Scheduled Commit

chat_history/chat_history.jsonl

@@ -43,3 +43,4 @@
 {"timestamp": 1772816652.6730952, "session_id": "session-1772816452303", "question": "who works in systems?", "answer": "We have several faculty members working in systems here at Northwestern. That includes Peter Dinda, who focuses on operating systems and distributed systems, Fabian Bustamante, who works on networking and distributed systems, and Simone Campanoni, who specializes in compiler design and computer architecture. We have quite a few more systems researchers as well if you'd like to know about specific areas!", "blueprint": "faculty_by_topic", "facts": [{"subject": "Karan Ahuja", "predicate": "research_focus", "value": "Human-computer interaction, ubiquitous and mobile computing, augmented and virtual reality, multimodal sensing and machine learning for interactive systems.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Emma Alexander", "predicate": "research_focus", "value": "Computer vision, computational imaging, and machine learning for visual perception systems.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Brenna Argall", "predicate": "research_focus", "value": "Robotics and autonomous systems, human–robot interaction, assistive and rehabilitation robotics for physically disabled users.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Nivedita Arora", "predicate": "research_focus", "value": "Sustainable computational materials, low-power embedded systems, and design of IoT devices for environmental and urban health applications.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Sruti Bhagavatula", "predicate": "research_focus", "value": "Computer science education and curriculum development in introductory programming and systems.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Larry Birnbaum", "predicate": "research_focus", "value": "Artificial intelligence, natural language processing, information retrieval, and intelligent information systems (especially automated content generation).", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Fabian Bustamante", "predicate": "research_focus", "value": "Distributed systems and networking, internet measurement, peer-to-peer systems, and networked system performance.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Simone Campanoni", "predicate": "research_focus", "value": "Compiler design, programming languages, computer architecture, and software optimization for parallel and heterogeneous systems.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Alok Choudhary", "predicate": "research_focus", "value": "Big data analytics, high-performance computing, data mining, and systems for large-scale data management.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Oliver Cossairt", "predicate": "research_focus", "value": "Computational photography, computer vision, optical imaging systems, and 3D imaging techniques.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Andrew Crotty", "predicate": "research_focus", "value": "Database systems, data management, query optimization, and scalable data analytics platforms.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Christos Dimoulas", "predicate": "research_focus", "value": "Programming languages, program verification, software reliability, and runtime verification systems.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Peter Dinda", "predicate": "research_focus", "value": "Operating systems, distributed systems, virtualization, parallel computing, and performance modeling of computer systems.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Andrew Fano", "predicate": "research_focus", "value": "Artificial intelligence applications in industry, business analytics, and technology innovation in enterprise systems.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Branden Ghena", "predicate": "research_focus", "value": "Embedded systems education, Internet-of-Things applications, and hands-on computing curricula.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Nikos Hardavellas", "predicate": "research_focus", "value": "Computer architecture, memory systems, parallel computing, and hardware/software co-design for high-performance computing.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Jason Hartline", "predicate": "research_focus", "value": "Algorithmic mechanism design, algorithmic game theory, auction theory, and approximation algorithms in economic systems.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Mitra Hartmann", "predicate": "research_focus", "value": "Biomechanics and robotics, neuromechanics of animal sensory systems (tactile sensing using whiskers), and bio-inspired robotic design.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Josiah Hester", "predicate": "research_focus", "value": "Sustainable computing, battery-free and low-power embedded systems, energy-harvesting Internet-of-Things devices, and mobile health sensing.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Maia Jacobs", "predicate": "research_focus", "value": "Human-computer interaction, personal health informatics, user-centered design of mobile health systems, and adaptive user interfaces for health support.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Russell Joseph", "predicate": "research_focus", "value": "Computer architecture, embedded systems, power-efficient processor design, and hardware-software co-design for energy efficiency.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Aleksandar Kuzmanovic", "predicate": "research_focus", "value": "Computer networks, internet architecture, network security, and peer-to-peer systems, including anonymization and network neutrality.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Manling Li", "predicate": "research_focus", "value": "Natural language processing, multimodal machine learning (vision-language integration), embodied AI, and commonsense reasoning in AI systems.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Kevin Lynch", "predicate": "research_focus", "value": "Robotics and control systems, autonomous robots, motion planning, and human-machine integration in robotic systems.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Malcolm MacIver", "predicate": "research_focus", "value": "Bio-inspired robotics, neurobiology of animal behavior (electric fish), biomechanics, and the design of robotic systems informed by neuroscience.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Todd Murphey", "predicate": "research_focus", "value": "Robotics and automation, control theory, motion planning, and computational methods for dynamic systems and autonomous machines.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Bryan Pardo", "predicate": "research_focus", "value": "Music information retrieval, audio signal processing, machine learning for sound and music, and human-computer interaction with audio systems.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Chris Riesbeck", "predicate": "research_focus", "value": "Artificial intelligence, natural language understanding, case-based reasoning, and intelligent tutoring systems for education.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Jennie Rogers", "predicate": "research_focus", "value": "Database systems, distributed data management, data privacy, and cloud computing platforms for data science.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Michael Rubenstein", "predicate": "research_focus", "value": "Robotics, swarm robotics, multi-robot systems, self-assembling robots, and distributed algorithms for robot coordination.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Kate Smith", "predicate": "research_focus", "value": "Quantum computing systems, including quantum computer architecture, optimized quantum compilation, error mitigation techniques, distributed quantum computing, and quantum circuit simulation.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Uri Wilensky", "predicate": "research_focus", "value": "Learning sciences, complex systems, agent-based modeling, simulation-based learning environments, and computational modeling tools (creator of NetLogo).", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Xinyu Xing", "predicate": "research_focus", "value": "Cybersecurity, software security, program analysis, vulnerability detection, and systems security (including malware analysis and binary program analysis).", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Haoqi Zhang", "predicate": "research_focus", "value": "Human-computer interaction, social computing, design of collaborative systems, crowdsourcing, and AI-Augmented human teamwork (CS + X initiatives).", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Qi Zhu", "predicate": "research_focus", "value": "Cyber-physical systems, real-time embedded systems, automotive and transportation systems, design automation, and system-level design optimization.", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}], "notes": [], "usage": {"engine": "llm", "used_llm": true, "provider": "claude", "model": "claude-haiku-4-5", "prompt_tokens": 2945, "response_tokens": 85, "total_tokens": 3030, "fallback": false, "planner_action": {"type": "lookup_faculty_topic", "arguments": {"topic": "systems"}}}, "action": {"type": "lookup_faculty_topic", "arguments": {"topic": "systems"}}}
 {"timestamp": 1780506700.1713727, "session_id": "session-1780506674039", "question": "Where can I find Professor Joshua?", "answer": "I found Joshua Glaser, who's an Assistant Professor of Neurology in the Ken and Ruth Davee Department and also has a courtesy appointment in Computer Science. However, I don't have his current office location or hours in my system right now. I'd recommend reaching out to the Computer Science department directly, or checking the Northwestern faculty directory for his contact information.", "blueprint": "person_lookup", "facts": [{"subject": "Joshua", "predicate": "person_type", "value": {"primary": "faculty", "all": ["faculty"]}, "source": null, "confidence": 1.0}, {"subject": "Joshua Glaser", "predicate": "title", "value": "Assistant Professor of Neurology (Ken and Ruth Davee Department); Assistant Professor of Computer Science (by courtesy)", "source": "/app/Archive/faculty_2.csv", "confidence": 1.0}, {"subject": "Joshua Glaser", "predicate": "category", "value": "Affiliated", "source": "/app/Archive/faculty_2.csv", "confidence": 0.9}, {"subject": "Joshua Glaser", "predicate": "research_focus", "value": "Computational neuroscience, interpretable machine learning for neural data, and understanding neural control of movement through data-driven models.", "source": "/app/Archive/faculty_2.csv", "confidence": 0.9}], "notes": ["Showing results for 'Joshua Glaser' (closest match)."], "usage": {"engine": "llm", "used_llm": true, "provider": "claude", "model": "claude-haiku-4-5", "prompt_tokens": 607, "response_tokens": 79, "total_tokens": 686, "fallback": false, "planner_action": {"type": "lookup_person", "arguments": {"name": "Joshua"}}}, "action": {"type": "lookup_person", "arguments": {"name": "Joshua"}}}
 {"timestamp": 1780506727.8873224, "session_id": "session-1780506674039", "question": "I meant Joshua D'Arcy", "answer": "Joshua D'Arcy has an office in Mudd Hall, room 3510. Is there anything else I can help you with?", "blueprint": "location", "facts": [{"subject": "Joshua D'Arcy", "predicate": "office", "value": "Mudd Hall 3510", "source": "/app/Archive/Faculty.csv", "confidence": 1.0}], "notes": [], "usage": {"engine": "llm", "used_llm": true, "provider": "claude", "model": "claude-haiku-4-5", "prompt_tokens": 380, "response_tokens": 33, "total_tokens": 413, "fallback": false, "planner_action": {"type": "lookup_location", "arguments": {"name": "Joshua D'Arcy"}}}, "action": {"type": "lookup_location", "arguments": {"name": "Joshua D'Arcy"}}}
+{"timestamp": 1780609842.1264532, "session_id": "session-1780609825473", "question": "Where can I find professor Hammond?", "answer": "Professor Kristian Hammond has an office in Mudd Hall, room 3109. You should be able to reach him there during regular office hours.", "blueprint": "location", "facts": [{"subject": "Kristian Hammond", "predicate": "office", "value": "Mudd Hall 3109", "source": "/app/Archive/Faculty.csv", "confidence": 1.0}], "notes": [], "usage": {"engine": "llm", "used_llm": true, "provider": "claude", "model": "claude-haiku-4-5", "prompt_tokens": 377, "response_tokens": 35, "total_tokens": 412, "fallback": false, "planner_action": {"type": "lookup_location", "arguments": {"name": "Kristian Hammond"}}}, "action": {"type": "lookup_location", "arguments": {"name": "Kristian Hammond"}}}

chat_history/usage_metrics.jsonl

@@ -90,3 +90,4 @@
 {"timestamp": 1772816652.6730952, "session_id": "session-1772816452303", "blueprint": "faculty_by_topic", "question": "who works in systems?", "action_type": "lookup_faculty_topic"}
 {"timestamp": 1780506700.1713727, "session_id": "session-1780506674039", "blueprint": "person_lookup", "question": "Where can I find Professor Joshua?", "action_type": "lookup_person"}
 {"timestamp": 1780506727.8873224, "session_id": "session-1780506674039", "blueprint": "location", "question": "I meant Joshua D'Arcy", "action_type": "lookup_location"}
+{"timestamp": 1780609842.1264532, "session_id": "session-1780609825473", "blueprint": "location", "question": "Where can I find professor Hammond?", "action_type": "lookup_location"}