أخبار software

Session Traces and Cost Controls Help Diagnose AI Agent Failures

Session traces and cost controls are emerging as key observability techniques for diagnosing AI agent failures, helping teams spot tool-call loops and runaway spend while preserving enough execution context for post-incident debugging. By Mark Silvester

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Advancing Embedded Go: Recoverable Panics, UEFI, Radio and Hardware Dev Kit

TinyGo version 0.42 introduces significant updates, including recoverable panics and support for Go 1.27 and LLVM 22, improving error handling and enabling Go code to run as UEFI applications. The TinyGo Starter Kit with Seeed Studio XIAO facilitates hardware use for developers, featuring an ESP32-C3 board and modular sensors. These features enhance its functionality for embedded systems and Wasm. By Olimpiu Pop

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OpenAI Releases GPT-6 Astra for Coding and Computer Use

OpenAI has released GPT-6 Astra, a new model focused on coding, computer use, long-running agentic tasks, and cybersecurity, with availability across ChatGPT, Codex, and the OpenAI API. By Daniel Dominguez

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Beyond Autonomous Teams in Software Product Development

Autonomous teams are an article of faith in modern software development. The shape of our value determines what we can do; it determines our trade-offs between agency and coherence. We all have a purpose, and we all have agency to do something, hence the suggestion is moving from product focus to value center thinking. By Ben Linders

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Presentation: Accelerating Performance by Incrementally Integrating Rust Into Existing Codebase

Lily Mara explains how to avoid high-risk software rewrites through incremental FFI refactoring. She shares how engineering teams can replace Python bottlenecks with Rust via PyO3, demonstrating how to achieve dramatic function-level speedups, seamless integration testing, and meaningful infrastructure cost savings without microservice overhead. By Lily Mara

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Article: When Spec-Driven Development Pays Off

AI coding assistants have become a core part of software development. AI-generated code has shown productivity gains, but it's also contributing to security weaknesses and familiar bug patterns. In this article, author Nitin Garg highlights the bottleneck has moved from code generation to code verification, and how to detect & mitigate it when the AI-generated behavior diverges from the intent. By Nitin Garg

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IETF Publishes RFC 10008, Adding the QUERY Method for Safe Requests With a Body

In June 2026, the IETF published RFC 10008, introducing the QUERY method to HTTP, the first new standard HTTP verb since 2010. QUERY enables developers to send richer query filters in the request body while maintaining cacheable, safe, and idempotent semantics. This addition addresses long-standing limitations with GET and POST methods, facilitating improved API interactions. By Daniel Curtis

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CPython Officially Adds RISC-V Support As a Tier 3 Platform

The Python core development team has officially recognized RISC-V as a Tier 3 platform in CPython, following extensive community collaboration on its implementation. Ongoing efforts aim to enhance integration into the continuous testing pipeline and move towards Tier 2 support. Feedback from developers with RISC-V hardware is encouraged to improve stability and performance. By Olimpiu Pop

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Meta's Recipe for Building Agents as "Organizational Second Brains"

Meta describes how an AI agent can be designed to capture the logic and expertise of domain experts, rather than simply storing documents or retrieving relevant information. The system, dubbed an "organizational second brain", was built for a specialized compliance domain, but Meta argues the architecture generalizes to areas like security, finance, engineering, and procurement. By Sergio De Simone

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Presentation: Fixing the AI Infra Scale Problem by Stuffing 1M Sandboxes in a Single Server

Felipe Huici explains how Unikraft achieves millisecond cold boots, stateful scale-to-zero, and extreme density for sandboxing AI workloads. He discusses isolation primitives, Linux kernel optimizations, and snapshotting tricks, demonstrating how to maintain sub-10ms performance at scale while integrating seamlessly into Kubernetes environments with hardware-level security. By Felipe Huici

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Azure Virtual Desktop Hybrid Reaches GA with Licensing Details Unpublished

Microsoft has made Azure Virtual Desktop Hybrid generally available. Session hosts run on customer hardware through Azure Arc while brokering stays in Azure. The Hybrid service license is unpriced, Windows Server support requires RDS CALs with Software Assurance, and multi-session Windows is not supported at all. By Steef-Jan Wiggers

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vim.async's Addition Modernizes Neovim’s Async Architecture for Better Stability

Neovim has introduced a structured concurrency library in its Lua standard library via the vim.async namespace. This framework provides a standardized method for managing async workflows, addressing issues related to task management and error propagation. It allows for cooperative scheduling and clear task hierarchies, improving plugin development and error handling in asynchronous operations. By Olimpiu Pop

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