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Earlier sources: Markets

Markets connect capital, goods, services, and labor. This region follows economic developments, public markets, venture capital, fintech, and commerce. Source attention does not constitute financial advice or forecast investment returns.

SYMTRI organizes observations from public sources into a living map. Connections reflect shared subject matter; they do not establish causation or endorse a source.

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258 classified signals in the fourteen-day window. Recent momentum: rising. These counts include signals awaiting readable evidence.

Earlier sources

Up to ten sources with readable evidence, ordered by their feed timestamp. These archive sources can be older than the live fourteen-day window. This list is a sample, not a measure of total activity. Dates distinguish paper publication, repository creation, model/dataset activity, Hacker News posts, and KEV catalog additions. “First archived” records when SYMTRI first stored the signal.

  1. GitHub · Repository created · First archived

    Nour-Br/polymarket-trading-bot-quant-course ↗

    Paid VIP program for traders and builders. Learn to build a Polymarket trading bot with private lessons in market making, arbitrage, execution, and risk.

  2. Hacker News · Posted on Hacker News · First archived

    CFO survey: finance teams spend 26% of their workday verifying AI output ↗

    Hacker News discussion.

  3. Hacker News · Posted on Hacker News · First archived

    GrandNode – open-source e-commerce platform on .NET 10 and MongoDB ↗

    Hacker News discussion.

  4. arXiv · Published · First archived

    When Token Transfers Do Not Mean Liquidity in Tokenized Real-World Assets ↗

    On-chain transfer volume is often used to describe activity in tokenized real-world assets (RWAs), although recorded transfers may reflect very different economic functions, including token creation, destruction, issuer-related operations, and movements between other addresses. Ownership measures face a similar problem because a large address balance may belong to a pool or intermediary that represents multiple investors. We address these two measurement problems by decomposing transfer activity and making ownership coverage explicit. Transfer turnover is calculated before and after observable…

  5. arXiv · Published · First archived

    Who Keeps the Gains from Personal AI Assistants? Seller Adaptation and the Unassisted in a Language-Model Market Simulation ↗

    Personal AI assistants are beginning to transact for consumers, and early adopters capture real savings. Whether those savings survive, and what happens to consumers who have no assistant, depends on how sellers respond -- a question single-user evidence cannot answer. We build an agent-based rental market in which language models play consumers, assistants, and six adaptive sellers guided by an algorithmic pricing tool. Half the population receives an assistant under an advisory or an executing mandate; the contract pairs a fee only the renter's physical action avoids with a pre-selected add-…

  6. arXiv · Published · First archived

    Latent Continuum of Regimes in Limit Order Book Dynamics ↗

    Market-regime models typically assume a finite set of discrete latent states. We examine whether high frequency limit-order-book dynamics exhibit distinct regime separation or apparent regimes result from discretising an underlying continuum, analysing deep limit-order book data for EURO STOXX 50 index futures across 987 clean trading days from 2022 to 2025 using 30, 45 and 60-second aggregation windows. Market states are represented by symmetric positive definite covariance matrices and analysed under Log-Euclidean and affine-invariant geometries; the resulting state cloud has an effective di…

  7. GitHub · Repository created · First archived

    xAmped/Vest-Copier ↗

    Trade copier for Vest Markets prop accounts. Tampermonkey userscript with a points-based order panel.

  8. OpenAlex · Published · First archived

    Evaluating the global economy-wide impact of energy efficiency policies in buildings ↗

    The building sector accounts for nearly one-third of global final energy use. A range of energy efficiency policies can help reduce energy consumption in the sector. These policies include building energy codes, which improve energy efficiency in new buildings, as well as retrofit programs and whole-building performance standards, which address efficiency of existing buildings. In this study, we use the Global Change Analysis Model to assess the impacts of these policies on building energy use and other key outcomes globally and across regions. Additionally, we explore how compliance rates inf…

  9. OpenAlex · Published · First archived

    An active recommendation algorithm for trade union rights and interests services in power grid enterprises based on knowledge graphs and dynamic user personas ↗

    Proactive recommendation of trade union rights and interests services is essential for improving service precision and responsiveness in power grid enterprises. Existing service models often rely on manual processing or static rule matching and therefore have limited capacity to capture employees' changing needs across job roles, policy contexts, and service scenarios. To address this limitation, this study proposes an active recommendation algorithm that integrates a domain knowledge graph with dynamic user personas. The framework constructs the knowledge graph through enhanced entity recogni…

  10. Europe PMC · Published · First archived

    Organizing principles of the cellular electron economy ↗

    Life runs on electron flow. Cells extract electrons from nutrients and transfer them through metabolism, coupling carbon use to energy conservation, biosynthesis and redox homeostasis. Yet how and even whether electron flow is organized at the system-level across metabolism remain unknown. Here we formalize the concept of the cellular electron economy: a quantitative, genome-wide, reaction-resolved representation of electron generation, transfer and disposal. This electron-centric perspective reveals a quantitative relationship governed by two distinct organizing factors: the carbon source set

Live window recorded . This is the ingestion observation time, not the publication or discovery date of each source.

How to assess evidence about Markets

Check each original source for its methods, release status, limitations, and supporting data. A repository announcement, a preprint, and a published study provide different kinds of evidence. SYMTRI’s subject classification helps discovery; it does not independently validate the source’s claims.

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