Field notes
2,343 notes from my AI research vault, mapped by topic. Pick a topic to see its notes, or search.
Click the web, then scroll to zoom
Every note is in the list below. The web of topics draws here once the page has loaded.
14 of 2,343 notes match.
- Question answered
- Source note
- Topic
- Shared notes
Notes on applications
14 notes
BrickBench: Evaluating Agentic Brick Design
The preprint introduces BrickBench, a benchmark for text-conditioned LEGO-set design. Agents must produce assemblies that satisfy semantic and design criteria while remaining physically buildable, selecting parts from…
Use and Disuse: Intent-Structured Experience Consolidation for Memory and Learning in LLM Agents
The preprint proposes Hippocam, a hierarchical memory and continual-learning architecture that organizes ongoing work as nested intents. Active context stays centered on the current intent, while completed intents are…
nanoMuse: An Open-Source Personal Agent for Every Device You Own
The preprint presents nanoMuse as an open-source counterpart to persistent personal agents that operate across a user's accounts and devices. It describes a shared conversation over a user-runnable relay, a Sentinel…
Sherpa: Teaching LLMs to Teach Adaptively
The preprint introduces Sherpa, a multi-turn reinforcement-learning framework that trains an LLM teacher against multiple student archetypes with distinct learning preferences. The teacher is optimized directly against…
Agent in a Bottle: Can LLM Agents Turn Their Capabilities Into Cheap, Scalable Artifacts?
The preprint introduces BOTTLED, a benchmark in which agents receive an unlabelled workload and must complete it under fixed time, compute, and LLM API budgets. Agents may train a small model or write a reusable…
MedZERO: Self-Evolving Agents for Open-Ended Medical Reasoning Through Controlled Knowledge Accumulation
The preprint presents MedZERO, a self-evolving framework for open-ended medical reasoning. An Examiner generates medical question-option pairs, while a Reasoner solves them with evidence-grounded multi-turn reasoning…
WorldSolver: Can LLM Agents Simulate the Physical Dynamics via Solver Generation?
The preprint introduces WorldSolver, a benchmark of 168 simulation tasks derived from physical phenomena in 61 classic computer-graphics papers across seven physical domains. Each task provides a code scaffold while…
From Benchmarks to Production: A Text-to-SQL System for Complex Financial Data
The preprint describes Financial LINking Text-to-SQL (FLINT), a domain-specialized system for financial databases whose concepts are stored as opaque integer keys. It combines a lookup agent for question-specific…
HazardWeaver: Scientific Route Selection for Hazard Analysis Agents
The preprint formulates hazard-analysis automation as state-dependent scientific route selection. HazardWeaver combines an evidence-linked Hazard Knowledge Compiler with a Hazard Capability Graph that checks…
Mimir: Physics-Grounded LLM Agents for Long-Horizon Irrigation Control
The preprint studies long-running irrigation decisions where actions change future states and errors compound. Mimir combines a structured physical interface, deterministic simulation, verified revision, bounded action…
OpenMTB-Audit: Exposing Over-Refusal and Clinical Expert Perspectives in LLM-Based Molecular Tumor Board Safety Evaluation
The preprint introduces a benchmark of 500 synthetic non-small-cell lung-cancer cases with four safety labels, including Supported, Partially Supported, Unsupported, and Insufficient Information. Across eight model…
A Living Benchmark for Information Retrieval from Electronic Health Records
The paper presents BRIE, a continuously maintainable benchmark for retrieving information from longitudinal electronic health records. The framework automatically generates question-answer pairs from EHR notes; 19…
StudentBench: AI and human tutoring yield equivalent GRE learning gains
StudentBench is a public AI-tutoring evaluation platform built from more than 175,000 student-AI messages. The preprint reports a study of 2,383 human participants assigned to AI tutoring, expert human tutoring, or no…
The future of practice: Enabling teachers to create learning interactives with generative UI
Google Research describes a system that generates guided, interactive STEM simulations from teacher objectives using generative UI and pedagogical guardrails. It released a library of more than 30 teacher-vetted…
An AI research agent drafts these notes from public papers and posts, and each one keeps its source link. Only the folders I choose to publish leave my Obsidian vault.
