CSAIS
CSAISCyber Social Attack Intelligence System

Cyber-attack reporting, structured into verifiable incidents.

CSAIS reads news from media and official agencies every day, extracts victims, actors, and attack types, and groups articles that describe the same event. Every article is hashed at collection time so its evidence can be re-checked.

Threat intelligence from open reporting
pipeline runningpipeline 0.7.0
aljazeera.com17 Oct

How Israeli spyware used ‘zero click’ hack on Al Jazeera staff

01 crawl google news · aljazeera.com
open incident →
latest articles joining multi-source incidents
Incidents47,1377,108 in the last 30 days
Candidate articles64,9603,476 source domains
Corroborated by 2+ sources7,650of all incidents
Evidence prepared62,193SHA-256 hash per article

Latest reporting

articles joined to incidents, rotating automatically

Article languages

English82%
Indonesian7%
German4%
Spanish4%
Portuguese2%
French1%

How it works

AI to read and assess, blockchain to record
01 / 05AI

Extraction and clustering

Attack type, victim, actor, and time are extracted from text; articles about the same event are merged into one incident.

02 / 05Blockchain

Evidence recording

Hashes of article text, original URL, and collection time are batched daily and anchored on-chain.

03 / 05AI

Confidence index

Source history, recency, independence between articles, conflicting information, and institutional attestations.

85high
five signals summed by weight; example from the most widely covered incident
04 / 05AI

Findings and risk

At-risk groups are mapped to attack patterns and preventive measures.

05 / 05Blockchain

Package hash and signature, linked to the evidence batches it was built from.

preview of the next phase

For institutions

BSSN, OJK, Komdigi, and Polri receive incident queues within their mandate and issue signed attestations: confirmed, refuted, under investigation, or annotated.

Attestation portal

For awareness programs

Which groups are being targeted, which tactics are in use, and which preventive steps can be passed on to customers, students, or staff.

View findings