All activity

Speaking at WeAreDevelopers

Test before release. Enforce at runtime.

Talk on testing agent behaviour before release and enforcing it at runtime.

Peer-reviewer for IEEE Access

Reviewer for IEEE Access, IEEE's multidisciplinary open-access journal, reviewing one submitted manuscript.

Artifact Evaluation Committee member for ACSAC 2026

Artifact Evaluation Committee member for ACSAC 2026, the 42nd IEEE Annual Computer Security Applications Conference, evaluating two artifacts for reproducibility.

Citations Are Not Evidence

Follow the pointer. Then check the passage.

Review a fictional answer at Sachin. Follow its citations, repair missing support, and inspect how citation recall and precision are calculated. An illustrated review desk and a runnable JavaScript example connect the story to the mechanism.

• RAG

Peer-reviewer for Global South AI (NeurIPS 2026)

Reviewer for Global South AI: Rethinking AI for and from the Global South at NeurIPS 2026, reviewing three submitted papers.

Build it. Then try to break it.

Follow one request from the badge desk to the response.

Run a local permission-aware answer service. Test forged group claims, tenant isolation, revoked access, stale caches, and source requests.

• RAG

Peer-reviewer for Agents in the Wild (NeurIPS 2026)

Reviewer for the Third Workshop on Agents in the Wild: Safety, Security, and Beyond at NeurIPS 2026 (Sydney), reviewing three submitted papers.

• Agent SDK

Protect the whole answer, including its sources.

The envelope matters as much as the letter.

Inspect four places information can escape an otherwise filtered answer: citations, previews, shared answers, and diagnostics.

• RAG

Peer-reviewer for VLM4RWD (NeurIPS 2026)

Reviewer for Grounded and Faithful Vision-Language Models for Real-World Deployment (VLM4RWD) at NeurIPS 2026 (Sydney), reviewing three submitted papers.

• RAG

Access was revoked. What happens now?

Yesterday’s stamp cannot prove today’s permission.

Step through a permission change at the source, a stale index, and an old cached answer. Learn where current checks belong.

• RAG