Show HN: FrontierHarness Eval – 9 harness, same model, cost per pass varies 17x
Top Hacker News discussion.
frontierharness
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Feature
Agent Framework's Orchestration Patterns Reach 1.0 Across Python and .NET
Microsoft's release stabilizes orchestration layers, offering flexible coordination patterns for AI agent systems.
Why it mattersAgent systems are shifting towards more stable and flexible orchestration patterns, allowing developers to focus on building adaptable workflows. This shift highlights the importance of decoupled, stable interfaces as a means to future-proof AI systems against evolving model capabilities.
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Each morning: models, tools, research, and conversations distilled from across the web — with why they matter for builders.
Around the Web
LLM Inference Showdown
No-Code AI Tools
If this can help any web developer using GitHub Copilot
If you use GitHub Copilot Agent, you know it often wastes a lot of tokens and context just wandering around your workspace trying to figure out which files to look at. Copilot Bill Saver The VS Code extension is designe…
r/nocode
Your thoughts on "prompt to config" rather than "prompt to code"
Hi all, I have an interesting idea on good and more reliable use of AI, I wonder what you all think of it. It's about using AI just for extracting a config from the user and then plugging in that config in a pre-built s…
r/nocode
I built a tool that tests your no-code app with AI — describe a user flow, it runs it click-by-click and tells you exactly what breaks. Als…
I'm the founder of TestPilot, and I want to be upfront about that before anything else. --- Here's the thing I kept running into as a no-code builder: you finish the app, it looks right, you click around a bit, it seems…
r/nocode
Tools
DietrichGebert/ponytail
Makes your AI agent think like the laziest senior dev in the room. The best code is the code you never wrote.
github | stars 121,137
zhaoxuya520/reverse-skill
Reverse Engineering / Authorized Penetration Testing / Security Research Skill Router Pack AI-powered routing + On-demand toolchain bootstrapping + Self-evolving knowledge base S…
github | stars 34,093
Build
Show HN: Aura – a Rust agent that investigates and fixes production incidents
Top Hacker News discussion.
github
Why Your RAG System Is Only as Good as Its Translator Model
In this article, we’re going to look at how this embedding model works in an RAG setup and what makes it such a critical part of the system.
blog.bytebytego
An operating model for enterprise AI agent reliability
An operating model for enterprise AI agent reliability
thoughtworks
Research
When Guardrails Look Effective: Construct Validity Failures in LLM Agent Commerce Evaluation
Interactive simulations increasingly evaluate policies in markets populated by language-model agents. Their outputs can look economic---prices, profits, consumer surplus, and welfare---without instantiating the behavior…
arxiv
NashDreamer: Model-Based Reinforcement Learning for Zero-Sum Imperfect-Information Games
Model-based reinforcement learning (MBRL) has achieved remarkable results in single-agent domains, yet its extension to competitive imperfect information games (IIGs) remains underexplored. In multi-agent settings, oppo…
arxiv
GlossoGen: Emergent Language in Complex Multi-Agent LLM Interactions
The growing rate at which LLM agents interact with one another raises key questions about language evolution in multi-LLM-agent settings, with implications for safety and monitorability as well as for linguistic account…
arxiv
Playbooks
Agent Framework’s Orchestration Patterns Reach 1.0
Python’s agent-framework-orchestrations package is now 1.0.0. That puts Microsoft Agent Framework’s orchestration layer at 1.0 across Python and .NET. Sequential, concurrent, group chat, handoff, and magentic orchestrat…
devblogs.microsoft
Scaling Managed Agents: Decoupling the brain from the hands
Harnesses encode assumptions that go stale as models improve. Managed Agents—our hosted service for long-horizon agent work—is built around interfaces that stay stable as harnesses change.
anthropic
LangChain State of AI 2024 Report
Dive into LangSmith product usage patterns that show how the AI ecosystem and the way people are building LLM apps is evolving.
langchain
News
Trinity: Agentic AI-powered transition planning for students with disabilities
Learn how University Startups and its AWS partner g/d/n/a scaled Trinity, a conversational AI solution for students with disabilities, into a serverless multi-agent architecture on Amazon Bedrock that produces IDEA-alig…
aws.amazon
llm-gemini 0.34
Release: llm-gemini 0.34 New model gemini-3.8-flash for Gemini 3.8 Flash , with low, medium and high thinking levels. #146 Fixed async responses failing to record the resolved model version. Thanks, Charlie Tonneslan .…
simonwillison
Microsoft Agent Framework Channels: Connecting .NET AI Agents to Telegram, A2A, and MCP
Learn how Microsoft Agent Framework channels connect .NET AI agents with Telegram, A2A, MCP, and other communication systems while maintaining a scalable enterprise agent architecture.
c-sharpcorner