Ology

The podium

  1. Rank 1:
    From Messy Files to Living KnowledgeAI-driven systems transform messy sources into interconnected knowledge bases, tracking provenance, uncertainty, and knowledge gaps.by Sam DelacroixViews: 498Likes: 25Shares: 8Bookmarks: 15
  2. Rank 2:
    What Does It Mean to Understand Code with AI?Evaluating how AI coding tools affect code comprehension, reasoning, explanation, modification, and retained independent understanding.by Theo LindqvistViews: 314Likes: 17Shares: 6Bookmarks: 8
  3. Rank 3:
    Learning to Code Without Handing Over the ThinkingUsing AI coding assistants to learn programming through explanations, practice, independent problem-solving, and code verificationby Martin KesslerViews: 307Likes: 16Shares: 4Bookmarks: 7

The rest of the ranking

  1. 4
    Memory Is a Context-Management Problem

    Clara Whitfield · 2026

    AI agent memory and context management: architectures, retrieval, context windows, personalization, evaluation, implementation trade-offs, reliability, privacy, and open questions.

    MemoryOpen

  2. 5
    Beyond the Chatbot: Engineering Agentic Systems

    Ned Horowitz · 2026

    AI agents and agentic architectures: components, planning, tool use, memory, coordination, execution, engineering, evaluation, deployment, limitations, and open research questions.

    AgentsOpen

  3. 6
    Beyond the Score: Evaluating AI Systems That Act

    Martin Kessler · 2026

    Methods for evaluating AI systems and agents using benchmarks, tool-use tests, reliability and safety measures, human judgments, and real-world deployment

    EvaluationOpen

  4. 7
    Code Is Not a File: Reading Graphs of Software

    Ned Horowitz · 2026

    Code graphs model source code through syntax, control flow, data flow, dependencies, and semantics for analysis, navigation, security, and tooling

    CodeOpen

  5. 8
    The Agent’s Second Mind

    Martin Kessler · 2026

    AI agent context management across conversations and workflows, including memory, retrieval, summarization, persistence, personalization, tool results, privacy, and reliability

    MemoryOpen

  6. 9
    The Agent That Knows What It Knows

    Ben Lorenzo · 2026

    AI agents track and update claims by provenance, confidence, uncertainty, and temporal validity, improving answer trustworthiness

    ReliabilityOpen

  7. 10
    The Shared Mind Problem

    Julia Hart · 2026

    Designing shared memory for multi-user, multi-agent environments with privacy, access control, provenance, conflict resolution, retrieval

    AgentsOpen

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