The Startup Days

23 published
Mitigating AI Agent Callback Storms With Idempotency Keys and Replay Windows
Technology

Mitigating AI Agent Callback Storms With Idempotency Keys and Replay Windows

Design safer LLM webhooks using edge idempotency keys, replay windows, and per-tenant rate budgets to prevent callback storms.

Daniel
Reply Separator Leakage and Signatures Can Slow Gmail and Microsoft 365 Warmup
Technology

Reply Separator Leakage and Signatures Can Slow Gmail and Microsoft 365 Warmup

Reply separator leakage bloats warmup threads and can trigger Gmail and Microsoft 365 throttling. Learn how to prevent it.

Daniel6 min read
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Learn how to detect and fix row-limit and aggregation bias so high-granularity ad dashboards stay complete and consistent.
Technology

LLM Memory vs Live Web for Reliable AI Answers

Daniel
Constraint-First AI Agents for Refund Negotiation in Billing and CRM
Technology

Constraint-First AI Agents for Refund Negotiation in Billing and CRM

A constraint-first approach for AI refund agents that enforces policy, caps risk, and keeps billing and CRM outcomes auditable.

Daniel
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