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.
100 of 2,343 notes match.
- Question answered
- Source note
- Topic
- Shared notes
Notes on agents
100 notes, page 4 of 5
SkillAA: Attribution-Guided Skill-Graph Updating with Targeted Validation and Rollback
SkillAA represents skill applicability, execution, and composition in a unified graph. It contrasts successful and failed executions to route local repairs, then uses local and broader validation gates before…
SoL-Pi: Recursively Scaling Auto-Research Loops for Efficient Agent Harness
SoL-Pi applies recursive self-improvement at the harness layer across many environments. The abstract describes mechanisms for action execution, context compaction, observation handling, and delegated reading; on a…
TRACE: Accountable Agentic Retrieval for Source Discovery in Digital Archives
TRACE is a training-free agentic retrieval framework for historical archives with OCR degradation, heterogeneous document genres, and source-traceability requirements. The preprint describes an internal deployment for…
In-Context Robot Learning with VLM Agents
The paper introduces GPT-Policy, a framework combining a context compiler, a vision-language model that proposes robot-tool actions, and a constrained controller that verifies and executes actions. The authors report…
Beyond Accuracy: How Procedural Traces Shift the Decision Criterion of LLM Overseers
The authors audit five LLM overseers on 19 compliance tasks and 4,551 judgments while varying trace detail and evidence labeling. They report that elaborate traces can shift susceptible overseers toward rejection and…
How to connect AI usage to business value
OpenAI describes ChatGPT Work and Codex analytics that combine usage, spend, task insights, and outcome metrics. The post describes task classification, model/reasoning/speed breakdowns, plugin and skills views, Codex…
Reimagining advertising with AI
OpenAI announced Sponsored Agents, prompt-based campaign creation and analysis in ChatGPT Work, AI assistance in Ads Manager, optional text customization, and integrations with HubSpot and Shopify.
Agentic Societies Need a Social Harness
The authors study collections of agents operating across trust boundaries for different principals. They report that honest agents can fail with current messaging primitives, while faulty or malicious agents can stall…
ScienceBuddy: Recursive-in-Recursive Self-Improvement for Interactive Scientific Agents
ScienceBuddy is described as an interactive scientific-research workspace that converts researcher requests, feedback, and execution evidence into tasks and evaluation rubrics for continual learning. Its…
The Third Restructuring of Software Form: From the Three-Tier Architecture to Storage, Models, and Agents
The paper suggests a third shift in software development, called Software 3.0, which focuses on context and reasoning determining behavior. The proposed terminal form includes a generalized database, a large model, and…
Towards Risk-free AI Agent Deployment
The paper argues that trustworthy deployment of LLM agents requires testing and debugging the full execution trajectory, not only checking individual actions or final answers.
Automating and Scaling Behavioral Scientific Research on AI Agents
The paper presents AEROBAT, a multi-agent system intended to automate parts of behavioral research on AI agents, from hypothesis generation through experiments, assessment, analysis, and reporting.
DarwinX: Evolving Agent Harnesses Through Natural Selection
The paper proposes improving AI agents not by changing the underlying model weights, but by evolving the surrounding "harness" (prompts, tools, workflow scaffolding) through a selection process across a population of…
Agentic Metaverse Services: A New As-a-Service Paradigm
The paper discusses a new concept called Agentic Metaverse Services (AMServ), which combines advanced Generative Artificial Intelligence (GenAI) with the metaverse to create a virtual ecosystem for various aspects of…
SearchOS-V1: Towards Robust Open-Domain Information-Seeking Agent Collaboration
The paper introduces SearchOS, a system that aims to improve the efficiency of open-domain information seeking for information-seeking agents. It struggles with tracking task progress as interaction histories grow and…
Formal Mechanisms for Market Stability in Self-Interested Agent Societies: A Marketplace Simulation Study
The researchers investigated mechanisms that can maintain market stability in a society of self-interested agents who tend to defect in repeated social dilemmas. They conducted a multi-agent marketplace simulation with…
Shared Infrastructure, Isolated Tenants: Pool Model Multi-Tenancy with Amazon Bedrock AgentCore
AWS demonstrates production-ready multi-tenant AI agent patterns using Bedrock AgentCore, illustrated through a healthcare use case serving multiple clinics and hospitals. The post covers pool model multi-tenancy with…
Build an AI Scientist for Life Science Discovery with NVIDIA BioNeMo Agent Toolkit
NVIDIA announced the BioNeMo Agent Toolkit for building autonomous AI scientists for life science discovery. The system can perform research tasks including paper analysis and hypothesis generation.
AOHP: An Open-Source OS-Level Agent Harness for Personalized, Efficient and Secure Interaction
The paper presents the Android Open Harness Project (AOHP), an operating system level agent harness built on the Android Open Source Project. AOHP aims to treat AI agents as first-class OS actors, enabling adaptive…
Building Pay-Per-Intelligence for AI Agents: How Ampersend Uses Amazon Bedrock AgentCore Payments
AWS describes how Ampersend implemented "pay-per-intelligence" billing for AI agents using Bedrock AgentCore Payments. Agents autonomously route tasks to optimal models and manage spending budgets through a payment…
How Telcos Build Autonomous Networks with Agentic AI
NVIDIA describes how telecommunications companies are implementing agentic AI across network operations and customer workflows to build autonomous network management systems.
Introducing Web Search on Amazon Bedrock AgentCore
AWS announced general availability of web search capabilities for Bedrock agents, with simplified integration for agent tool use.
Temporary Cloudflare Accounts for AI Agents
Cloudflare launched Temporary Accounts on Workers, allowing AI agents to deploy a live Worker in seconds via wrangler deploy --temporary. This enables ephemeral compute resources for agents without requiring persistent…
Amazon Bedrock AgentCore Harness Is Now Generally Available
AWS announced general availability of Amazon Bedrock AgentCore Harness, enabling simplified production-grade agent creation from minimal code. The announcement claims agents can be deployed "from idea to…
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.
