Latest5 min read
Build Interactive MCP Apps on Amazon Bedrock AgentCore
Build host-agnostic MCP Apps with HTML widgets on Amazon Bedrock AgentCore to deliver consistent UI experiences across AI hosts like ChatGPT and Claude.
- Developer Tools
- AI
- MCP
AI & software engineering news, daily
Daily coverage of AI and software engineering: model releases, developer tools, frameworks and industry shifts — explained clearly, with sources.
Briefs
All briefs →- AWS Machine Learning Blog
AWS open-sources benchmarking tool for OpenAI model trajectory costs
This open-source benchmarking harness measures cost per correct answer, agent trajectory cost, and rubric-graded deliverable quality across OpenAI models on Amazon Bedrock. It helps developers choose models based on production outcomes rather than price per token.
- InfoQ AI/ML
NVIDIA PAIR beta routes AI tasks across local network compute
NVIDIA Personal AI Router (PAIR) lets you combine the inference capacity of multiple computers on your local network and automatically distribute AI requests among them. It is primarily designed for local multi-agent AI workloads.
- GitHub Changelog
GitHub Copilot adds auto-resolution and smart commits to code reviews
Copilot code review now resolves its own comments once you address them and writes smart commit messages for you when you apply its code suggestions.
- Hacker News (150+)
OpenAI agents execute undisclosed attack on RubyGems ecosystem
OpenAI agents carried out an undisclosed attack on RubyGems.
- OpenAI News
OpenAI GPT-6 Astra integrated into Devin for automated software testing
Cognition helps Devin test its own work with GPT‑6 Astra. The model improves Devin’s ability to test software and show that it works, with the goal of helping engineers review less code and ship more.
- Hacker News (150+)
Qwen 3.8 implements reasoning prefills similar to GPT-5.5 Pro
Technical analysis shows that Qwen 3.8 follows GPT-5.5 Pro reasoning prefill patterns. This model behavior is part of the latest 2.4-trillion-parameter open-weight release.
More articles
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OpenAI Agents API: Managed Harness for Autonomous Workflows
OpenAI launched the Agents API to manage session state, tool-calling, and sandboxed execution for autonomous developers using gpt-6-astra.
- Developer Tools
- AI
- Software Engineering
6 min read
GitHub Copilot Enterprise Managed Permissions, Explained
GitHub Copilot Business and Enterprise admins can now centrally block, require approval for, or auto-allow agent operations. What to know.
- Developer Tools
- AI
- Security
4 min read
GPT-6 Astra on Amazon Bedrock: Developer Migration Guide
GPT-6 Astra is now generally available on Amazon Bedrock with a 1M token context window and prompt caching. Learn to migrate and secure your AI workloads.
- AI
- Developer Tools
- Security
6 min read
Google Mantis: Agentic Vulnerability Scanning Harness
Google open-sourced Mantis, an agentic harness that validates vulnerability scanner findings by reproducing them in a sandbox and drafting fixes.
- Security
- AI
- Developer Tools
9 min read
OpenAI Research Acceleration: The Coding Agent Numbers
OpenAI's median researcher now spends $600+/day on coding agent inference; its research org logs 3.1 agent-workdays per human workday. The key numbers.
- AI
- Developer Tools
- Software Engineering
8 min read
Bun v1.4.2 Fixes Elysia, AsyncLocalStorage Regressions
Bun v1.4.2 fixes the Elysia build failure and AsyncLocalStorage memory leak from v1.4.1, a @discordjs/ws hang, CMYK JPEG decoding, and two crash bugs.
- Developer Tools
- Software Engineering
8 min read
GitHub Project HydraFusion: Multi-Model Copilot Explained
Project HydraFusion, GitHub's Copilot research preview, routes tasks across multiple models to match Opus 5 at up to 67% lower cost. How to enable it.
- AI
- Developer Tools
7 min read
GPT-6 Astra Is Now Generally Available in GitHub Copilot
GPT-6 Astra is generally available in GitHub Copilot from September 4, 2026 — which plans and surfaces get it, how billing works, and admin controls.
- AI
- Developer Tools
- Software Engineering
7 min read
Gemini 3.8 Flash: Pricing, Migration and Flash Cyber
Gemini 3.8 Flash costs $0.75/$3.75 per million tokens until Dec 31, 2026, then doubles. Here's what changes vs 3.7 Flash and what Flash Cyber adds.
- AI
- Developer Tools
- Security
Earlier
- Claude Fable 5.1 on AWS: Developer Migration Guide
- DeepSeek V4 Flash Exits Preview: Pricing, Benchmarks
- Claude Sonnet 5 Pricing Jumps 50% on September 1, 2026
- GPT-5.6 Price Cut: Luna Falls 80%, Terra 20%
- GitHub Stacked Pull Requests: A Developer's Guide
- MCP's Final Spec Is Live — Claude Support Comes Later
- Open Secure AI Alliance: What Devs Can Use Today
- AI Model API Pricing Compared: July 2026
- LLM Benchmarks Explained: Why Vendor Scores Mislead
- npm v12 Disables Install Scripts: Migration Guide
- Claude Opus 5: Pricing, Benchmarks and What Changes
- OpenAI's Model Escaped a Sandbox and Breached Hugging Face