I Built a Web3 Threat Intelligence Oracle Powered by Gemma 4
James Kabingu has developed a Web3 Threat Intelligence Oracle named OCTIO, which utilizes Gemma 4 for threat analysis. This system aims to combat the significant risks posed by phishing and malware attacks in the Web3 space. By monitoring live feeds and classifying threats, OCTIO provides critical intelligence to protect users from potential losses.
- ▪OCTIO monitors live phishing and malware feeds and classifies threats using Gemma 4.
- ▪Around 80% of funds stolen from Web3 projects are due to attacks on Web2 infrastructure.
- ▪The system includes various components for monitoring, registry simulation, and risk assessment.
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Record
| Original publisher | DEV.to (Top) |
| Canonical URL | https://dev.to/james-kabingu/i-built-a-web3-threat-intelligence-oracle-powered-by-gemma-4-283p |
| Publication time | Sun, 17 May 2026 23:35:36 +0000 |
| Retrieval time | 2026-05-18T00:03:21.133Z |
| Last seen | 2026-05-18T00:03:21.133Z |
| Headline source | Publisher (no WeSearch rewrite) |
| Excerpt source | publisher body |
| Excerpt method | First ~120 words (~800 chars) of extracted publisher body, fair-use limited. |
| Summary | WeSearch · cerebras-chat (WeSearch summarizer) |
| Summary source text | contentText |
| Citation coverage | Summary is a WeSearch-generated derivative; primary citation is the original publisher URL. |
| Cluster | hSKWTxMCKgZy |
| Cluster logic | Grouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison. |
| Ranking reason | Story pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking. |
| Publisher visit | Yes — open original |
| Substitutes article? | No — link-out required for full text |
Rights status (four layers)
WeSearch handling by dimension
| Indexing | May the item be indexed (stored, ranked, made findable)? | Allowed |
| Snippet | May a short excerpt of the publisher's text be shown? | Allowed |
| AI summary | May WeSearch generate its own short summary of the article? | Limited |
| Retrieval / RAG | May the content be exposed for third-party retrieval-augmented generation? | Not asserted |
| Model training | May the content be used to train AI models? | Not asserted |
| Commercial reuse | May the content be reused commercially? | Not permitted |
Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.
Opening excerpt (first ~120 words) tap to expand
try { if(localStorage) { let currentUser = localStorage.getItem('current_user'); if (currentUser) { currentUser = JSON.parse(currentUser); if (currentUser.id === 3935876) { document.getElementById('article-show-container').classList.add('current-user-is-article-author'); } } } } catch (e) { console.error(e); } James Kabingu Posted on May 17 I Built a Web3 Threat Intelligence Oracle Powered by Gemma 4 #devchallenge #gemmachallenge #gemma #security Gemma 4 Challenge: Build With Gemma 4 Submission This is a submission for the Gemma 4 Challenge: Build with Gemma 4 What I Built OCTIO (On-Chain Threat Intelligence Oracle) is a system that monitors live phishing and malware feeds, runs each threat indicator through Gemma 4 for analysis and classification, and stores verified intelligence in a…
Excerpt limited to ~120 words for fair-use compliance. The full article is at DEV.to (Top).
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