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Ajay DevineniMay 22, 2026 • 5 min read
The Context Window Is RAM — Why Your Agent's SLIs Are Telling You It's Full
The Microsoft team that built the Azure SRE Agent published something in January that I keep coming....
#ai#sre#devops#azure
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Evangelos PappasMay 22, 2026 • 5 min read
Reading the Prompt You Did Not Send: Detection at the Inference Boundary
Alice asks Microsoft 365 Copilot to summarise this week's sales pipeline. She gets a clean...
#ai#agents#cybersecurity#sre
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Abraham Naiborhu3d ago • 8 min read
Terraform Drift Detection and Recovery on Google Cloud: Plan, Import, State, and GitHub Actions
Hi! so this is my fourth terraform artefact. I'd like to say that creating infrastructure with...
#terraform#googlecloud#devops#sre
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Faizan Hussain Rabbani4d ago • 8 min read
Building an Autonomous SRE Agent: From Raw Telemetry to Safe, AI-Driven Remediation
How I built an AI-powered reliability system that runs the full incident loop — detect, investigate,...
#sre#ai#devops#agents
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Ajay Devineni4d ago • 3 min read
Why Your AI Agent Monitoring is Wrong (And How to Fix It)
As I discussed in my SLO Design article, traditional reliability metrics fail for agentic AI systems...
#ai#sre#devops#fintech
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Kashish Lakhara5d ago • 5 min read
Diagnosing KubeAPIErrorBudgetBurn: When a 7-Year-Old Disk Takes Down Your Control Plane
If you manage Kubernetes on bare metal or on prem environments, you'll eventually encounter the...
#kubernetes#devops#etcd#sre
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claire nguyen3d ago • 4 min read
Chaos testing your CI runner fleet when half the jobs call an LLM
TL;DR: We started injecting LLM provider failures into our Buildkite agent fleet during scheduled...
#devops#sre#infrastructure#llm
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NTCTechMay 22, 2026 • 7 min read
The Infrastructure Team Is the Real Single Point of Failure
Every serious infrastructure investment goes into redundant hardware, distributed systems, and...
#devops#infrastructure#platformengineering#sre
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claire nguyenMay 22, 2026 • 4 min read
Stop paying for idle GPUs in your CI: batching LLM eval jobs
TL;DR: Running LLM evaluations on every PR will burn your GPU budget faster than you can blink. We.....
#devops#mlops#llm#sre
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Lazypl822d ago • 6 min read
Two states weren't enough. Here's why I added WATCH.
A teammate had two browser tabs open and one Slack thread waiting on him. The checkout API had just...
#devops#sre#deployment#observability
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claire nguyen2d ago • 4 min read
The Cost Math Behind Our CI Cache Hit Rate Going From 40% to 91%
TL;DR: We were burning roughly AUD $14k/month on redundant CI compute because our cache hit rate sat...
#devops#infrastructure#sre#mlops
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Ajay Devineni3d ago • 6 min read
Your Agent Acts Without Checking Your Error Budget — That's the Failure Mode Nobody Is Tracking
Yesterday a piece came out that framed something I've been watching build across production...
#ai#sre#devops#cursor
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Edwin Jonathan6d ago • 4 min read
Why Most “Senior” DevOps Engineers Are Building Fragile Infrastructure — And Why the Industry Rewards It
For years, the tech industry has sold an illusion. The illusion is that more tools automatically...
#devops#cloudcomputing#kubernetes#sre
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NTCTech2d ago • 5 min read
The Degradation Ladder: How Systems Fail Before They Fail
A system loses a replica during a routine maintenance window. Autoscaling compensates. The platform....
#sre#infrastructure#resilience#monitoring
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Nijo George Payyappilly4d ago • 11 min read
The Hidden Cost of Downtime: How SRE Error Budgets Protect National Economic Infrastructure
At 9:30 AM on August 1, 2012, Knight Capital Group's trading systems began executing a catastrophic....
#sre#devops#reliability#cloudnative
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claire nguyenMay 21, 2026 • 4 min read
Putting an LLM Gateway in Front of Our Build Agents
TL;DR: We bolted an LLM gateway in front of the AI features in our build pipeline tooling and ended....
#infrastructure#devops#sre#llm
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Samson Tanimawo4d ago • 2 min read
How We Killed Our Worst Alert (And What We Learned)
For two years, one alert dominated our on-call pages. It fired roughly 40% of all pages. Nobody had....
#sre#devops#alerts#postmortem
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claire nguyen4d ago • 4 min read
Game day on our build cluster: killing an AZ to test LLM flake detection
TL;DR: We ran a game day on our Buildkite agent fleet where I yanked an entire AWS AZ while our...
#sre#devops#infrastructure#llm
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Jakson Tate1d ago • 5 min read
How to Optimize MongoDB on Bare Metal Servers: SRE Playbook
The explosion of artificial intelligence retrieval applications has transformed the way enterprises....
#mongodb#devops#sre#database
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Samson TanimawoMay 22, 2026 • 2 min read
TLS Certificate Management Without Tears
Expired certificates cause more outages than they should. Every time, the post-mortem says 'we'll...
#sre#devops#tls#security
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Divyansh 2d ago • 6 min read
AI SRE and AI DevOps: different problems, one reliability stack
Vendors and headlines often blur "AI for operations" into one bucket. In practice, two distinct...
#sre#devops#platformengineering#observability
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Muskan May 22, 2026 • 5 min read
The railway went down for 10 hours, and it wasn't their fault. Here's the part nobody is talking about.
22:10 UTC. May 19, 2026. The railway's monitoring starts screaming. Dashboard, 503. API,...
#devops#cloud#sre#postmortem
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speed engineerMay 22, 2026 • 6 min read
Go Panics, Controlled: Boundaries That Protect Users
Why 47% of Go Production Outages Start with Unhandled Panics — And the Boundary Patterns That Stop.....
#backend#go#softwareengineering#sre
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DBAEGIS4d ago • 2 min read
Why Backup Success Does Not Mean Database Recoverability
For years, database teams have relied on a simple assumption: “The backup completed successfully, s...
#database#devops#sre
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