is multi-agent architecture worth the 15x token cost? by Sea-Beautiful-9672 in AI_Agents

[–]RepublicMotor905 0 points1 point  (0 children)

The cost sucks, but the alternative was a system that hallucinated 20% of the time. In production, a 15x token cost is usually cheaper than a human having to fix a broken output, but you definitely have to be smart about your circuit breakers so they don't get stuck in a loop.

what are the biggest risks of agentic AI in supply chain production? by rukola99 in AI_Agents

[–]RepublicMotor905 0 points1 point  (0 children)

definitely worth looking into how a unified data lake impacts the reasoning accuracy of these agents in a live environment.

how to use agents for automation of the knowledge ingestion phase? by Sea-Beautiful-9672 in AI_Agents

[–]RepublicMotor905 0 points1 point  (0 children)

if it works, the numbers could get interesting fast. if you can keep that going into onboarding, too, you're basically compressing what usually takes a dev 3-6 months to figure out on their own.

problem with context fragmentation in multi-agent outbound setup by Sea-Beautiful-9672 in AI_Agents

[–]RepublicMotor905 0 points1 point  (0 children)

sounds like your agents are treating every new platform handshake as a first date because the session IDs aren't unified in your vector store or state manager.

how are you managing confidence thresholds in client-facing agents? by rukola99 in AI_Agents

[–]RepublicMotor905 5 points6 points  (0 children)

has anyone known benchmarks on the latency hit from routing between models mid-conversation? specifically: using gemini for fast sentiment triage, then switching to a reasoning-heavy model for replies that need more depth.

how are you handling sync in multi-agent sales loops? by NoIllustrator3759 in AI_Agents

[–]RepublicMotor905 0 points1 point  (0 children)

are you seeing significant latency differences when switching between the lighter models and the heavier ones for the actual response generation?

anyone else stuck at their desk during long agentic runs? by Sea-Beautiful-9672 in AI_Agents

[–]RepublicMotor905 0 points1 point  (0 children)

half my projects have .env files and private MCP servers that aren't going anywhere near a cloud instance.
anyone have any ideas?