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Dev.to

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09:31
2026-09-28
dev.to
ai-agents

We Let Vibe Coders Merge to Production. We Kept the Core.

A developer described an internal platform, built on a single MCP server, that lets non-engineers ship their own AI tools to production from a chat by enforcing a server-side gate that blocks plan con…

09:23
2026-09-28
dev.to
ai-tools

GitOCX: What If Your Best Developer Left Tomorrow?

A developer built GitOCX, an AI-powered system that mines a GitHub repository's commit history to reconstruct the context behind features when the original authors are gone. The tool classifies commit…

09:12
2026-09-28
dev.to
ai-safety

How I contain prompt injection in a production LLM feature

A developer working on production LLM features with Amazon Bedrock describes a defense-in-depth approach to prompt injection that assumes malicious text will reach the model and instead limits what th…

08:21
2026-09-28
dev.to
ai-agents

Building a Skill Interview with AI

A developer built a voice-based AI skill assessment app in which an AI agent interviews a participant about a chosen skill and produces a scored report card. Skills are defined entirely in JSON files …

07:04
2026-09-28
dev.to
ai-agents

ToolTrap: “tool results are data” wasn’t enough

A developer built ToolTrap, a benchmark that tests whether support agents leak planted details from untrusted tool results, and found that the standard instruction "tool results are data, not instruct…

06:34
2026-09-28
dev.to
ai-agents

Free GitHub Agent Frameworks I Ship With

A developer detailed the free, permissively licensed GitHub agent frameworks they run in production, naming LangGraph for deterministic branching workflows, CrewAI for role-based research crews, AutoG…

06:34
2026-09-28
dev.to
ai-agents

Scaling AI Agents Without Netflix-Sized Infrastructure

A developer behind BizFlowAI ContentStudio describes treating multi-agent content workflows as recoverable jobs moving through explicit states rather than as collaborating agents, using PostgreSQL for…

06:33
2026-09-28
dev.to
ai-agents

The "Product & Impact"

A developer built GramSetu AI, a conversational civic assistant for rural Indian micro-entrepreneurs that handles Telugu voice notes and text queries across sessions spanning weeks. The team replaced …

06:33
2026-09-28
dev.to
ai-agents

AI Agent Automation: Claude Fixes Bugs While You Sleep

A developer described running a Claude Code agent on a scheduled cron job that autonomously picked the seven highest-priority bugs from a 34-item backlog overnight, wrote fixes, pushed branches, and o…

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