
Head of Product & Marketing @ Astera | AI Evangelist and Product Owner | Building the future of agentic data platforms @asterasoftware
United States
Joined May 2024
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One thing no one tells you about marketing: You’re always choosing between
making something better (quality)
or shipping something every day (quantity).
Both have worked for me! Still not sure which one is the smarter bet.
We've built something I’m genuinely excited about! You can now create and manage data pipelines using natural language, directly from @claudeai
Natural language is becoming a true development interface!
Building AI agents requires the right foundation.
Companies investing in the infrastructure today will be the ones scaling fastest tomorrow.
linkedin.com/pulse/your-next…
#AI #DigitalWorkforce #EnterpriseAI #AIInfrastructure #AIAgents #AgenticAI #BusinessTransformation
Maha Hanfi retweeted
Sainz can finally taste a podium again, he deserves it so much! 😭❤️🩹 #AzerbaijanGP #F1
AI agent adoption stats that surprised me:
Avg. planned investment: $114M (up from $89M)
65% running pilots (vs 37% last quarter)
Only 11% in full production
The gap between “testing” and “deployed” is huge. Most companies are still figuring out how to move from pilot → scale.
Source: kpmg.com/us/en/media/news/q1…
"AI Agent" ≠ Enterprise Agent.
If it can’t check all 6 boxes, it’s just a demo.
#AI #EnterpriseAI #Agents #AIagent #AgenticAI #BusinessAI #BusinessAutomation
Collaborative
Agents don’t work alone. They need to coordinate, share context, and hand off tasks in multi-agent networks. Collaboration enables complex, distributed workflows that resemble how real teams operate.
What are Model Context Protocols (MCPs) and How Astera AI Uses Them youtu.be/BJ17mudm1Cg?si=JLOe… via @YouTube
#AI #AIAgents #ArtificialIntelligence #MCP #tools
“My AI never understands me.”
“I explain the same background again and again.”
“Response quality drops as I switch tools.”
These aren’t glitches. It’s poor context management.
#AI agents need memory:
🔹Short-term: response
🔹Working: task
🔹Long-term: history
Context is key!










