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Dev.to

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16:40
2026-11-04
dev.to
developer-tools

OpenAI's Pando Is Not Open Source. Almost Nobody Noticed

OpenAI built Pando, a Rust-based Git-compatible backend that replaced the storage layer behind its monorepo without changing the protocol or client, after reliability fell below 90% and commits landin…

16:13
2026-11-04
dev.to
ai-agents

Extract LinkedIn Profile Data with MCP for Contact Research

BrowserAct published a LinkedIn Profile Scraper Bot that lets an MCP-connected AI agent pull visible profile fields — name, headline, current position, company, about, experience, education and contac…

15:45
2026-11-04
dev.to
ai-agents

Who controls how your agents use models?

A developer deployed a private model gateway on AWS over two weeks to test whether a centralized layer between agents and models can govern access, spending, data policy, reliability and visibility ac…

15:45
2026-11-04
dev.to
machine-learning

The Analogies I Wanted Researched Were Found Seven Weeks Ago

A developer reports that a deep-research project connecting his mother's health-preserving pedagogy research to machine learning methods has already produced its core findings, seven weeks before the …

15:42
2026-11-04
dev.to
ai-agents

AI Agents Can Write Code. But Can They Recover From Failure?

The open-source Headron project has added an adaptive recovery module that treats agent failure as a structured decision rather than an open-ended retry loop, refusing to replan when no new evidence s…

15:17
2026-11-04
dev.to
large-language-models

Why Pay for the Smartest Model Every Time?

A developer at wrightfunctions.com outlined four techniques for cutting LLM inference costs by routing requests between cheap and expensive models rather than sending every query to the priciest one. …

14:45
2026-11-04
dev.to
artificial-intelligence

Apple Just Opened Siri AI to Every App — Explained Honestly

Apple opened its Siri AI Developer Preview to all developers in the iOS 27.3, iPadOS 27.3, macOS 27.3, watchOS 27.3 and visionOS 27.3 betas, letting any app expose its content and actions to the rebui…

14:23
2026-11-04
dev.to
neural-networks

Why does every AI start out random?

A developer's hands-on experiment shows why neural networks must start with random weights: a small XOR network with all weights set to 0.5 kept its four hidden neurons identical for 2,000 training st…

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