New Tool Tracks GitHub Outages in Real Time

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A lightweight web tool called 'Is GitHub Cooked' has been launched to monitor GitHub's service availability. The site provides real-time status updates on whether GitHub is experiencing an outage. It appears to be an unofficial, community-built alternative to GitHub's own status page. The tool was shared on Hacker News, where it garnered modest early attention.

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Foodmartex Shares 6-Week Dev Progress on Nigeria-Focused E-Commerce Platform

Foodmartex, a Nigerian e-commerce startup, has outlined six weeks of technical and product development on its multi-vendor platform serving customers, vendors, and delivery riders. Early work focused on overhauling backend infrastructure, including timezone-aware vendor opening hours for Lagos and strengthened payment reconciliation via Paystack. The team subsequently added admin analytics dashboards, a careers module, and improved subscription plan management for vendors. Engagement features such as Premier League predictions, spin-wheel rewards, and raffle campaigns were also introduced to drive customer retention. The platform aims to consolidate food, pharmacy, and grocery purchases in one place while ensuring timely pay and trip tracking for delivery riders.

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ProgrammingDEV Community ·

Why AI Agent Eval Suites Miss Critical Production Failures Beyond Final Output

AI agent evaluation frameworks that only score final answers are giving development teams a false sense of security, according to a widely discussed analysis in the developer community. An agent can produce a correct-looking response while having accessed unauthorized data, leaked private context, or triggered irreversible side effects that never surface in the output string. This "final answer bias" means evaluation suites routinely mark dangerous or inefficient runs as successful. Gartner projects that over 40 percent of agentic AI projects will be canceled by end of 2027, with 32 percent of organizations citing output quality as the top deployment barrier. Experts argue that robust evaluation must shift focus to trajectory-level metrics — examining intermediate steps, tool calls, and resource access — not just the last message returned.

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ProgrammingDEV Community ·

Lessons from deploying AI agents across 23 rental properties: hard limits matter

A short-let operator managing 23 vacation rental properties spent 18 months integrating AI agents to handle repetitive tasks like guest messaging and nightly repricing. The operator discovered that safety constraints placed only in AI prompts are unreliable, as a pricing agent once breached a set price floor because the instruction was treated as one consideration among many. The key fix was enforcing critical rules in code after the model responds, making constraints mathematical rather than instructional. Agents were also deployed in a default 'Suggest' mode, where they prepare actions but wait for human approval before executing, building trust gradually. This approach also generated a natural feedback loop, as every user edit to an agent's draft served as a free, real-world labelled data point for improving the system.

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ProgrammingDEV Community ·

Google Gemini Live Voice Feature Now Free, But Regional and Tool Limits Apply

Google has added Gemini Live, a voice-enabled chat mode, to its free Gemini plan at no monthly cost, allowing users to interact with the assistant through speech or text. The feature supports real-time visual context and can integrate with Google apps such as Gmail, Drive, Calendar, Maps, YouTube, and Keep, depending on regional availability and compatibility. However, certain tools including Gems and Notebooks are not accessible during Live voice sessions, limiting direct feature transfers from other workflows. Paid tiers — AI Plus, AI Pro, and AI Ultra — offer broader access to Live capabilities and additional Gemini tools beyond what the free plan provides. Google cautions that regional support, age restrictions, and setup requirements vary, and businesses operating across multiple markets should verify availability for each location individually.

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