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igorganapolsky
@IgorGanapolsky
Igor Ganapolsky
Rising Voice
Forward Deploy AI Engineer
Florida, USA
igorganapolsky.com
Joined September 2026
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Forward Deploy AI Engineer
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ai
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architecture
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Contributions
Articles
Why AI Coding Agents Need a Feature Flag Firewall: Inside Spotify Confidence MCP + ThumbGate
Oct 14, 2026
Why Your AI Copilot's Thumbs-Down Sucks: From Passive CSAT Black Holes to Pre-Action Firewalls
Oct 13, 2026
Why AI Agent Sandboxes Aren't Firewalls: In-Line Pre-Action Interdiction
Oct 09, 2026
How an AI Coding Agent Burned 301 Million Tokens in 24 Hours: Postmortem & Pre-Action Fix
Oct 07, 2026
Review the Tool Calls That Write, Spend, or Leave the Machine
Oct 07, 2026
See All Articles
Comments
@[manojkagitha] That makes total senseâdataclasses give you clean con...
Oct 14, 2026
@[manojkagitha] In-process context dispatch with typed return objects ...
Oct 09, 2026
Spot on, Manoj. When you scale past 3-4 agents, worktree hygiene and c...
Oct 09, 2026
@[Hussein Mahdi] You're right: that sample regex misses important case...
Oct 08, 2026
@[YurkoFlisk] Not the whole stream. A person should see the calls that...
Oct 07, 2026
See All Comments
Joined:
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Igor Ganapolsky
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Forward Deploy AI Engineer
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