Research

Library

The collections I read from: ADS paper libraries I curate on NASA ADS, five thematic literature explorers that map recent work into themes, and a feed of what's been added lately. The sources; what I publish from them lives in the Digest.

Research libraries

NASA ADS ↗
  • Coding Agents

    92 documents

    Software-engineering agents: architectures, multi-agent coding, and how developers work with them.

    • Mining Architectural Quality Under Agentic AI Adoption: A Causal Study of Java Repositories
    • Getting Better at Working With You: Compiling User Corrections into Runtime Enforcement for Coding Agents

    Browse →

  • Benchmarks

    66 documents

    Evaluating coding agents and code models on real software work.

    • Do Coding Agents Deceive Us? Detecting and Preventing Cheating via Capped Evaluation with Randomized Tests
    • SWE-Explore: Benchmarking How Coding Agents Explore Repositories

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  • Agentic Information Retrieval

    62 documents

    How LLM agents find information: dense retrieval and RAG foundations, reasoning-intensive and test-time-compute retrieval and reranking, agentic search loops, and code retrieval for coding agents.

    • CORE-Bench: A Comprehensive Benchmark for Code Retrieval in the Era of Agentic Coding
    • SWE-Explore: Benchmarking How Coding Agents Explore Repositories

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  • Agent Memory

    158 documents

    Long-horizon memory for LLM agents: storage, consolidation, and forgetting.

    • Learning What to Remember: A Cognitively Grounded Multi-Factor Value Model for Agentic Memory
    • G-Long: Graph-Enhanced Memory Management for Efficient Long-Term Dialogue Agents

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  • Scientific Search & SciX

    84 documents

    Navigating scientific literature: NASA ADS / SciX information systems, scientific language models, and fine-grained classification of research text.

    • Decades of Transformation: Evolution of the NASA Astrophysics Data System's Infrastructure
    • Improving astroBERT Using Semantic Textual Similarity

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  • Multi-Agent Orchestration

    95 documents

    Coordinating multiple LLM agents: controllers, shared context, task decomposition, and communication topologies.

    • Reward Modeling for Multi-Agent Orchestration
    • Decentralized Multi-Agent Systems with Shared Context

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  • Code Retrieval & Enterprise Codebases

    86 documents

    Finding and navigating code at repository and enterprise scale for coding agents.

    • SWE-Explore: Benchmarking How Coding Agents Explore Repositories
    • CORE-Bench: A Comprehensive Benchmark for Code Retrieval in the Era of Agentic Coding

    Browse →

Thematic explorers

Navigable, themed maps of recent literature. Each one starts from an ADS library and structures the papers into themes using SciX MCP.

  • Agentic Memory Systems

    138 papers · 9 themes

    Procedural & SkillsReflection & ExperienceBenchmarksEval MethodologySynthetic DataArchitecturesSecurity & GovernanceApplications & PersonalizationForgetting & Consolidation

    Open explorer →

  • Memory Design Considerations

    70 papers · 11 themes

    Retrieval & RankingConsolidation & DistillationKnowledge RepresentationTemporality & UpdatingForgetting & LifecycleStorage SubstrateMulti-Agent & Shared MemoryWorking Memory & ContextEvaluation & CostInterop, Schema & GovernanceFoundations & Landscape

    Open explorer →

  • Enterprise Multi-Agent Reliability

    83 papers · 8 themes

    Reliability & failure modesRecovery & durable stateObservability & tracingEvaluation & assuranceCost, routing & schedulingTopology & coordinationSecurity & governanceHuman oversight & collaboration

    Open explorer →

  • Multi-Agent Orchestration

    108 papers · 5 themes

    Foundations & TopologiesPatterns & FrameworksMemory in MASEnterprise & ProductionFrontier & Open Problems

    Open explorer →

  • Code Retrieval & Enterprise Codebases

    89 papers · 5 themes

    Why Code != Text IRTechniques: Lexical/Neural/GraphRepository-Scale & Code GraphsEnterprise Codebase ChallengesFrontier & Open Problems

    Open explorer →

  • Agentic Information Retrieval

    23 papers · 4 themes

    How LLM agents find information — from dense retrieval and RAG to reasoning-intensive retrieval and test-time compute for ranking.

    Dense retrieval & RAG foundationsAgentic search loopsReasoning-intensive retrievalTest-time compute for ranking

    Open explorer →

  • The 30 Papers

    27 papers · 7 themes

    A beginner-shaped route through the 27 readings currently published at 30papers.com, from neural-network foundations to compression and complexity.

    Build the working vocabularyDepth becomes trainableSequences meet the real worldAttention removes the bottleneckMemory becomes an interfaceScale becomes predictableCompression frames the whole field

    Open explorer →

Recently added

Recent papers across all libraries, ordered by publication date — the recency view of the corpus, from the hybrid scorer in my code-intelligence-digest app. For the written + audio issues drawn from this reading, see the Digest.

Paper Library Date Cites
Mining Architectural Quality Under Agentic AI Adoption: A Causal Study of Java Repositories Coding Agents 2026-06-00 0
Getting Better at Working With You: Compiling User Corrections into Runtime Enforcement for Coding Agents Coding Agents 2026-06-00 0
The End of Code Review: Coding Agents Supersede Human Inspection Coding Agents 2026-06-00 0
Toward Instructions-as-Code: Understanding the Impact of Instruction Files on Agentic Pull Requests Coding Agents 2026-06-00 0
Understanding the Rejection of Fixes Generated by Agentic Pull Requests -- Insights from the AIDev Dataset Coding Agents 2026-06-00 0
Decentralized Multi-Agent Systems with Shared Context Coding Agents 2026-06-00 0
Frontier Coding Agents Use Metaprogramming to Adapt to Unfamiliar Programming Languages Coding Agents 2026-06-00 0
Do Coding Agents Deceive Us? Detecting and Preventing Cheating via Capped Evaluation with Randomized Tests Benchmarks 2026-06-00 0
SWE-Explore: Benchmarking How Coding Agents Explore Repositories Benchmarks 2026-06-00 0
SWE-Marathon: Can Agents Autonomously Complete Ultra-Long-Horizon Software Work? Benchmarks 2026-06-00 0
CORE-Bench: A Comprehensive Benchmark for Code Retrieval in the Era of Agentic Coding Benchmarks 2026-06-00 0
Learning What to Remember: A Cognitively Grounded Multi-Factor Value Model for Agentic Memory Agent Memory 2026-06-00 0
G-Long: Graph-Enhanced Memory Management for Efficient Long-Term Dialogue Agents Agent Memory 2026-06-00 0
Infini Memory: Maintainable Topic Documents for Long-Term LLM Agent Memory Agent Memory 2026-06-00 0
Less Context, More Accuracy: A Bi-Temporal Memory Engine for LLM Agents Where a Lean Retrieved Context Beats the Full History Agent Memory 2026-06-00 0
Learning What to Remember: Observability-Safe Memory Retention via Constrained Optimization for Long-Horizon Language Agents Agent Memory 2026-06-00 0
Reward Modeling for Multi-Agent Orchestration Multi-Agent Orchestration 2026-06-00 0
Verbal-R3: Verbal Reranker as the Missing Bridge between Retrieval and Reasoning Agentic Information Retrieval 2026-05-00 0
GRC: Unifying Reasoning-Driven Generation, Retrieval and Compression Agentic Information Retrieval 2026-05-00 0
RICE-PO: Turning Retrieval Interactions into Credit Signals for Reasoning Agents Agentic Information Retrieval 2026-05-00 0
MemTrace: Tracing and Attributing Errors in Large Language Model Memory Systems Agent Memory 2026-05-00 0
The Time is Here for Just-in-Time Systems: Challenges and Opportunities Agent Memory 2026-05-00 0
Rethinking How to Remember: Beyond Atomic Facts in Lifelong LLM Agent Memory Agent Memory 2026-05-00 0
Harness Updating Is Not Harness Benefit: Disentangling Evolution Capabilities in Self-Evolving LLM Agents Agent Memory 2026-05-00 0
Your Agents Are Aging Too: Agent Lifespan Engineering for Deployed Systems Agent Memory 2026-05-00 0
GRAVITY: Architecture-Agnostic Structured Anchoring for Long-Horizon Conversational Memory Agent Memory 2026-05-00 0
From Storage to Experience: A Survey on the Evolution of LLM Agent Memory Mechanisms Agent Memory 2026-05-00 0
STALE: Can LLM Agents Know When Their Memories Are No Longer Valid? Agent Memory 2026-05-00 0
Hijacking Agent Memory: Stealthy Trojan Attacks Through Conversational Interaction Agent Memory 2026-05-00 0
MemConflict: Evaluating Long-Term Memory Systems Under Memory Conflicts Agent Memory 2026-05-00 0