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DEV Community
dev.to > steefjan_wiggers_34a415b > same-kitchen-two-doors-one-maitre-d-510

Same Kitchen, Two Doors, One Maître d"

18+ min ago   (201+ words) In MCP vs API Is the Wrong Question I deployed one Azure Functions app that exposes the same backend... Tagged with ai, azure, mcp, api....

The New Stack
thenewstack.io > ai-agent-trace-debugging

It passed CI. It passed your evals. The customer still got the wrong answer.

29+ min ago   (771+ words) Your AI agent returned a 200, passed its faithfulness check, and still answered the wrong question. The evidence that explains why lives in the trace....

DEV Community
dev.to > ganeshjoshi > redis-rate-limits-for-llm-api-keys-and-tenant-quotas-3o02

Redis Rate Limits for LLM API Keys and Tenant Quotas

38+ min ago   (822+ words) This post was created with AI assistance and reviewed for accuracy before publishing. Rate limiting a normal API protects your servers. Rate limiting an LLM API protects your bank account. The difference matters, because it changes what you are counting…...

DEV Community
dev.to > nw_field_memo > tacacs-failover-testing-rejection-outage-and-recovery-are-different-tests-207k

TACACS+ Failover Testing: Rejection, Outage, and Recovery Are Different Tests

1+ hour, 3+ min ago   (1131+ words) A TACACS+ rollout needs more than a successful login. Test what happens when one server is unavailable, when none can answer, and when the service returns. For each state, check who authenticated the user, what the user could do, and…...

DEV Community
dev.to > kenimo49 > claude-code-hooks-vs-skills-vs-subagents-three-ways-to-extend-the-agent-and-when-each-backfires-1728

Claude Code Hooks vs Skills vs Subagents: Three Ways to Extend the Agent, and When Each Backfires

1+ hour, 28+ min ago   (41+ words) I reached for the wrong extension mechanism three times before the difference clicked. Hooks, Skills, Subagents: how each fires, what it costs in tokens, and the failure mode nobody warns you about. Tagged with claudecode, ai, agents, devtools....

DEV Community
dev.to > marcelotaparelli > why-i-built-my-portfolio-with-bun-astro-mdx-instead-of-a-more-complex-stack-2cmd

Why I Built My Portfolio with Bun + Astro + MDX Instead of a More Complex Stack

1+ hour, 23+ min ago   (1367+ words) Choosing a stack is a product decision before it is a technical one. This article documents why this portfolio runs on Bun, Astro, and MDX — and, more importantly, the reasoning that led me to turn down more sophisticated alternatives. Nothing…...

DEV Community
dev.to > eva-nomados > how-to-handle-webhook-errors-in-makecom-4ahl

How to Handle Webhook Errors in Make.com

1+ hour, 28+ min ago   (1080+ words) Webhooks are one of the easiest ways to connect different tools with Make.com. They are also one of the easiest places for an automation workflow to break. A webhook may receive incomplete data. A field may have a different…...

DEV Community
dev.to > bhavyshekhaliya > what-to-do-when-an-api-has-too-many-endpoints-for-one-mcp-server-1a77

What to Do When an API Has Too Many Endpoints for One MCP Server

1+ hour, 29+ min ago   (953+ words) Large APIs are where MCP design gets interesting. If your API has 15 endpoints, you can review each one by hand and decide which operations should become tools. If your API has 300 endpoints, exposing everything creates a different problem: the MCP…...

PCQ
pcquest.com > tech-explained > the-autonomous-enterprise-why-ai-low-code-and-hyperautomation-are-converging-12/50/6105 > amp

The Autonomous Enterprise: Why AI, low-code and hyperautomation are converging

8+ hour, 23+ min ago   (354+ words) The business is at a new frontier of digital transformation. For years, organisations have incorporated automation, cloud platforms and artificial intelligence, each as its own separate and discrete capability. Today, these maturity levels are increasingly converging into a new model…...

DEV Community
dev.to > divyakush > never-trust-a-payment-webhook-on-its-first-word-4ncm

Never trust a payment webhook on its first word

1+ hour, 53+ min ago   (459+ words) A payment webhook is, structurally, a stranger sending your server a POST that says "this person paid." If your handler believes it, anyone who can reach that URL can mark orders as paid. In Saturdays, where PhonePe settles real money…...