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Implementing 5-Signal Metrics Dashboard for AI Tutor Cost (and Auditability)

Implementing a metrics dashboard for an AI tutor is an accounting problem before it is a visualization problem. Attribute each agent-loop attempt to a stable interaction ID, record latency and billable usage as separate facts, and only then aggregate those facts into a live view. The decision rule is strict: choose the storage and dashboard path that preserves an auditable event trail when a…

dev.to ·1h ago

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More in AI

The midterms didn’t stop the AI buildout. They simply repriced it—and OpenAI is already promising to pay up

Two days after voters rejected data centers almost everywhere, OpenAI pledged to cover its own power bills and post financial guarantees.

1h ago ·fortune.com

When AI Should—and Shouldn’t—Handle Hiring

AI Impact this week looks at AI in hiring, faster code review and why stronger models still need human judgment.

AI can streamline hiring by providing updates, scheduling, and connecting interview feedback.
Recruiters should inform candidates about AI's role and weight in the hiring process.

1h ago ·newsweek.com

Filing: Google spent roughly $548M to buy around 3M shares of Qualcomm, which is pushing into serving the AI data center market (Ryan Barwick/The Information)

Google has bought nearly 3 million shares of the chip maker Qualcomm, less than half a percent of the company's outstanding shares, according to a securities filing on Friday.

1h ago ·theinformation.com

Secure AI-Driven Database Access with db-mcp-gateway

Secure AI-Driven Database Access with db-mcp-gateway Introduction AI agents often need to query production databases, but exposing connection strings creates a serious security risk.

db-mcp-gateway secures AI database access by acting as intermediary layer
Supports PostgreSQL and MongoDB with self-hosted Docker container
Streamlined SSO authentication via browser-based flow

1h ago ·dev.to

WARN Act and Automation: Do AI and Robot Replacements Require a 60-Day Notice?

WARN Act and Automation: Do AI and Robot Replacements Require a 60-Day Notice? A warehouse replaces 120 pickers with robots. A call center replaces 80 agents with an AI voice system.

WARN Act requires 60-day notice for layoffs, regardless of automation or restructuring.
Employers must inform workers, unions, state units, and local officials about job losses.
Several states mandate longer notice periods, up to 90 days.

1h ago ·dev.to

ChatGPT Can Now Make Animated GIFs: Inside OpenAI's Images 2.6 Update

Originally published at ConvertElementor . ChatGPT can now make animated GIFs. OpenAI's Images 2.6 update, reported by The Verge on November 5, 2026, turns the image generator from a still-image tool…

ChatGPT can create animated GIFs from text prompts.
This feature is part of Images 2.6 update, announced November 5, 2026.
GIF generation enhances AI image tools' capabilities.

1h ago ·dev.to

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