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Recent posts tagged observability

Level UI • 19 hours • in Articles • 9 min read
An MCP server is not a new API. It is a thin layer over the one you already have
Somewhere in the last year, "do we need an MCP server?" joined the list of questions that arrive in a brief before anyone has said what the thing is for. It is usually framed as MCP vs API, as though the Model Context Protocol were a newer kind of AP...
post-cover-33074
  • ai
  • api
  • webdev
  • security
7 Reactions 7 Comments
Ken W. Algerverified • Oct 20 • in Articles • 8 min read
Tuesday Isn't a Valid State Transition
Calendars, evidence, and the difference between done and stuck I expected my pear wine to spend two to three weeks in primary fermentation. It spent nineteen days. The yeast went in on September 23, and on October 12 I siphoned the wine off its sed...
post-cover-31233
  • software-architecture
  • systemdesign
  • observability
  • distributed-systems
3 Reactions 4 Comments
Basavaraj-Shepur • Oct 19 • in Articles • 2 min read
Hiding Agent Reasoning Costs You Your Debug Trail
There's a real push toward agents that reason internally - in vectors, not words - and only emit text when they act. It's faster and cheaper. It also quietly removes the thing most teams rely on to figure out why an agent did something strange. That'...
post-cover-31725
  • aiagents
  • observability
  • llms
  • python
2 Reactions 3 Comments
Posted in DevOps group
anasrhimi • Oct 13 • in Articles • 2 min read
Writing eBPF Probes in C for Advanced Kubernetes Observability
Traditional Kubernetes observability usually relies on sidecar proxies or application-level tracing, both of which introduce CPU and memory overhead. eBPF avoids this by running sandboxed C programs directly inside the Linux kernel, enabling zero-ins...
post-cover-30935
  • ebpf
  • kubernetes
  • observability
  • devops
3 Reactions 2 Comments
Pires Aurelio • Oct 3 • in Articles • 1 min read
Production-Ready Go Scraper with Prometheus - Complete Implementation Building a scraper
Building a scraper that works is easy. Building a scraper that you can observe in production is senior work. I added Prometheus to my Go Jobs Tracker and here's the full working implementation. PART 1: METRICS DEFINITION Create file metrics/metric...
post-cover-29672
  • go
  • prometheus
  • golang
  • observability
3 Reactions 1 Comments
Basavaraj-Shepur • Oct 2 • in Articles • 2 min read
Log Safety Events, Not Full Transcripts: One Audit Trade-Off
The FTC's inquiry into consumer AI products has turned a question most teams deferred into a launch requirement: can you show what your product actually did? That answer depends on a logging decision you make before launch - and can't retroactively f...
post-cover-29528
  • observability
  • data-privacy
  • llm
  • ai
0 Reactions 0 Comments
IgorGanapolsky • Oct 1 • in Articles • 1 min read
LLM Observability on Existing Rails: The Four Hardened Practices
Test Article Operational metrics, injection/PII scrubbing, quality evals, and parented spans without heavy vendor SKUs....
  • ai
  • devops
  • observability
0 Reactions 0 Comments
Tom Smithverified • 15 hours • in Articles • 9 min read
Developer Weekly Briefing — October 30, 2026
Security dominated this week, but not in the usual way. Two active campaigns turned GitHub configuration files into attack surfaces. Researchers demonstrated that the built-in browsers inside AI coding tools can read your SSH keys. And at Oracle AI ...
post-cover-33104
  • agenticai
  • devsecops
  • github
  • localai
6 Reactions 3 Comments
Ken W. Algerverified • Sep 30 • in Articles • 7 min read
Your Metric Is Not Your State
What a refractometer taught me about observability In Julyhttps://www.kenwalger.com/blog/ai/mcp/the-field-agent-sovereign-vineyard-mcp/?utmsource=coderlegion&utmmedium=article&utmcampaign=systemsunderfermentation, I wrote about a farmer walking a vi...
post-cover-28831
  • observability
  • provenance
  • artificial-intelligence
  • software-engineering
2 Reactions 4 Comments
dragosbln • Sep 23 • in Articles • 16 min read
Putting the trace before the loop; Observability-first for an AI agent, and what it bought me
An observability-first approach for building an AI agent, and what it bought me. A couple of weeks ago I started implementing Kept, a self-hostable post-purchase support agent for e-commerce, with reliability as its core offering. Besides the produc...
post-cover-28284
  • aiagents
  • observability
  • opentelemetry
  • architecture
15 Reactions 4 Comments
Somesh Bhardwaj • Sep 23 • in Articles • 5 min read
Six agents were running and I could not tell you what any of them did
Six coding agents were running. I could not tell you what any of them had done. Not roughly. Not approximately. The output was there, the files had changed, and the honest answer to "which one did that" was a shrug. Three questions in particular had...
  • developertools
  • aiagents
  • observability
  • opensource
7 Reactions 4 Comments
Alex • Aug 27 • in Articles • 5 min read
AWS's Own Dashboard Could Not Say It Was Down. Four of Our Monitors Had the Same Bug.
A signal has three states and most code stores two. When “cannot measure” is written with the same value as “fine,” the alarm branch becomes unreachable in exactly the situation the alarm exists for. On 7 December 2021, the operations teams inside...
  • observability
  • monitoring
  • sre
  • devops
6 Reactions 2 Comments
Kelvin Kiprop 1 • Aug 10 • in Articles • 3 min read
Building Trust Through Transparency: Why Mifugo Added a Public Status Page
Building Trust Through Transparency: Why Mifugo Added a Public Status Page When you're building software for farmers, you're building software for people whose livelihood depends on it. A feed log missed at 6 AM isn't just a UI bug; it's a real cost...
post-cover-24366
  • status-page
  • reliability
  • observability
  • saas
9 Reactions 2 Comments
ApogeeWatcherverified • Aug 2 • in Discussions • 2 min read
What metrics do you actually track for website/server monitoring?
forumDiscussion group6 participants
  • web-development
  • observability
11 Reactions 6 Comments
Hanzla • Jul 25 • in Articles • 14 min read
The Invisible Journey: Tracing Packets Through the Linux Kernel with eBPF and `pwru`
The modern developer's landscape is a complex tapestry of microservices, containers, and cloud infrastructure. When an application slows down, or a connection drops, the immediate culprits are often assumed to be the application code itself or the ex...
  • ebpf
  • networking
  • linux-kernel
  • observability
0 Reactions 0 Comments
Hanzla • Jul 24 • in Articles • 14 min read
Beyond the Vanishing Act: Engineering Resilient Systems and Teams
The Slack message drops like a lead balloon: "Hey, has anyone heard from Alex? They haven't responded to emails or pulled requests all week." A collective shiver runs through the team. Alex, the unsung hero who single-handedly tamed the notorious Leg...
  • software-engineering
  • bus-factor
  • documentation
  • observability
2 Reactions 1 Comments
Alex • Jul 17 • in Articles • 12 min read
21% of IT Leaders Can't See Their Own AI Agents. I Fed 11 Checks Empty Input; 5 Passed in Silence
In a 2026 vendor survey of 750 IT leaders, 21.1% said they could not account for shadow AI agents. A better dashboard will not fix it: a 1978 stroke study shows why, and eleven of my own checks proved it. In one 2026 vendor survey of 750 IT leaders,...
  • ai
  • observability
  • testing
  • reliability
2 Reactions 2 Comments
Artem Senenko • Jul 9 • in Articles • 5 min read
ClickHouse system tables ate my disk (and the fix)
> TL;DR. > > A monitoring alert said I was dropping check results. The disk was 100% full. My actual data was 20 MB. ClickHouse had quietly written 12 GB of logs about itself, mostly system.textlog and system.tracelog. Those same logs also burn CPU a...
  • clickhouse
  • database
  • observability
  • devops
7 Reactions 2 Comments
nik-13 • Jun 30 • in Articles • 3 min read
Conversation monitoring for voice agents: the six metrics that matter
The six conversation metrics that catch what voice agent dashboards miss Most teams have shipped voice agents and most are not happy with them. In Hamming AI's State of Voice AI 2026, 87 percent of companies have deployed voice agents but only 12 p...
post-cover-21611
  • voice-agents
  • monitoring
  • observability
  • voice-ai
1 Reactions 0 Comments
Mohammad Yasir • Jun 27 • in Articles • 5 min read
Why I'm Building Hooktrace
From chasing webhook failures across six dashboards to building the observability platform I always wished existed. I once had six browser tabs open, all trying to answer the same question: > "What happened to this webhook?" The provider insisted...
post-cover-21453
  • opensource
  • webhooks
  • python
  • observability
5 Reactions 4 Comments
Alex • Jun 25 • in Articles • 4 min read
The Miyake Event Problem: Anchoring Distributed Agents to Universal Time
Originally published at vibeagentmaking.comhttps://vibeagentmaking.com/blog/the-miyake-event-problem/ In 2021, a team led by Margot Kuitems pinned the Viking settlement at L'Anse aux Meadows to a single year: 1021 CE. Before that work, the best est...
  • distributed-systems
  • observability
  • architecture
  • ai-agents
0 Reactions 0 Comments
heyyayushh • May 3 • in Articles • 6 min read
How to Deploy an Open Source LLM Reliably (on Kubernetes)
Everyone is talking about LLMs, but very few people actually run one. Most developers rely on APIs from OpenAI or Anthropic. It works great until you start thinking about cost, control, or what happens when that API isn’t available. That’s when a mo...
  • llm
  • kubernetes
  • open source
  • grafana
  • prometheus
  • cncf
  • ai
  • observability
2 Reactions 1 Comments
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