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14:45
2026-08-15
dev.to
developer-tools

NEXUS AI RBAC Deep Dive

NEXUS AI's engineering team detailed the design of its Role-Based Access Control (RBAC) system, which defines four built-in roles—Viewer, Developer, Admin, and Owner—to enforce least privilege and pre…

14:20
2026-08-15
dev.to
developer-tools

Can your verify gate actually fail?

Andréas, a full-stack developer and CTO, discovered that his automated verify gate, designed to lint, typecheck, build, and run tests before merging AI-generated code, was failing to catch broken code…

14:20
2026-08-15
dev.to
artificial-intelligence

Our First RAG Pipeline Failed on Day One

A developer's RAG pipeline for MockEvalio failed on its first day when the embedding endpoint returned a 404, prompting a switch from Groq's nomic-embed-text-v1.5 to OpenAI's text-embedding-3-small. T…

14:16
2026-08-15
dev.to
ai-agents

Where the time actually goes in an AI coding-agent job

Andréas, a full-stack developer and CTO at a B2B SaaS, measured the runtime of AI coding-agent jobs on his agent-orchestration platform and found that infrastructure overhead costs 5–8 minutes per job…

13:53
2026-08-15
dev.to
developer-tools

The Twenty-Hour Fuse

A developer traced a near-crash of a four-core Linux box to a Claude Code session that had hung the previous night, causing a cascade of unexited processes and memory pressure that culminated in an IO…

13:52
2026-08-15
dev.to
developer-tools

Coalescing the Stream

A developer fixed a streaming stall in Claude Code by writing a middleware for the claude-code-router proxy that merges SSE deltas into larger chunks. The middleware combines consecutive content_block…

13:51
2026-08-15
dev.to
developer-tools

Two Clocks, Neither Lying

A developer debugging a stalled Claude Code session in VS Code traced the issue to a queue of streaming events rather than a lost connection. The session appeared finished to the notification hook but…

13:19
2026-08-15
dev.to
artificial-intelligence

The Internet Is Slowly Becoming an API

The internet is increasingly being used by AI agents rather than humans, prompting a shift from human-centric websites to machine-readable APIs. This transformation suggests that the web will evolve i…

13:06
2026-08-15
dev.to
artificial-intelligence

The "AI" Badge Doesn't Measure What You Think It Does

Anthropic signed the EU AI Act's Code of Practice and began watermarking Claude-generated text, but a developer argues the watermark does not measure what people think it does. The developer contrasts…

13:05
2026-08-15
dev.to
artificial-intelligence

Multimodal AI: how a text model learns to see

Divyakush Punjabi, a full-stack and AI engineer, explains that multimodal AI models do not gain a new visual faculty but instead translate images and audio into the same vector space used for text, al…

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