist logo concept for a project called Anvisha Lang.
{ "task": "image_generation", "tool": "image_generation", "model": null }
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Create a hero image of a hypercar silhouette on a dark background.
{ "task": "image_generation", "tool": "image_generation", "model": null }
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Make a simple diagram-style illustration of a crash-detection sensor layout.
{ "task": "image_generation", "tool": "image_generation", "model": null }
Classify the user's request and decide which capability should handle it.
Generate a few thumbnail options for a YouTube video about Rust programming.
{ "task": "image_generation", "tool": "image_generation", "model": null }
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Draw a clean icon set for a document automation dashboard.
{ "task": "image_generation", "tool": "image_generation", "model": null }
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Turn my project notes on AAMVED-X into a 10-slide pitch deck.
{ "task": "presentation_creation", "tool": "slides_api", "model": "writing_expert" }
Classify the user's request and decide which capability should handle it.
Make a slide summarizing this quarter's MegaCalcHub traffic growth.
{ "task": "presentation_creation", "tool": "slides_api", "model": "writing_expert" }
Classify the user's request and decide which capability should handle it.
Build a short deck explaining the Jigsaw Architecture concept to a non-technical audience.
{ "task": "presentation_creation", "tool": "slides_api", "model": "writing_expert" }
Classify the user's request and decide which capability should handle it.
Create slides for a college seminar on operating system schedulers.
{ "task": "presentation_creation", "tool": "slides_api", "model": "writing_expert" }
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Check this essay for plagiarism before I submit it.
{ "task": "plagiarism_check", "tool": "plagiarism_checker", "model": null }
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Does this paragraph closely match any published paper?
{ "task": "plagiarism_check", "tool": "plagiarism_checker", "model": null }
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Run a similarity check on my thesis draft.
{ "task": "plagiarism_check", "tool": "plagiarism_checker", "model": null }
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Format these five sources in APA style.
{ "task": "citation_formatting", "tool": "citation_formatter", "model": null }
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Convert this bibliography from MLA to IEEE format.
{ "task": "citation_formatting", "tool": "citation_formatter", "model": null }
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Generate a BibTeX entry for this research paper.
{ "task": "citation_formatting", "tool": "citation_formatter", "model": null }
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Suggest a low-oil dinner recipe using paneer and spinach.
{ "task": "recipe_suggestion", "tool": "recipe_finder", "model": null }
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What can I cook in 20 minutes with just eggs, bread, and onions?
{ "task": "recipe_suggestion", "tool": "recipe_finder", "model": null }
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Give me a simple recipe for besan chilla.
{ "task": "recipe_suggestion", "tool": "recipe_finder", "model": null }
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What's a good high-protein vegetarian breakfast?
{ "task": "recipe_suggestion", "tool": "recipe_finder", "model": null }
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Find the cheapest 1TB NVMe SSD available right now.
{ "task": "shopping_search", "tool": "shopping_api", "model": null }
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Compare prices for a mechanical keyboard with hot-swappable switches.
{ "task": "shopping_search", "tool": "shopping_api", "model": null }
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Is there a sale on external monitors this week?
{ "task": "shopping_search", "tool": "shopping_api", "model": null }
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Find a budget webcam with good low-light performance.
{ "task": "shopping_search", "tool": "shopping_api", "model": null }
Classify the user's request and decide which capability should handle it.
Research whether small supervisor + expert-model architectures like MoE have any published benchmarks against dense models of similar size, and summarize the key papers.
{ "task": "research", "tools": [ "web_search", "document_reader" ], "model": "research_expert" }
Classify the user's request and decide which capability should handle it.
Look into current Indian regulations around vehicular emergency alert systems and summarize what AAMVED-X would need to comply with.
{ "task": "research", "tools": [ "web_search", "document_reader" ], "model": "research_expert" }
Classify the user's request and decide which capability should handle it.
Find and summarize recent papers comparing QLoRA against full fine-tuning on small (<1B) models.
{ "task": "research", "tools": [ "web_search", "document_reader" ], "model": "research_expert" }
Classify the user's request and decide which capability should handle it.
Research the current state of Rust adoption for embedded/automotive systems and summarize the tradeoffs.
{ "task": "research", "tools": [ "web_search", "document_reader" ], "model": "research_expert" }
Classify the user's request and decide which capability should handle it.
Look up how other MCA programs in UP structure their curriculum and compare it to what UPTAC lists.
{ "task": "research", "tools": [ "web_search", "document_reader" ], "model": "research_expert" }
Classify the user's request and decide which capability should handle it.
Is it true that Qwen3.5 models were trained with a different tokenizer than Qwen2.5?
{ "task": "fact_check", "tool": "web_search", "model": "research_expert" }
Classify the user's request and decide which capability should handle it.
Verify whether this claim about UPTAC counselling deadlines is actually accurate.
{ "task": "fact_check", "tool": "web_search", "model": "research_expert" }
Classify the user's request and decide which capability should handle it.
Someone said Rust is memory-safe but not thread-safe by default — is that correct?
{ "task": "fact_check", "tool": "web_search", "model": "research_expert" }
Classify the user's request and decide which capability should handle it.
Check if this statistic about EV crash rates in India is from a credible source.
{ "task": "fact_check", "tool": "web_search", "model": "research_expert" }
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Read these product reviews and tell me if the overall sentiment is positive or negative.
{ "task": "sentiment_analysis", "tool": null, "model": "nlp_expert" }
Classify the user's request and decide which capability should handle it.
Does this email from my professor sound annoyed or just neutral?
{ "task": "sentiment_analysis", "tool": null, "model": "nlp_expert" }
Classify the user's request and decide which capability should handle it.
Analyze the tone of these GitHub issue comments — are contributors frustrated?
{ "task": "sentiment_analysis", "tool": null, "model": "nlp_expert" }
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Is this client message passive-aggressive or am I overreading it?
{ "task": "sentiment_analysis", "tool": null, "model": "nlp_expert" }
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Rewrite my resume bullet points to sound more results-driven for a backend role.
{ "task": "resume_writing", "tool": null, "model": "writing_expert" }
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Tighten this resume summary down to two lines.
{ "task": "resume_writing", "tool": null, "model": "writing_expert" }
Classify the user's request and decide which capability should handle it.
Help me phrase my BUFUS project for a resume without sounding like a school assignment.
{ "task": "resume_writing", "tool": null, "model": "writing_expert" }
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Write a cover letter for an MCA-related research assistantship.
{ "task": "resume_writing", "tool": null, "model": "writing_expert" }
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Write a LinkedIn post announcing that MegaCalcHub crossed a new traffic milestone.
{ "task": "social_media_post", "tool": null, "model": "writing_expert" }
Classify the user's request and decide which capability should handle it.
Draft a short Twitter/X thread explaining the Jigsaw Architecture idea.
{ "task": "social_media_post", "tool": null, "model": "writing_expert" }
Classify the user's request and decide which capability should handle it.
Write an Instagram caption for a photo of a finished hypercar render.
{ "task": "social_media_post", "tool": null, "model": "writing_expert" }
Classify the user's request and decide which capability should handle it.
Suggest three hooks for a post about switching from Django to Rust.
{ "task": "social_media_post", "tool": null, "model": "writing_expert" }
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