







A verification “Swiss army knife” helping journalists to save time and be more efficient in their fact-checking and debunking tasks on social networks.
Verification Handbook | DataJournalism.com
This book equips journalists with the knowledge to investigate on disinformation and media manipulation.

PACT: Anonymous Credentials for the Web – Mozilla Hacks - the Web developer blog
A deeper look at PACT: a new initiative to tackle the rising tide of CAPTCHAs on the web whilst keeping the web open and preserving user's privacy.

AI Detector — Verified AI Content Checker | Pangram
Detect AI-generated text in essays, articles & documents. Identifies ChatGPT, Claude, Gemini & more with 99.98% accuracy. Third-party verified results.

ZKPROV: A Zero-Knowledge Approach to Dataset Provenance for Large Language Models
As large language models (LLMs) are used in sensitive fields, accurately verifying their computational provenance without disclosing their training datasets poses a significant challenge, particularly in regulated sectors such as healthcare, which have strict requirements for dataset use. Traditional approaches either incur substantial computational cost to fully verify the entire training process or leak unauthorized information to the verifier. Therefore, we introduce ZKPROV, a novel cryptographic framework allowing users to verify that the LLM's responses to their prompts are trained on datasets certified by the authorities that own them. Additionally, it ensures that the dataset's content is relevant to the users' queries without revealing sensitive information about the datasets or the model parameters. ZKPROV offers a unique balance between privacy and efficiency by binding training datasets, model parameters, and responses, while also attaching zero-knowledge proofs to the responses generated by the LLM to validate these claims. Our experimental results demonstrate sublinear scaling for generating and verifying these proofs, with end-to-end overhead under 3.3 seconds for models up to 8B parameters, presenting a practical solution for real-world applications. We also provide formal security guarantees, proving that our approach preserves dataset confidentiality while ensuring trustworthy dataset provenance.

COMPOST Special Issue: Stop Surveillance Copaganda
Anti-surveillance stories, reactions, analysis, and incitement built by privacy activists and human rights experts, in collaboration with Strange Horizons as well as the DWeb Camp, DragonCon, and RightsCon communities. The toolkit is now available globally and for free to all creators who want to write more dynamic stories that challenge fascist repression via surveillance tech.
Stellar Blade: The Fake Outrage
World Monitor - Real-Time Global Intelligence Dashboard
Real-time global intelligence dashboard with live news, markets, military tracking, infrastructure monitoring, and geopolitical data. OSINT in one view.

OG Check - Free Open Graph Meta Tags Checker & Validator Tool
Free online Open Graph checker and validator. Analyze, preview and optimize your website's meta tags for better social media sharing on Facebook, Twitter, LinkedIn. Generate OG code instantly.
GRN · German Reproducibility Network
Working together for trustworthy and useful research
Eurosky is collaborating with SPRIND to test a non-toxic algorithm for the first time - Eurosky
Eurosky is a European initiative to build and operate sovereign social web infrastructure

human.json
A lightweight protocol for humans to assert authorship of their website content and vouch for the humanity of others.
Surveillance Self-Defense
We’re the Electronic Frontier Foundation, a member-supported non-profit working to protect online privacy for over thirty-five years. This is Surveillance Self-Defense: our expert guide to protecting you and your friends from online spying. Read the BASICS to find out how online surveillance works. Dive into our TOOL GUIDES for instructions...
Prove You’re a Computer
Quit social media that won't tell you their algorithm
Opaque feeds shape what you believe and you can never check whether they are working for you. We should insist on auditable algorithms, and support the platforms willing to build them.
Keytrace — One identity, many proofs.
Link your GitHub, domain, and other accounts to your internet handle. Cryptographically signed, user-owned, and portable.
✅ @jcsalterego.bsky.social has been verified by @bsky.app.