ToolMonkeyChaos Monkey for LLM Tool-Calling Agents
First test run
Breaks your agent's tools on purpose, then shows exactly how it fails, before your users do.
AgentEval · LLM · FastAPI · Python
What is 847 × 23?
Drag anything on the desk. Click to open it.Swipe the desk. Tap anything to open it.
Shubh Sankalp DasProduct Manager, Dezerv
ToolMonkeyChaos testing for agent tool calls.RUN C14 MODESnoneokwrong_answermissedmalformed_jsonmissedsilent_failurecaughtHEALTH72.5/100
FiltrTurns Slack, Jira and call notes into a ranked list of user problems.
BlogP99 is a UX metric.
BITS Pilani, GoaElectronics + FinanceVoxikinA voice AI elderly healthcare assistant.First test run
Breaks your agent's tools on purpose, then shows exactly how it fails, before your users do.
AgentEval · LLM · FastAPI · Python
What you get
Reads your call transcripts, Slack and Jira tickets, then ranks the biggest issues by impact so you know what to fix first.
RAG · LLM · FastAPI · Pinecone
Caring for your loved ones, no matter where life takes you.
It calls your parent on schedule, confirms every dose in their own language, and tells you only what actually needs you. They install nothing. Their entire interface is answering a phone call.
Namaste Uma Ji. Kya aapne diabetes ki dawai le li?
Haan, le li.
Dose confirmed · nothing needs you today
Lending productsLoan against mutual funds and loan against securities.Voice AI agentsFor PMS client calls.
by conducting user research on weekly portfolio tracking needs and shipping the Portfolio Snapshot feature.
(48 hours to 60 minutes) by programming Excel automation for the reporting workflow.
(33 to 95) by identifying user drop-off due to lack of product context and redesigning the inquiry flow.
by restructuring the website with testimonials and sample decks to address the trust barrier, validated via A/B testing.
Ads Personalization with Sequential Modeling and Hetero-MMoE at Uber
This is why Uber did not optimize for average latency. They optimized for the tail. Because the tail is where trust breaks.
The most interesting product problems are people problems.
I studied Electronics and Instrumentation at BITS Pilani Goa, with a Finance minor. I drifted into product because my questions were never only about technical output. They were also about people. Now I'm a Product Manager at Dezerv.
Outside work I train, read history and mythology, and travel when I can.
Loading contributions…github.com/shubhdas0208GitHub ↗

How I work
Me between the Pages 74 books · pull one off the shelf