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Password-Reset Event Notifications: Idempotency Keys for Email and SMS Retry Audits
Use a durable delivery-claim ledger keyed by the logical password-reset challenge, channel, and message purpose; commit that claim before dispatch, reuse the same idempotency key on every retry, and record an ambiguous outcome as unknown rather than pretending the notification was sent exactly on...
Three AI Coding Agents, Three Ways to Break Them, and One Thing Detection Will Never Give You
Three AI Coding Agents, Three Ways to Break Them, and One Thing Detection Will Never Give You I've spent the last week reading through the technical writeups from Novee Security's Black Hat USA 2026 briefing, "Trusted Enough to Run: Breaking AI Agents in Official Workflows. " The title sounds bro...
Spotting Invisible LLM Agent Bugs with Agnost AI
Detecting Invisible Errors in LLM‑Powered Agents with Agnost AI Your practical guide to monitoring, debugging, and automating remediation in production pipelines Introduction When your autonomous assistant starts hallucinating policies, leaking private data, or silently degrading performance, the...
Upgrading Your Embedding Model Doesn't Break RAG Loudly — It Breaks It Quietly
The problem A team I was helping upgraded their embedding model to cut cost — swapped an older general-purpose embedding model for a newer, cheaper one. No schema change, no downtime, no errors in any log. Over the next three weeks, support tickets crept up: "the assistant is confidently answer...
While AI Is Thinking
You wake up. Your brain isn’t quite awake yet, but social media already seems to be having a very productive morning. “Here’s what you can do with AI.
Node.js Express Production Logging for Property Incidents (Hosted API Evidence Rules)
Short answer: For a small Node. js Express service, keep Pino at the application boundary and choose the destination by the evidence you must recover: a plain hosted log API fits ingestion-plus-search debugging, Better Stack or Datadog deserves evaluation when the operational workflow matters mor...