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21:43
2026-08-21
dev.to
artificial-intelligence

How AI Models Can Leak the Data They Were Trained On

A developer explains that large AI models memorize fragments of their training data, which can be extracted through membership inference and data extraction attacks. The post details how model scale a…

21:20
2026-08-21
dev.to
ai-agents

is-agentic Scored Promptway 74. Here Is What I Changed

Promptway, an AI-focused publication, scored 74 out of 100 on the is-agentic agent-readiness grader, prompting a round of fixes. The site's developer, Agnel Nieves, addressed failures such as missing …

21:20
2026-08-21
dev.to
artificial-intelligence

Building an Escalation Root-Cause Agent with Gemini and ADK

A customer service team lead at Amazon built an escalation root-cause analysis agent using Google's Agent Development Kit (ADK) and Gemini, deployed on Cloud Run. The agent automatically classifies es…

20:43
2026-08-21
dev.to
artificial-intelligence

I Gave Claude Code a Brain. Its Mistake Rate Went to Zero.

A developer reports that giving Claude Code a project memory system called RE-call reduced its mistake rate to zero across 40 paired tasks, compared to a 52.5% error rate without memory. The system al…

19:32
2026-08-21
dev.to
ai-safety

I Shipped a Security Product I Cannot Fully Audit

A developer who writes commercial copy for a living has shipped Cencurity, an open-source security gateway that proxies traffic between AI coding agents and LLM providers to mask sensitive data and in…

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