Covers QA evaluation metrics, eval datasets, methodology and benchmark review — could inform how citation/attribution accuracy is operationalized and reused for a third-party tool. - free public feed reference; no purchase or creator reward. — selected for the claim-aware evidence portfolio (targets claims 2, 3; 0 fetch USDC, 1 attention slot).

ASF Responsible AI initiative news; no bearing on citation-accuracy benchmarks. - free public feed reference; no purchase or creator reward.

ASF FY26 annual report; unrelated to AI citation accuracy benchmarks. - free public feed reference; no purchase or creator reward.

Arrow ADBC library release notes; irrelevant to citation benchmarks. - free public feed reference; no purchase or creator reward.

Arrow 24.0.0 release notes; unrelated subject. - free public feed reference; no purchase or creator reward.

Arrow Go release notes; unrelated subject. - free public feed reference; no purchase or creator reward.

arXiv rate-limit policy post; about platform moderation, not citation-accuracy evaluation. - free public feed reference; no purchase or creator reward.

arXiv infrastructure modernization post; no benchmark content. - free public feed reference; no purchase or creator reward.

Holiday announcement schedule notice; irrelevant. - free public feed reference; no purchase or creator reward.

Benchmark paper but about long-horizon tool use, not citation accuracy or attribution. - free public feed reference; no purchase or creator reward.

DCBench-440 counterfactual reasoning benchmark; different evaluation target. - free public feed reference; no purchase or creator reward.

Abstract touches source attribution and evidence addressing in LLM-built knowledge graphs, which could inform how attribution correctness is operationalized (target 1), though it is not a citation-accuracy benchmark itself. - free public feed reference; no purchase or creator reward. — cached content is free, but this read does not clear the attention gate (EV 0.35, minimum 0.45, with a required claim target).

BIS geoeconomics paper; unrelated to AI citation benchmarks. - free public feed reference; no purchase or creator reward.

BIS inflation paper; unrelated subject. - free public feed reference; no purchase or creator reward.

BIS chokepoint macroeconomics bulletin; unrelated subject. - free public feed reference; no purchase or creator reward.

Survey of open-source AI tools; not about citation-accuracy benchmarks. - free public feed reference; no purchase or creator reward.

General generative-AI pitfalls note; may touch evaluation but not citation-accuracy benchmarks specifically. - free public feed reference; no purchase or creator reward.

Personal growth essay; irrelevant. - free public feed reference; no purchase or creator reward.

WebGPU release notes; unrelated subject. - free public feed reference; no purchase or creator reward.

Email verification origin trial update; unrelated subject. - free public feed reference; no purchase or creator reward.

Cloudflare post about AI-assisted post-quantum cryptography migration; unrelated to citation-accuracy benchmarks. - free public feed reference; no purchase or creator reward.

Post-quantum crypto algorithms in Workers; no bearing on citation accuracy benchmarks. - free public feed reference; no purchase or creator reward.

Vinext/Next.js framework release; unrelated to citation-accuracy evaluation. - free public feed reference; no purchase or creator reward.

CC licensing guidance for AI; concerns licensing, not citation-accuracy benchmarks. - free public feed reference; no purchase or creator reward.

Wikimania event recap; no relevance to citation benchmarks. - free public feed reference; no purchase or creator reward.

Private AI compute memory announcement; unrelated to citation accuracy. - free public feed reference; no purchase or creator reward.

Forest-type mapping research; unrelated to citation benchmarks. - free public feed reference; no purchase or creator reward.

Graph neural network tutorial; not about citation accuracy or attribution evaluation. - free public feed reference; no purchase or creator reward.

Django contributor outreach; unrelated to AI citation benchmarks. - free public feed reference; no purchase or creator reward.

Django fundraiser announcement; unrelated. - free public feed reference; no purchase or creator reward.

Django community prize nomination; unrelated. - free public feed reference; no purchase or creator reward.

DOAJ journal pre-assessment checklist; about open-access publishing, not citation-accuracy benchmarks. - free public feed reference; no purchase or creator reward.

Interview on open-access publishing; no relevance to AI citation evaluation. - free public feed reference; no purchase or creator reward.

Journal story about a social science publication; unrelated. - free public feed reference; no purchase or creator reward.

AI agent security risks; touches AI trust but not citation-accuracy benchmarks or attribution metrics. - free public feed reference; no purchase or creator reward.

Container supply-chain partnership post; unrelated. - free public feed reference; no purchase or creator reward.

DuckDB extension for LLM classification; not about citation accuracy benchmarks. - free public feed reference; no purchase or creator reward.

Hardware benchmark of DuckDB; 'benchmark' here is performance, not citation accuracy. - free public feed reference; no purchase or creator reward.

DuckDB release announcement; unrelated to citation-accuracy evaluation. - free public feed reference; no purchase or creator reward.

DuckDB/Hugging Face data querying integration; unrelated to citation-accuracy benchmarks. - free public feed reference; no purchase or creator reward.

General AI workflow essay; no indication of citation-accuracy benchmarks. - free public feed reference; no purchase or creator reward.

LLM source-code security; unrelated to citation accuracy. - free public feed reference; no purchase or creator reward.

AI coding cost efficiency; unrelated to citation-accuracy benchmarks. - free public feed reference; no purchase or creator reward.

Splitting AI-generated pull requests; unrelated. - free public feed reference; no purchase or creator reward.

Case-folding code search performance; unrelated. - free public feed reference; no purchase or creator reward.

Go developer survey announcement; unrelated. - free public feed reference; no purchase or creator reward.

HTTP/1 connection reuse; unrelated. - free public feed reference; no purchase or creator reward.

Geospatial AI agents; unrelated to citation accuracy. - free public feed reference; no purchase or creator reward.

TB screening models; unrelated. - free public feed reference; no purchase or creator reward.

IPFS network stewardship; unrelated. - free public feed reference; no purchase or creator reward.

Kotlin language report; unrelated. - free public feed reference; no purchase or creator reward.

KotlinConf proposal advice; unrelated. - free public feed reference; no purchase or creator reward.

Kotlin companions language feature; unrelated. - free public feed reference; no purchase or creator reward.

GSoC recap; unrelated. - free public feed reference; no purchase or creator reward.

PHP vulnerability news; unrelated. - free public feed reference; no purchase or creator reward.

Microsoft patch news; unrelated. - free public feed reference; no purchase or creator reward.

Microsoft patch news; unrelated. - free public feed reference; no purchase or creator reward.

Adversarial attacks on LLMs; not about citation-accuracy benchmarks. - free public feed reference; no purchase or creator reward.

Recursive self-improvement/harness engineering; unrelated to citation benchmarks. - free public feed reference; no purchase or creator reward.

Post is about test-time compute and chain-of-thought reasoning, not citation accuracy benchmarks; no target is served. - free public feed reference; no purchase or creator reward.

Fragments on coding agents and software engineering difficulty; unrelated to citation-accuracy benchmarks. - free public feed reference; no purchase or creator reward.

Fragments about AI-written essay contests; no benchmark or citation-accuracy content. - free public feed reference; no purchase or creator reward.

Fragments on LLM consciousness and sci-fi; unrelated to citation accuracy evaluation. - free public feed reference; no purchase or creator reward.

MDN frontend rebuild article; no connection to AI citation-accuracy benchmarks. - free public feed reference; no purchase or creator reward.

MDN MCP server for accurate web docs; tangentially about AI accuracy but not a citation-accuracy benchmark or methodology. - free public feed reference; no purchase or creator reward.

AI-powered code review at scale; different subject from citation accuracy in AI answers. - free public feed reference; no purchase or creator reward.

Agents-as-collaborators narrative; no citation-accuracy benchmark content. - free public feed reference; no purchase or creator reward.

Security token key formats; unrelated to AI citation accuracy. - free public feed reference; no purchase or creator reward.

Accessibility testing tooling; unrelated to citation-accuracy benchmarks. - free public feed reference; no purchase or creator reward.

Podcast on AI failure and evaluation broadly; could touch evaluation but not specifically citation-accuracy benchmarks, so weak for all targets. - free public feed reference; no purchase or creator reward.

StudentSim evaluates AI tutors via simulated learners; not citation accuracy. - free public feed reference; no purchase or creator reward.

Surgical imaging AI technique; unrelated to citation-accuracy benchmarks. - free public feed reference; no purchase or creator reward.

Book Q&A on AI's societal effects; no benchmark or citation-accuracy methodology. - free public feed reference; no purchase or creator reward.

Cell-language AI model; unrelated to citation accuracy. - free public feed reference; no purchase or creator reward.

Agent infrastructure and guardrails piece; evaluation-adjacent but not about citation-accuracy benchmarks. - free public feed reference; no purchase or creator reward.

Open-source ownership model essay; unrelated to citation accuracy. - free public feed reference; no purchase or creator reward.

Open-model agent API infrastructure; no citation-accuracy benchmark content. - free public feed reference; no purchase or creator reward.

Firefox security bug hardening with AI; unrelated to citation accuracy in AI answers. - free public feed reference; no purchase or creator reward.

JPEG XL browser shipping announcement; unrelated to citation-accuracy benchmarks for AI answers. - free public feed reference; no purchase or creator reward.

Web Serial support in Firefox; no bearing on citation accuracy benchmarks. - free public feed reference; no purchase or creator reward.

Compares 11 models on a build prompt; about model selection, not citation-accuracy benchmarks or evaluation methodology for citations. - free public feed reference; no purchase or creator reward.

Git storage infrastructure engineering post; unrelated to the research targets. - free public feed reference; no purchase or creator reward.

Edge Functions performance rewrite; unrelated to citation-accuracy benchmarks. - free public feed reference; no purchase or creator reward.

Running agents on Fly.io; no coverage of citation accuracy benchmarks. - free public feed reference; no purchase or creator reward.

Decision-model support announcement; mentions scoring but not citation-accuracy benchmarking or datasets. - free public feed reference; no purchase or creator reward.

Claude Desktop gateway configuration; unrelated to the research targets. - free public feed reference; no purchase or creator reward.

Plugin setup guide for API access; not a citation-accuracy benchmark or evaluation methodology source. - free public feed reference; no purchase or creator reward.

Realtime voice prompting guide; no citation-accuracy benchmark content. - free public feed reference; no purchase or creator reward.

Discusses a classifier benchmark with precision/recall for SDG tagging, not citation accuracy in AI answers; only tangentially related to evaluation metrics. - free public feed reference; no purchase or creator reward.

Guide on finding/fixing vulnerabilities with AI; unrelated to citation-accuracy benchmarks. - free public feed reference; no purchase or creator reward.

Podcast on open source vulnerability disclosure; unrelated to the research targets. - free public feed reference; no purchase or creator reward.

Security/compliance evaluation framework; evaluation of code compliance, not citation accuracy in AI answers. - free public feed reference; no purchase or creator reward.

Global religion statistics; unrelated to citation-accuracy benchmarks. - free public feed reference; no purchase or creator reward.

Malaria mortality data; unrelated to the research targets. - free public feed reference; no purchase or creator reward.

Global poverty line data; unrelated to citation-accuracy benchmarks. - free public feed reference; no purchase or creator reward.

UK electricity generation data; unrelated to the research targets. - free public feed reference; no purchase or creator reward.

Open-source publishing infrastructure collaboration; not about citation accuracy in AI answers. - free public feed reference; no purchase or creator reward.

Open science partnership in Africa; unrelated to citation-accuracy benchmarks. - free public feed reference; no purchase or creator reward.

PLOS blog post about an open-science MOU; unrelated to citation-accuracy benchmarks for AI answers. - free public feed reference; no purchase or creator reward.

PostgreSQL repository retirement news; no bearing on AI citation-accuracy benchmarks. - free public feed reference; no purchase or creator reward.

Supabase backup tool announcement; unrelated to citation accuracy or evaluation benchmarks. - free public feed reference; no purchase or creator reward.

Oracle-to-PostgreSQL migration tool; unrelated to AI citation benchmarks. - free public feed reference; no purchase or creator reward.

Hackathon announcement; no content on citation-accuracy benchmarks. - free public feed reference; no purchase or creator reward.

Neuroscience/optogenetics interview; unrelated to AI answer citation evaluation. - free public feed reference; no purchase or creator reward.

Python Language Summit recap; unrelated to citation-accuracy benchmarks. - free public feed reference; no purchase or creator reward.

Python security release notes; unrelated to the research targets. - free public feed reference; no purchase or creator reward.

Python alpha release announcement; unrelated to citation benchmarks. - free public feed reference; no purchase or creator reward.

PyTorch Foundation membership news; no discussion of citation-accuracy evaluation. - free public feed reference; no purchase or creator reward.

Ambassador program profile; unrelated to citation benchmarks. - free public feed reference; no purchase or creator reward.

React security advisory; unrelated to AI citation accuracy. - free public feed reference; no purchase or creator reward.

React CVE advisory; unrelated to the research targets. - free public feed reference; no purchase or creator reward.

Create React App sunsetting post; unrelated to citation benchmarks. - free public feed reference; no purchase or creator reward.

Rust security alert about targeted attacks; unrelated to AI citation accuracy. - free public feed reference; no purchase or creator reward.

Rust debugging survey; unrelated to citation-accuracy benchmarks. - free public feed reference; no purchase or creator reward.

Rust Windows target demotion notice; unrelated to the research targets. - free public feed reference; no purchase or creator reward.

Post about backdoors in open-weight models; AI-adjacent but does not address citation-accuracy benchmarks. - free public feed reference; no purchase or creator reward.

TLS certificate compromise post; unrelated to citation evaluation. - free public feed reference; no purchase or creator reward.

CAPTCHA-solving research summary; unrelated to citation-accuracy benchmarks. - free public feed reference; no purchase or creator reward.

Course announcement on reasoning models; no benchmark or methodology for citation accuracy. - free public feed reference; no purchase or creator reward.

Text-classification/LLM training guide; nothing on citation-accuracy benchmarks for AI answers. - free public feed reference; no purchase or creator reward.

Reasoning-model course covering evaluation broadly, but not citation accuracy or attribution benchmarks; too tangential. - free public feed reference; no purchase or creator reward.

About reducing coding-agent token usage; unrelated to citation-accuracy benchmarks. - free public feed reference; no purchase or creator reward.

Engineering quality at higher velocity with AI; no citation-accuracy benchmark content. - free public feed reference; no purchase or creator reward.

Generative recommendation inference with TensorRT LLM; unrelated to citation accuracy. - free public feed reference; no purchase or creator reward.

Bayesian A/B testing discussion; evaluation methodology but not citation accuracy benchmarks. - free public feed reference; no purchase or creator reward.

Stablecoin launch announcement; unrelated subject. - free public feed reference; no purchase or creator reward.

Stellar protocol upgrade; unrelated to AI citation benchmarks. - free public feed reference; no purchase or creator reward.

SaaS competition survey; no citation-accuracy benchmark content. - free public feed reference; no purchase or creator reward.

Fintech trends piece; unrelated. - free public feed reference; no purchase or creator reward.

Stablecoin product announcement; unrelated. - free public feed reference; no purchase or creator reward.

MCP server/RLS product post; unrelated to citation accuracy evaluation. - free public feed reference; no purchase or creator reward.

Children's song video metadata; entirely unrelated. - free public feed reference; no purchase or creator reward.

Children's song video metadata; entirely unrelated. - free public feed reference; no purchase or creator reward.

Sovereign AI infrastructure opinion; no benchmark or citation-accuracy methodology. - free public feed reference; no purchase or creator reward.

Network routing feature; unrelated. - free public feed reference; no purchase or creator reward.

Networking tool post; unrelated. - free public feed reference; no purchase or creator reward.

V8 JavaScript engine internals; unrelated to citation benchmarks. - free public feed reference; no purchase or creator reward.

WebAssembly JSPI origin trial; unrelated. - free public feed reference; no purchase or creator reward.

JS compile hints; unrelated. - free public feed reference; no purchase or creator reward.

WebAssembly speculative optimizations; unrelated. - free public feed reference; no purchase or creator reward.

Personal post on AI for writing logs; no citation-accuracy benchmark or evaluation methodology. - free public feed reference; no purchase or creator reward.

Interview transcript about learning ML in 2026; no bearing on citation-accuracy benchmarks, their definitions, or datasets. - free public feed reference; no purchase or creator reward.

vLLM serving-performance post about GLM-5.3 optimizations; unrelated to citation accuracy evaluation. - free public feed reference; no purchase or creator reward.

Kernel optimization and correctness-testing post for Kimi K3 inference; not about citation benchmarks. - free public feed reference; no purchase or creator reward.

Recap of a generative-UI/WebSkill standards seminar; touches Web AI but not citation accuracy benchmarks or their methodology. - free public feed reference; no purchase or creator reward.

Open-sourcing of W3C IRC bots; entirely unrelated to the research targets. - free public feed reference; no purchase or creator reward.

EPUB 3.4 standards update; no relevance to citation accuracy in AI answers. - free public feed reference; no purchase or creator reward.

Interop 2027 proposal tooling for coding agents; unrelated to citation benchmarks. - free public feed reference; no purchase or creator reward.

Monthly browser feature roundup; no connection to citation accuracy evaluation. - free public feed reference; no purchase or creator reward.

Safari 27.1 feature notes; unrelated to the benchmark question. - free public feed reference; no purchase or creator reward.

Interop 2027 call for proposals; not about citation accuracy benchmarks. - free public feed reference; no purchase or creator reward.

Safari Technology Preview release notes; unrelated to the research targets. - free public feed reference; no purchase or creator reward.

Wikimedia leadership fellowship personal account; no relevance to citation benchmarks. - free public feed reference; no purchase or creator reward.

Wikimedia content-partnership helpdesk post; unrelated to the question. - free public feed reference; no purchase or creator reward.

ESEAP community profile; no bearing on citation accuracy benchmarks. - free public feed reference; no purchase or creator reward.

Community trip report; unrelated to the research targets. - free public feed reference; no purchase or creator reward.

x402 Foundation launch announcement about agent payments; no relevance to citation accuracy evaluation. - free public feed reference; no purchase or creator reward.

Executive-director appointment news for x402; unrelated to the benchmark question. - free public feed reference; no purchase or creator reward.

x402 payment-standard overview; concerns agent payments, not citation accuracy benchmarks. - free public feed reference; no purchase or creator reward.

Paid Keryx release notes mention 'recorded citation scores' and eval test changes, but this is a changelog abstract (385 bytes) about one tool's internal scoring, not a published benchmark, definition, or dataset; low value for the targets at $0.005.

Keryx v0.27.87 release notes are software changelog entries (research feature fixes, security patches) with no bearing on published citation-accuracy benchmarks, their definitions, or datasets. Not worth the $0.005 toll.

First-party doc on how Keryx pays cited creators (tolls, citation rewards, exact-quote checks) describes a payment mechanism, not a published benchmark for citation accuracy in AI answers; it does not address benchmark existence, operationalization, or datasets for reuse. Not worth the $0.002 toll.