Ashwanth Sankar@Ashwanth1729
2
Events attended
1
Submissions made
India
2+ years of experience
About me
𝑰 𝒂𝒎 𝑨𝒔𝒉𝒘𝒂𝒏𝒕𝒉 𝑺𝒂𝒏𝒌𝒂𝒓, 𝒔𝒕𝒖𝒅𝒚𝒊𝒏𝒈 7𝒕𝒉 𝒔𝒕𝒂𝒏𝒅𝒂𝒓𝒅. 𝑰’𝒎 𝒂 𝒑𝒂𝒔𝒔𝒊𝒐𝒏𝒂𝒕𝒆 𝒃𝒖𝒊𝒍𝒅𝒆𝒓 𝒂𝒏𝒅 𝒑𝒓𝒐𝒃𝒍𝒆𝒎-𝒔𝒐𝒍𝒗𝒆𝒓 𝒘𝒊𝒕𝒉 𝒂 𝒔𝒕𝒓𝒐𝒏𝒈 𝒊𝒏𝒕𝒆𝒓𝒆𝒔𝒕 𝒊𝒏 𝑨𝒓𝒕𝒊𝒇𝒊𝒄𝒊𝒂𝒍 𝑰𝒏𝒕𝒆𝒍𝒍𝒊𝒈𝒆𝒏𝒄𝒆 𝒂𝒏𝒅 𝑺𝒆𝒄𝒖𝒓𝒊𝒕𝒚. 𝑰 𝒆𝒏𝒋𝒐𝒚 𝒄𝒓𝒆𝒂𝒕𝒊𝒏𝒈 𝒑𝒓𝒂𝒄𝒕𝒊𝒄𝒂𝒍 𝒔𝒐𝒍𝒖𝒕𝒊𝒐𝒏𝒔, 𝒍𝒆𝒂𝒓𝒏𝒊𝒏𝒈 𝒏𝒆𝒘 𝒕𝒆𝒄𝒉𝒏𝒐𝒍𝒐𝒈𝒊𝒆𝒔 𝒒𝒖𝒊𝒄𝒌𝒍𝒚, 𝒂𝒏𝒅 𝒘𝒐𝒓𝒌𝒊𝒏𝒈 𝒘𝒊𝒕𝒉 𝒕𝒆𝒂𝒎𝒔 𝒕𝒐 𝒕𝒖𝒓𝒏 𝒊𝒅𝒆𝒂𝒔 𝒊𝒏𝒕𝒐 𝒊𝒎𝒑𝒂𝒄𝒕𝒇𝒖𝒍 𝒑𝒓𝒐𝒋𝒆𝒄𝒕𝒔. 𝑨𝒍𝒘𝒂𝒚𝒔 𝒓𝒆𝒂𝒅𝒚 𝒕𝒐 𝒊𝒏𝒏𝒐𝒗𝒂𝒕𝒆, 𝒄𝒐𝒍𝒍𝒂𝒃𝒐𝒓𝒂𝒕𝒆, 𝒂𝒏𝒅 𝒕𝒂𝒌𝒆 𝒐𝒏 𝒏𝒆𝒘 𝒄𝒉𝒂𝒍𝒍𝒆𝒏𝒈𝒆𝒔. 🚀
🤝 Top Collaborators
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🤓 Latest Submissions
Trident - Redefining AI security
Trident — Brief Summary Trident is an AI response monitoring system that acts as an independent watchdog between large language models and end users. The core problem it solves is simple — when a company deploys an AI chatbot, there is no guarantee that every response the AI generates is safe, accurate, or appropriate for the user to see. Trident solves this by intercepting every single AI response before it reaches the user and running it through a 12 layer classification pipeline built using libraries like VADER, Sci-kit, and better-profanity. Each layer checks for a different type of risk — from negative sentiment and toxic language to jailbreak attempts and sensitive data leaks. If any layer flags the response as unsafe, it is immediately blocked, deleted, and the company is alerted in real time. Only responses that pass all 12 layers are delivered to the user. What makes Trident unique is its sector awareness — the same response is judged differently depending on whether it comes from a healthcare, finance, legal, or general AI system, making the monitoring contextually intelligent rather than one size fits all. It also uses a completely independent model as the auditor, meaning the AI being monitored can never influence its own judgment. The system is presented through a clean professional dashboard built in Streamlit, where judges and companies can paste any AI response, watch it pass or fail through each layer in real time, and view full analytics including risk heatmaps, block frequency charts, and scan history — all exportable as CSV. In one line — Trident is the safety layer every AI deployment needs, because every AI needs a watchdog.
19 May 2026
