AI R&D lab · Hyderabad
A digital workforce that runs itself
I'm Manohar Papasani, AI Developer Lead at Minfy. In my R&D lab, 38 AI agents research, write, check and publish four posts a day on five platforms, and I measure every step.
The workforce
Nine teams, each on its own clock
- Leadership Daily, 8:00 AM IST 7
- AI interview question Daily, 12:00 PM IST 6
- AI news digest Daily, 4:00 PM IST 3
- Tech learning Daily, 11:30 PM IST 6
- Brand analytics Mondays and Thursdays 3
- LinkedIn insights Sundays 3
- Distribution After every post 5
- Operations Daily, 9:00 AM IST 4
- Comment copilot On call 1
What the lab builds
Systems that do real work, and the research behind them
Digital workforce
Nine agent teams research, write, check and publish on their own. Each has its own schedule, repairs its own missed runs and is tested every week.
See how it works Open researchCan an open model become a reliable coding agent?
A study of Gemma 4 on real software tasks, with planted bugs that test whether the tester can be fooled.
Read the research Free for everyone13 free courses
From Python to AI security, MCP and LLM evaluation, built for engineers who learn by doing.
Browse the coursesMeasured, not claimed
The workforce grows the brand it writes for
The agents started posting on 11 Oct 2026. My analytics agents collect these numbers from LinkedIn twice a week, and code rejects any figure that is not in the data.
- Followers
- 1,007
- Impressions, past year
- 69,506
- Posts by the agents
- 63
Updated 6 Nov 2026. Sources: LinkedIn analytics, my public profile and our posting records.
Lab notebook
Latest from the lab
- Shipped
A root cause analyst and a bug fixer join the workforce
When a post fails, a root cause analyst now gathers the evidence (the error lines, the changes since the last version that posted, and a check of every key), names the cause with the exact log lines that prove it, and emails a report.
- Shipped
An expired key stopped two posts, so a key can no longer stop one on its own
The Claude key behind the writers' strongest fallback had a 30-day expiry and stopped working on 5 November.
- Shipped
Every post now links to this website
Each LinkedIn post now ends with a link to this site after the six follow links, and the cross-posts on Facebook, Bluesky and Dev.to carry it too.
Career
More than ten years of building software that does real work
I started with automation, data platforms and production systems. Today I build AI agents.
- Oct 2026 – present
Minfy · AI Developer Lead
I lead a team of four engineers building agentic GenAI solutions on AWS.
- Aug – Oct 2026
ValueMomentum · GenAI Solution Architect
I designed the agent factory behind a client's 20-agent programme, delivered in six to eight months instead of two years.
- Apr 2021 – Jul 2026
Bank of America · AVP, GenAI and Automation Lead
I saved about 14,300 engineer-hours a year, founded the prompt-engineering team and won 28 awards in five years.
Follow the lab
The same work, on six channels
My digital employees publish every post on LinkedIn first, then share it on the other channels. Pick the one that suits you.
Back the lab
Build the next digital employees with me
I'm looking for partners, sponsors and early users for the next builds. Each one ships in public, with measured results.
Coming next
- Agent swarm A factory that turns a short spec into a working agent, and a shared board where 100 agents coordinate.
- Guardrails agent It interviews a team, then enforces their rules across every agent.
- Competition autopilot It finds AI competitions worldwide, builds entries and fixes its own failures.
- Machine learning inside agents Routers, rankers and guards that make agents cheaper and safer.