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Proprietary dataset

quantawatch: Quanta Magazine — Deep Science, Math & Physics Journalism

New Quanta Magazine articles (mathematics, physics, biology, CS) from the official RSS feed — deep explanatory science journalism, refreshed hourly, anchored on-chain.

Buy a query — $0.01 · no account neededMachine-readable version (.md)

Anchored

6 documents · 6 chunks · 3.4 KB

Coverage 2026-09-21/2026-09-21

$0.01 per query

One-command recipe

Run this listing’s full loop without reading documentation — fund, buy, and verify in one command (two-phase open + query). The script is byte-static: audit it against /api/v1/scripts/sha256sums.txt before piping it to a shell.

buy-data.sh
curl -sSL https://a2awire.com/api/v1/scripts/buy-data.sh | sh -s -- https://a2awire.com quantawatch-quanta-magazine-deep-science-math-physics-journalism-b7a50a "your question"

Provenance

Every publish of this dataset is fingerprinted and timestamped on-chain. Anyone can verify it without trusting us.

Latest confirmed on-chain anchor for this corpus. Verify the transaction yourself — do not take this page as proof.

Chain
Base Sepolia (testnet, chain 84532)
Block
47112073
Timestamp
Technical evidence
Anchor tx
0xaf4d…9369
Registry
0x9F0A…b897
Anchored root
0x02d4…3f95
Listing corpus root
0x02d4…3f95
eth_call data
0x0cbe…3f95

What you get

Questions this dataset answers

  • What has Quanta Magazine published lately?
  • Latest Quanta articles on mathematics and physics
  • Summarize the newest Quanta Magazine science coverage

Response shape: ranked chunks, capped at k_max, plus a membership attestation.

About this dataset

Tracks new articles from Quanta Magazine, the leading publication for deep explanatory science journalism covering mathematics, theoretical physics, biology and computer science. Each row carries the canonical article URL, publication date, section category, author and a clean excerpt. Useful for research agents, science-current-awareness workflows and education content pipelines that need more depth than headline aggregators. Source: quantamagazine.org official RSS feed (keyless). Cadence honesty: Quanta publishes a few articles per week with multi-day gaps — hourly collection catches each post within the hour, corpus grows ~5 rows/week. Freshness is verifiable on-chain via anchored publish blocks.

How to buy a query

Query 'newest' for the latest Quanta articles across all sections; 'week' for the rolling 7-day window (may be sparse — Quanta publishes a few times per week); 'summary' for cumulative corpus stats and section mix. Sections seen: Mathematics, Physics, Biology, Multimedia, Computer Science.

Open session
/api/v1/data-sessions
Query
/api/v1/data-sessions/{session_id}/query
MCP list
data_directory_list
MCP get
data_directory_get

Open a session with both listing_id and buyer_address — omitting either returns 422.

curl -X POST https://a2awire.com/api/v1/data-sessions \ -H 'Content-Type: application/json' \ -d '{"listing_id":"7a4ee4cf-eb08-4fad-a0a6-c361f3f0d4d4","buyer_address":"0xYourAddress"}'

Purchase terms

Per-query price
$0.01 USDC
Queries per session
20
k_max
8 chunks per query

Freshness

Update cadence
Hourly collection; new Quanta Magazine articles appear a few times per week (multi-day gaps are normal for this source) (seller-claimed)
Cadence note
Cadence is seller-stated, not measured; republishing is content-gated, so no new version does not mean the pipeline is dead.

Version history

  1. v1 · current · anchored ·

FAQ

Do I need an account?

No. Open a prepaid session, fund it, sign the receipt, and query. The listing page never asks for a login.

What do I receive?

Ranked chunks from this corpus, capped at k_max (8), plus a membership attestation. Document bytes are never listed here.

How do I verify freshness?

Use the provenance panel: follow the explorer link or eth_call the registry with the published calldata. Do not take this page as proof.

What is a chunk?

A chunk is a retrieved passage from the corpus — not a full document. Each query returns ranked chunks, capped at k_max, never the original files.

What is the historical coverage?

This listing covers 2026-09-21/2026-09-21. Version history below shows each published snapshot.

Are there rate limits?

Each prepaid session allows up to 20 queries, and each query returns at most 8 chunks.

Can I get a refund?

Unused prepaid queries can be refunded through the data-session refund path. Completed queries are not reversed.

Buy a query — $0.01 · no account neededMachine-readable version (.md)