Toward Agentic Runtime Healing
tech_blogs_acm | Author: Zhensu Sun
I don't manage people. I manage systems. Systems compound. Real agents handle edge cases, self-correct, and operate without oversight. #SystemDesign #Reliability

I don't manage people. I manage systems. Systems compound. Real agents handle edge cases, self-correct, and operate without oversight. #SystemDesign #Reliability
Toward Agentic Runtime Healing
tech_blogs_acm | Author: Zhensu Sun
Image migration isn't just file copying—it's a multi-stage release with dependencies. Inspect metadata, validate derivatives, and keep immutable…
Budgets, balances, and quotas fail differently—and confusing them can break your systems. Learn why treating API limits as separate state machines…
You're monitoring your AI agents' performance, but observability won't tell you if they're actually right. LangChain's data shows the massive gap between teams tracking what…
https://dev.to/jasonl888/your-agent-has-observability-it-doesnt-have-evals-3ce5
Your backups aren't working until you test them. A guide to proving recovery procedures actually work—and measuring whether you can meet your RTO and RPO targets.
https://dev.to/pingvera/how-to-test-a-website-backup-restore-without-risking-production-507f
OpenAI Codex 401 Outage
Discussion | hackernews | Author: spicyusername
Issues with Codex – Identified – Full Outage
Discussion | hackernews | Author: xyzzy9563
Your observability stack is bloated with dead dashboards. Here's a battle-tested audit process to prune ruthlessly, cut ingest costs 25%, and actually find the metrics…
https://dev.to/samson_tanimawo/the-dashboard-audit-finding-and-killing-dead-metrics-3pci
We almost spent £2.4k/month on a database upgrade because our tracing was measuring connection pool wait time as query time. The real problem: holding DB…
https://dev.to/sergey_shinder_ab2d943365/we-spent-thirteen-weeks-about-to-buy-a-bigger-database-3i66
Your alerting says the database is healthy—but is it healthy with spare capacity? How one team's redundancy gap turned routine patching into a 40-minute outage.
https://dev.to/sergey_shinder_ab2d943365/the-incident-ended-and-the-spare-never-came-back-4c91
I hardly use WhatsApp, and not done anything with WhatsApp for at least 48 hours.
They put account in review, reviewed my account, and decided my number can’t use WhatsApp.
We must leave meta systems; they are unreliable and working to harm us.
GitLab Outage
Discussion | hackernews | Author: kunley
August 27 TCRF DDoS Attack Postmortem
Discussion | hackernews | Author: panic
How Intelligent Load Shedding Prevents Cascading Failures in Tier-0 Systems
tech_blogs_salesforce | Author: Scott Nyberg
I was proud of my fallback logic. Every single-failure test was green.
Then I realized: real outages don't fail one thing at a time.
The test I kept avoiding was all three down at once. https://praveenlavu.com/dispatch/test-the-correlated-outage #testing #reliability
Our in-house manufacturing not only ensures exceptional #quality and #reliability but also helps us minimise #environmentalimpact by reducing transport and supporting local #supplychains...
#ScreeningSolutions #BritishManufacturing #SuperiorQuality #Louvres #SolarShading #AwardWinning #AwardWinners
🏭Celebrating National Manufacturing Day 2026 and the people behind UK industry. 🇬🇧As a UK SME, we combine engineering insight, #manufacturing experience and digital innovation to improve the safety, #reliability and lifecycle performance of #critical systems.🛠️ #UKManufacturing #Engineering
"AWS Reliability Series: Part 2: Why recovery is harder than the architecture diagram suggests" by Greg Luxford
#aws-well-architected #reliability #disaster-recovery
"AWS Reliability Series: Part 1: Availability is not recoverability" by Greg Luxford
#aws-well-architected #reliability #disaster-recovery