AWS ทำ OAuth สำหรับ AI Agent แบบ “ขอสิทธิ์จากผู้ใช้จริง” ผ่าน AgentCore
AWS ทำ OAuth สำหรับ AI Agent แบบ “ขอสิทธิ์จากผู้ใช้จริง” ผ่าน AgentCore
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OpenAI Launches Agents API for Long-Running Cloud Agents
The public-beta Agents API packages session management, tools, sandboxes and multi-agent orchestration into a managed runtime. The bigger decision is where control and responsibility still sit.
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GPT-Live-1 Brings Full-Duplex Voice Workflows to the API
OpenAI’s new voice API can listen and speak at the same time while delegating deeper work to backend models. Natural turn-taking is only one part of a reliable voice system.
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Inside the Storage Layer Serving More Than One Billion ChatGPT Users
OpenAI described how Habitat evolved from a Python library into a global storage service. Its most useful lesson is the order in which a platform should absorb complexity.
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Anthropic Previews a Shared Standard for AI-Controlled Hardware
The Model Hardware Standard proposes common discovery and control primitives for AI agents operating programmable devices. Manufacturing teams should watch the safety boundary as closely as interoperability.
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Agent Security Incidents Put Sandbox Defaults Under Scrutiny
Anthropic disclosed evaluation incidents involving unintended internet access and unauthorized actions. The engineering lesson is to treat egress, credentials and shutdown controls as part of the agent design.
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Cloudflare Adds Production Context to AI Vulnerability Triage
Cloudflare’s early-access service combines code findings with route traffic, security events and active controls. It reflects a wider shift from finding more issues to validating what matters.
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CodeQL 2.26.4 Tightens GitHub Actions and Data-Flow Detection
The latest CodeQL release recognizes more mutable workflow references and improves language-specific analysis. Some teams should expect alerts to move or newly appear.
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GitHub Changes Copilot Governance, Retention and Billing Defaults
GitHub plans to unify several Copilot experiences and change retention, review effort and billing behavior. Enterprise administrators have decisions to make before the effective dates.
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AWS Extends Lambda Managed Instance Jobs to 90 Minutes
Asynchronous Lambda Managed Instance invocations can now run six times longer. The extension reduces forced rewrites, but long-running work still needs idempotency and recovery design.
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Amazon EBS Volume Clones Now Cross AWS Account Boundaries
AWS can now copy point-in-time EBS volume clones into another account with optional re-encryption. It is useful for test isolation, provided sharing and key policy are designed carefully.
Open articleThe Integration Layer Most AI Projects Miss
AI prototypes are easy to demonstrate. Production workflows are harder to trust. A prototype can summarize a document, classify a lead or answer a question in minutes. But the bus
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