I'm working at the intersection of bleeding-edge research in LLM behaviour modelling and productizing that for useful applications for work such as automated research, autonomous web browsing, and long-running tool use for complex instructions.

Currently building capable autonomous AI agents for knowledge work with long-term auto-updating memory, autonomous learning, tool use, and self-correction.

I've implemented research papers such as ReAct, Toolformer, Reflexion, Generative Agents, and Voyager as well as several multi-agent frameworks over the last 4 years.

Previously I've also spent time doing growth, sales, and outreach.

➡ Message me right here on LinkedIn

founders and sales reps are still manually logging everything into the CRM after every call and it's killing your pipeline velocity.

you finish a call, now you've got notes scattered: slack, email draft, maybe a scribbled todo, templates on granola you never review.

then someone has to:
1. log create the activity in the CRM
2. copy notes from three different apps
3. assign follow ups in yet another system
4. create reminders somewhere else
5. update the deal stage (if they remember)
6. update the next steps

and half the time you skip it entirely. 

data becomes 6 months old. handoffs fail because there is zero context. 

your forecast is garbage because nobody trusts what's in there.

what if it just... happened automatically?

you finish a call, send an email, or receive a linkedin message.
the system captures context across all platforms.
what was said, who committed to what, what got promised, what the next steps are. 

correct account, correct contact, correct deal.

auditable. done.

you spend zero time on admin. context is always fresh. handoffs are clean. forecasting is actually reliable.

most ai native platforms are setup in a way such that you have to build everything from scratch.

on heliyos, everything just works.

swarms of ai agents that live where you work 
- your inbox
- your meetings
- your DMs
- and on the web

we're very close to a future where the entire gtm motion can be put on autopilot.

Soham Sarkar

cadenceiq

social-wolf

Talks about #saas, #b2bsales, #startups, #productivity, and #salesdevelopment

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