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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.
Open in the map ↗263 classified signals in the fourteen-day window. Recent momentum: steady. 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.
- OpenAlex · Published · First archived
The role of artificial intelligence in the modern Russian economy innovative development ↗
Innovation is now not just one of the possible paths of development, but the main condition for the survival of any enterprise. The key factor that changes the paradigm of the innovation process is the ability to delegate routine operations. Previously, a significant portion of highly qualified employees’ time was spent on data collection and preliminary information processing, which considerably slowed down the research and development cycle. Modern technologies make it possible to completely delegate trivial tasks to intelligent systems, which are capable of processing such information much…
- OpenAlex · Published · First archived
Institutional risk, finance, and the limits of techno-economic optimality in green hydrogen deployment ↗
Green hydrogen is widely positioned as a key option for deep decarbonization, yet large-scale deployment remains limited despite growing techno-economic potential. This review examines how non-technical conditions influence the feasibility of green hydrogen business models, using the Netherlands as an illustrative case. A review-driven mixed-methods framework integrates evidence from a systematic literature review, semi-structured expert interviews, and an established hourly-resolved techno-economic optimization model to examine how policy design, investment risk, infrastructure constraints, a…
- OpenAlex · Published · First archived
Market waste composition, biomethane yield, and energy potential in Nairobi, Kenya ↗
Introduction: Municipal solid waste (MSW) management remains a critical sustainability challenge in rapidly urbanizing cities, particularly in Sub-Saharan Africa where inadequate infrastructure and reliance on unsanitary landfills exacerbate greenhouse gas emissions. Nairobi, Kenya, generates approximately 3600 tons of MSW daily, with up to 40% uncollected, straining the only dumpsite at Dandora. Material and methods: This study investigated the biomethane potential of waste from 23 food markets, applying standardized compositional analysis and anaerobic digestion (AD) protocols. Results: Resu…
- Hugging Face · Model / dataset date · First archived
hravi/laya-finance — model update ↗
# Laya-Finance A fine-tuned version of [Laya](https://github.com/NandhaKishorM/laya) (ModernBERT-large decision encoder) for financial text decisions: sentiment, topic, central-bank stance, headline direction, finance terminology and trading-approach classification. Derived from the original Laya (Apache-2.0). Fine-tuned on public financial datasets and a private corpus. This is the second public checkpoint; it replaces the first. **Intended use: educational and research purposes only. Not for commercial use.** The restriction comes from the terms of some of the training data. The original Lay
- Hugging Face · Model / dataset date · First archived
csoai/gspc-ai-economy-index — dataset update ↗
# GSPC — ai adoption components facts (Eurostat) **In one line:** Two cited Eurostat AI-adoption series, read as deterministic facts, behind the board's `ai-adoption-components` axis. Not an index and no composite score. For economists and policy analysts who want source-checkable numbers. ### Use it ```python from datasets import load_dataset ds = load_dataset("csoai/gspc-ai-economy-index", split="train") print(ds[0]) ``` - **Verify a signed card in your browser, free, no account:** - **For agents:** MCP endpoint `POST https://councilof.ai/mcp` (free read tools; call `tools/list`). - **A row
- GitHub · Repository created · First archived
AbdullaAlzarooni/ultimate-real-estate-calculator ↗
Claude skills that turn Dubai / UAE property deals into client-ready evaluation reports — real market data, clear verdicts, every calculation shown.
- arXiv · Published · First archived
Market Impact Estimation via Causal Foundation Models ↗
When a trader executes a large order, the relevant question is not \emph{what will the price be?} but \emph{what would the price have been had I not traded?} Market impact is thus a causal quantity, yet classical models (Almgren--Chriss, propagators) regress price on flow, which is biased whenever informed flow moves prices through information as well as trading. We present a proof-of-concept \emph{Causal Market Simulator}: a continuous-time causal prior-data fitted network (PFN) trained on a synthetic market prior in which a hidden informational flow confounds the flow--price relation by cons…
- arXiv · Published · First archived
Multi-period Mean-Expectile Portfolio Optimization under Wasserstein Ambiguity: Reformulation, Degeneracy and the Role of the Ground Metric ↗
Expectiles are the only law-invariant risk measures that are both coherent and elicitable. Unlike Conditional Value-at-Risk (CVaR), however, they do not admit a Rockafellar--Uryasev representation that admits tractable Wasserstein reformulations. We address this difficulty by developing an envelope theorem for worst-case expectiles that characterizes the worst-case expectile over a Wasserstein ambiguity set as the unique root of a worst-case expectation with a two-piece affine integrand. This representation permits direct application of standard Wasserstein duality. Using this result, we refor…
- Hacker News · Posted on Hacker News · First archived
Singapore requires independent review for AI use cases in Fintech ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
What 200 Startups Got Wrong About Buying Market Data ↗
Hacker News discussion.
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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