惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

GbyAI
GbyAI
L
LINUX DO - 热门话题
月光博客
月光博客
B
Blog
博客园 - 叶小钗
美团技术团队
D
Docker
A
About on SuperTechFans
Stack Overflow Blog
Stack Overflow Blog
酷 壳 – CoolShell
酷 壳 – CoolShell
WordPress大学
WordPress大学
P
Proofpoint News Feed
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
Y
Y Combinator Blog
V
V2EX
Apple Machine Learning Research
Apple Machine Learning Research
博客园 - 三生石上(FineUI控件)
The Register - Security
The Register - Security
博客园_首页
The Cloudflare Blog
I
InfoQ
T
Tailwind CSS Blog
MongoDB | Blog
MongoDB | Blog
Engineering at Meta
Engineering at Meta
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
Microsoft Azure Blog
Microsoft Azure Blog
有赞技术团队
有赞技术团队
C
CERT Recently Published Vulnerability Notes
AWS News Blog
AWS News Blog
Spread Privacy
Spread Privacy
V
Visual Studio Blog
博客园 - Franky
Cloudbric
Cloudbric
Help Net Security
Help Net Security
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
N
News and Events Feed by Topic
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
K
KPMG report finds enterprise disconnect between AI and its ROI | CIO
Webroot Blog
Webroot Blog
博客园 - 【当耐特】
TaoSecurity Blog
TaoSecurity Blog
B
Blog RSS Feed
N
News | PayPal Newsroom
人人都是产品经理
人人都是产品经理
H
Heimdal Security Blog
L
LangChain Blog
PCI Perspectives
PCI Perspectives
Jina AI
Jina AI
Google DeepMind News
Google DeepMind News
Schneier on Security
Schneier on Security

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Don’t Fail — They Drift Spilling beans for how i learn for exam😁"Reinforcement Learning Cheat Sheet" I Replaced Chrome with Safari for AI Browser Automation. Here's What Broke (and What Finally Worked) How Python Borrows Other People's Work The $40 Architecture: Processing 1 Billion API Requests with 99.99% Uptime Vibe Coding: A Workflow Guide (From Zero to SaaS) Most webhook security guides protect the wrong side. The scary part is delivery. Headless CMS for TanStack Start: Build a Blog with Cosmic EU Age Verification App "Hacked in 2 Minutes" — What Actually Happened Comfy Cloud’s delete function does not actually remove files Running AI Models on GPU Cloud Servers: A Beginner Guide Event-driven media intelligence with AWS Step Functions and Bedrock I scored 500 AI prompts across 8 quality dimensions — here's what broke How to Call Google Gemini API from Next.js (Free Tier, No Backend Needed) The Portal Protocol: Reclaiming Human Connection in the Age of AI How to Fix Your Team's Scattered Knowledge Problem With a Self-Hosted Forum Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud Designing Multi-Tenant Backends With Both Ownership and Team Access I Built a Neumorphic CSS Library with 77+ Components — Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cómo construí un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 🚀 I Built an Ethical Hacking Scanner Tool – Open Source Project I Replaced /usage and /context in Claude Code With a Single Statusline A Pythonic Way to Handle Emails (IMAP/SMTP) with Auto-Discovery and AI-Ready Design I Collected 8.9 Million Polymarket Price Points — Here's What I Found About How Markets Really Move EcoTrack AI — Carbon Footprint Tracker & Dashboard Everyone's Using AI. No One Agrees How. 5 self-hosted ebook managers worth trying in 2026 Building Your First AI Agent with LangChain: From Chatbot to Autonomous Assistant Common SOC 2 Failures (Real World) Stop Vibe-Checking Your AI App: A Practical Guide to Evals How to Use SonarQube and SonarScanner Locally to Level Up Your Code Quality Your Next To-Do App Is Dead — I Replaced Mine with an OpenClaw AI Sign a Nostr event in 60 lines of Python using coincurve — no nostr-sdk, no nbxplorer, no rust toolchain ITGC Audit Explained Like You’re in Big 4 Patch Tuesday abril 2026: Microsoft parcha 163 vulnerabilidades y un zero-day en SharePoint Stop scraping everything: a better way to track competitor price changes Listing on MCPize + the Official MCP Registry while routing payments OUTSIDE the marketplace — how I kept 100% of my x402 revenue Building an AI-Powered Risk Intelligence System Using Serverless Architecture Why We Ripped Function Overloading Out of Our AI Toolchain Testing AI-Generated Code: How to Actually Know If It Works SaaS Churn Is Killing Your Business. Here Is What to Do About It (Without a Support Team) The Speed of AI Is No Longer Linear - And Self-Improving Models Are Why How to Implement RBAC for MCP Tools: A Practical Guide for Engineering Teams From Standard Quote to Persuasive Proposal: AI Automation for Arborists I built a CLI that scaffolds complete multi-tenant SaaS apps Axios CVE-2025–62718: The Silent SSRF Bug That Could Be Hiding in Your Node.js App Right Now The dashboard that ended our friendship Data Pipelines Explained Simply (and How to Build Them with Python) The Hidden Cost of AI Systems Nobody Talks About. undefined vs undeclared, and how typeof behaves Switching from file-based jobs to NATS/Kafka in Rust without changing code io_uring Adventures: Rust Servers That Love Syscalls Why Agentic AI is Killing the Traditional Database The POUR principles of web accessibility for developers and designers Quantum Neural Network 3D — A Deep Dive into Interactive WebGL Visualization How To Install Caveman In Codex On macOS And Windows Automation Pipeline Reliability: Why Your Workflow Breaks When Nobody Is Watching I Built an 'Open World' AI Coding Agent — It Works From ANY Folder From Freelancing to Product: A Tech Service Company's SaaS Transformation China's AI Giants: Adding Tencent Hunyuan & ByteDance Doubao to AI University (74 Providers) On the Vibe Coders and Their Lies clerk: Auto-Summarize Your Claude Code Sessions AI Weekly — 2026/04/10–04/17 | The Model Lockdown Is Here, but the Toolchain Is the Real Battleground AI 週報 — 2026/04/10–2026/04/17 模型封鎖潮來了,但工具鏈才是真戰場 Maybe this is how Open-Source apps are born... 🚀 Fine-Tune LLMs with LoRA and QLoRA: 2026 Guide tRPC v11 + Next.js App Router: End-to-End Type Safety Without the Boilerplate ShadCN UI in 2026: Why I Stopped Installing Component Libraries and Started Owning My Components SaaS Billing in React Server Components: Stripe + Supabase Without a Single `useEffect` Join our DEV Weekend Challenge — $1,000 in Prizes Across TEN winners! Submissions Due April 20 at 6:59 AM UTC. Implementing FSRS Spaced Repetition in Flutter + Supabase — Adding Memory Science to an AI Learning App "I Texted My Localhost From the Train — Claude Code Fixed the Bug Before I Got Home" I Built a Sales Prep AI and It Went Deeper Than Expected Design to Code #2: One JSON, Eleven Outputs Solving the 100M-Row Problem: A Summary Table Pattern for High-Volume Push Notification Logs Flutter Web With Wasm: What Actually Changes For Developers I Built 50 Royalty-Free Soundtracks for My Side Project in a Weekend Using AI Music Generation The Vibe Coding Security Checklist: 7 Things to Check Before You Ship Stop Letting Googlebot Guess Fix Your React App's SEO Right Desconstruindo o Streaming do LinkedIn: Como Criar um Engine de Extração de Vídeo de Alta Performance com HLS e FFmpeg (EDA Part-1) EDA (Exploratory Data Analysis) Explained With Real Life — Why Looking at Your Data Is the Most Important Step in Machine Learning Brand Relationship Management at Scale: Our 4-Touch Outreach System for 200+ Brands Why String.fromEnvironment() Might Return an Empty String in Dart JGuardrails 1.0.0 — Hardening Java LLM Apps Against Jailbreaks, Toxicity, and Prompt Injection Plan and Schedule a Full Week of Threads Content From One Claude Conversation Coding Cat Oran Ep3, Five Tables Changed Everything Updated: BFF Pattern I'm done watching freelancers get buried by 200 proposals. So I'm building the alternative. This is my first post BFS Algorithm in Java Step by Step Tutorial with Examples Tracking LLM Pricing Monthly: An Open Dataset for 22 AI Models How We Measure Content ROI on a Comparison Site: Revenue Attribution Without Perfect Data Introducing Nova AI Ops: The AI-Native Operating System for SRE Teams I built a free desktop video downloader for Windows — Grabbit How Talkie OCR Helps Vision-Impaired & Dyslexic Users Read the World Around Them VRCFaceTracking安装和iPhone面捕配置教程,有bug Even CrowdStrike Can't See Your Agents The Automation Gold Rush: What n8n Workflows and Claude Are Opening Up for Developers Right Now
My agent was 'succeeding' on Slack while silently doing nothing — here's the monitoring stack that caught it
강해수 · 2026-06-17 · via DEV Community

강해수

My Slack bot was firing success messages while D1 row count sat completely frozen. The agent wasn't crashing — it was completing its Slack notification step and skipping all the actual work. Alerts alone would never have caught this.

The fix was treating Slack, D1 logging, and cost tracking as one connected pipeline instead of three separate tools. The schema I landed on is deliberately lean — 7 columns, with tokens_used being the one that matters most:

CREATE TABLE agent_runs (
  id          TEXT PRIMARY KEY,
  agent_name  TEXT NOT NULL,
  run_at      INTEGER NOT NULL,
  status      TEXT NOT NULL,  -- 'ok' | 'error' | 'timeout'
  duration_ms INTEGER,
  tokens_used INTEGER,
  error_msg   TEXT
);

Without tokens_used in D1, your cost dashboard only tells you what you spent today — not which agent burned it. I was mentally estimating my analysis tool's monthly Claude spend at around $20. The actual number was $38. I had no idea until I ran the aggregation query against the logs.

The other thing that bit me: MCP stdio transport timeouts. I spent days convinced it was an OAuth misconfiguration. It wasn't. One tool was calling an external API that occasionally took 30+ seconds. The stdio transport's read timeout was shorter than that, and Workers' 30-second wall clock limit made it worse — the subprocess got force-killed with a misleading exit code 1 error. The timeout status rows piling up in D1 are what actually surfaced the pattern. Without that log, it would have stayed a vague "sometimes slow" complaint.

On the Workers side: if you fire Slack notifications with a plain await instead of wrapping in ctx.waitUntil, the fetch gets killed the moment your Worker returns a response. That's why Webhooks seem to fail randomly — they're not failing, they're being terminated. Also worth knowing: Slack returns a 400 if your payload exceeds 4,000 characters, and raw error stack traces will blow past that limit silently.

I wrote up the full breakdown — including the KV write explosion that hit 12K writes in 2 minutes and how I traced it back to a specific agent using D1, plus the Durable Object refactor for slow tools — over on riversealab.com.

Full post →