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Similarity Search for Failure Diagnosis
2+ hour, 26+ min ago (510+ words) In the previous post, I showed how every saga event gets vectorized into pgvector. Now let's use that data. When a saga fails, the Operations Agent searches for similar past incidents and uses them to diagnose the current failure. The…...
SCS-Lab1 " Cloud Trail: Trail + S3 + KMS + Log Validation
7+ hour, 4+ min ago (205+ words) Regi'n: us-east-1 Duraci'n estimada: 3555 minutos Costo-riesgo: Medio Certificaci'n: AWS Certified. .. Tagged with aws, cloudskills, tutorial, cloudtrail....
Before You Let LLMs Help Migrate Your Observability Stack
4+ hour, 35+ min ago (1319+ words) Questions teams should ask before replacing vendor agents with Open Telemetry. Today, I want to share some lessons from migrating an "...
One container to replace Grafana + Loki + Tempo + Prometheus
5+ hour, 33+ min ago (122+ words) The standard observability stack: Grafana + Loki + Tempo + Prometheus. Four services to deploy, four. .. Tagged with opensource, dotnet, docker, monitoring....
What is Human-In-The-Loop (HITL)?
10+ hour, 57+ min ago (992+ words) Even well-tested agents make mistakes. A model might misinterpret a user request, hallucinate an action, or hit an edge case the training data never covered. In low-stakes contexts (generating a report, drafting an email), mistakes are annoying. In high-stakes contexts…...
Trishul SNMP Suite 2. 0. 1: Better MIBs, Traps, and SNMP Labs
13+ hour, 5+ min ago (802+ words) Trishul SNMP Suite 2. 0. 1 turns a useful SNMP UI into a cleaner bundle-first platform with in-house MIB and runtime libraries, better trap flows, smarter browsing, and simpler deployment. Tagged with snmp, python, fastapi, opensource....
The Two Generals Problem " Why Exactly-Once Delivery Is a Lie
8+ hour, 44+ min ago (32+ words) The fundamental impossibility. What at-least-once actually means for your consumers. The first time I configured a Kafka consumer, I "...
We Audited Our Agent Tool-Call Traces. Half Our Eval Data Was Garbage.
13+ hour, 49+ min ago (351+ words) We run an enterprise agent product. Sales-ops automations mostly. Each user task ends up as a chain of 8-40 tool calls across a planner model, a worker model, and roughly 12 internal tools. For the last quarter my team has been building…...
Your Docker Container Works Locally " But It Will Fail in Production
9+ hour, 30+ min ago (31+ words) The Slack message was three words. "Production is down." No question mark. No context. Just a statement sitting in your "...
Observability for AI Systems: Monitoring Drift, Hallucinations, and Reliability in Production
14+ hour, 27+ min ago (334+ words) Part 5 of a series on building reliable AI systems So far in this series, we explored: But there's a major gap between: "The system passed evaluation" "The system is behaving reliably in production." That gap is where observability becomes critical....
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