From Containers to Sandboxes: Developer Trust in the Agentic Era
The 2026 Stack Overflow Developer Survey shows only 7% of developers trust AI output for important decisions. Here’s what that means for running agents safely.
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#AI Agents
۱۵۳ مقاله
Improving navigation experience in v0 with Next.js 16.4
How we used Partial Prefetching and a coding agent to improve navigation across v0 with Next.js 16.4.
هوش مصنوعی۹ دقیقه مطالعه
AI in Production: Panellists Highlight Silent Failures, Harness Engineering, and Agent Governance
A recent InfoQ webinar examined operational challenges in deploying agentic systems. Key points included issues like semantic and embedding drift, which can lead to significant errors. Experts discussed the need for automated code reviews, continuous evaluation of models, and enhanced privacy measures. The session…
هوش مصنوعی۴ دقیقه مطالعه
Grafana Applies SLOs and Error Budgets to AI Agent Behaviour
Grafana Labs is proposing a familiar reliability engineering approach for one of the less familiar problems in modern software: how to measure whether an AI agent is actually behaving well. By Craig Risi
هوش مصنوعی۶ دقیقه مطالعه
Mini book: Evolutionary Architecture in Practice
Discover how to keep software evolvable as systems, technology, and teams shift. This edition explores agentic fitness functions for semantic drift, treating human comprehension as a core design metric, cross cloud guardrails for regional autonomy, and aligning technical boundaries with Conway’s Law. Move beyond…
هوش مصنوعی۳ دقیقه مطالعه
Presentation: Exploding GPUs
Andrew Martin discusses why AI security is fundamentally tied to Kubernetes security. He shares insights into the evolving AI threat landscape, covering non deterministic agent behavior, GPU supply chain vulnerabilities, shared compute risks, and practical defense strategies from prompt firewalling to agentic…
هوش مصنوعی۳۲ دقیقه مطالعه
AWS Introduces Strands Decider 2B and Strands Box for AI Agent Development
AWS has introduced two open source projects for AI agent development: Strands Decider 2B, a small model designed to make decisions within agent workflows, and Strands Box, a sandbox for controlling agent execution. Both projects address different aspects of building agents that use tools, execute code, and interact…
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Chainguard Launches Secure Workspaces and Checks for AI Coding Agents
Software supply chain security company Chainguard has announced two beta products for running and testing code written by developers and AI agents. Chainguard Workspaces provides remote development environments based on hardened microVMs, while Chainguard Checks moves continuous integration into the development loop.…
هوش مصنوعی۴ دقیقه مطالعه
The next developer interface is ambient intelligence
AI, agents, voice, and physical controls are shifting software development from operating tools to expressing intent—and helping developers stay focused on building. The post The next developer interface is ambient intelligence appeared first on The GitHub Blog .
هوش مصنوعی۵ دقیقه مطالعه
Muse Spark 1.2 Is Now Open Weights
Today, Meta is releasing the weights for Muse Spark Open, the most capable US open weights model to date. It’s available today on Hugging Face under the Muse Model License. Muse... The post Muse Spark 1.2 Is Now Open Weights appeared first on PyTorch .
هوش مصنوعی۴ دقیقه مطالعه
Vercel Ship 2026 recap
For a decade, Vercel has shaped how the web is built. Now, we’re doing the same for agents. The companies that win the next decade will build on infrastructure designed for agents from the start, and thousands of people gathered across London, Berlin, New York, Sydney, and San Francisco to do just that at Vercel Ship…
هوش مصنوعی۲۱ دقیقه مطالعه
Instagram Modernized Its UI with an AI-Native Architecture, Cutting Token Costs by 33%
Instagram Direct migrated its Android UI from the legacy Android View system to Jetpack Compose, creating an AI native UI codebase that is easier for AI coding agents to understand, modify, and maintain. According to Instagram engineers, the migration reduced UI code volume by 50% and token costs per AI agent session…
هوش مصنوعی۳ دقیقه مطالعه
Neon now has realtime
Neon Realtime is live in public beta. Any SQL query can now be a live query. Subscribe to it and the result stays up to date as your data changes. That makes your whole app reactive, with no polling or refetch logic.
هوش مصنوعی۹ دقیقه مطالعه
Presentation: What 25 Trillion Tokens Reveal About How Developers Actually Adopt AI Agents
Brendan O'Leary discusses how real world AI adoption depends on building trust rather than chasing model benchmarks. Drawing from 40 trillion tokens of usage data, he explains the four rungs of the AI adoption ladder and analyzes key failure points in context construction, multi model routing, and feedback loops to…
هوش مصنوعی۳۳ دقیقه مطالعه
How Netflix Made AI Coding Agents More Efficient with JetBrains IDE Intelligence
Netflix plugged JetBrains& 8217; headless code intelligence engine – the same one behind IntelliJ IDEA – into Claude Code and Codex, then benchmarked it against a variety of scenarios. The details and numbers are available below. At a glance Company Netflix – Application Development Platform (ADP), GenAI Platform,…
هوش مصنوعی۹ دقیقه مطالعه
AI Agent Security Risks: What Can Go Wrong When Agents Act on Their Own
Learn the top AI agent security risks, from prompt injection to excessive autonomy and credential exposure, and how to contain them.
هوش مصنوعی۷ دقیقه مطالعه
Running Apache Spark experiments in my sleep (and on a plane)
By Prashanth Gedde Narayanaswamy As one of Netflix’s largest and critical data pipelines, member sessionizer consolidates tens of billions of hourly client events, encompassing user taps, playbacks, and engagement signals, into individual viewing sessions per profile. A quick two week tuning effort spiraled into two…
هوش مصنوعی۱۰ دقیقه مطالعه
Amp puts AI agents to work beyond code with OpenAI models
See how Amp pushes the frontier of what agents can do with GPT 6 Astra, Ultrafast, GPT Live 1, and Sign in with ChatGPT.
هوش مصنوعی۱ دقیقه مطالعه
Google Antigravity SDK Adds Local Model Support for Greater Token Efficiency and Code Privacy
Google has introduced support for local models in the Antigravity SDK, enabling developers to build and execute agentic workflows directly on their own machines, while retaining the flexibility to mix in cloud based models for higher level tasks. This approach gives developers greater control over data privacy,…
هوش مصنوعی۳ دقیقه مطالعه
A local Supabase project per agent, with or without Docker
Run several local Supabase projects on one machine, one per coding agent, with or without Docker. Faster starts, less memory, and branches ready in seconds.
هوش مصنوعی۴ دقیقه مطالعه
