Intelligence DEV
The Dirty Secret Behind AI Agents (Demo 🚀)
For quite a while now, I've had the feeling that AI agents are surrounded by this mystical aura....
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Intelligence DEV
Two coding agents editing the same issue, no merge conflict. Here is how git refs make that work
Run two AI coding agents on the same repo and the first thing that breaks is not the code. It is...
Intelligence arXiv
OpenForgeRL: Train Harness-native Agents in Any Environment
Modern AI agents rely on elaborate inference harnesses such as Claude Code, Codex, and OpenClaw to drive multi-turn reasoning, tool use, and access to external systems. While powerful, these complex harnesses also make agents hard to train end-to-end with…
Intelligence DEV
How to structure CLAUDE.md, Skills and Agents
Hi friends Here's a tip for when you're setting up Claude Code (or any coding agent) in a real...
Intelligence Hacker News
Show HN: Awsmux – Multi-account AWS CLI, up to 5.4x faster, 7.4x fewer tokens
awsmux fans one AWS CLI command out across hundreds of accounts and regions in parallel and merges the results into a single stream. There's an MCP server built in for agents.In a 150-session benchmark, agents using awsmux beat agents using the raw AWS CLI in…
Intelligence arXiv
FlashRT: Agent Harness for Guiding Agents to Deploy Real-Time Multimodal Applications
Real-time multimodal applications, including voice agents and interactive video generation, compose heterogeneous models into pipelines whose efficient deployment requires application-specific decisions about placement, streaming, and intra-model parallelism…
Intelligence arXiv
CodeRescue: Budget-Calibrated Recovery Routing for Coding Agents
Coding agents increasingly operate in executable environments where a failed attempt produces actionable feedback rather than merely an incorrect answer. Existing cost-aware systems typically treat such failures as cascade decisions: try a cheap model first…
Intelligence arXiv
Agents in the Wild: Where Research Meets Deployment
Agentic systems large language model (LLM) based architectures capable of reasoning, planning, acting, and coordinating with tools and other agents are rapidly transitioning from research prototypes to production scale deployments across domains such as…
Intelligence DEV
AppFunctions, revisited
In Agentic interaction using AppFunctions I showed how Be nice publishes createAppPair for agents,...
Intelligence arXiv
ResearchArena: Evaluating Sabotage and Monitoring in Automated AI R&D
As AI agents begin to automate AI R&D, we need ways to assess whether their outputs are safe to deploy, even when the agents themselves may be untrusted. AI control offers one such approach: rather than trusting the agent, it treats it as a potential…
Intelligence Hacker News
Jack Dorsey launches Buzz to combine team chat, AI agents and Git hosting
https://x.com/jack/status/2079605800998146171, https://xcancel.com/jack/status/2079605800998146171https://buzz.xyz/
Intelligence Ars Technica
Beyond grep: The case for a context-rich AI coding harness
Augment Code's Vinay Perneti talks models, harnesses, and context.
Intelligence Ars Technica
AI arms race in line for a reckoning after OpenAI hacking incident
Aggressive training techniques sharpens threat of bad behavior by leading models.
Intelligence DEV
Just for Fun: Fear and Loathing in the Age of Coding Agents
There is a distinct, quiet disquiet settling over the software engineering landscape today. You can...
Engineering DEV
What Is the Most Technically Impressive Useless Thing You Have Built?
We have plenty of posts on DEV announcing new tools, libraries, agents, and frameworks. I want to...
Intelligence DEV
Loop Engineering: How To Stop The "You're Absolutely Right" Sycophancy
"You're absolutely right!" The agent says it before it has looked at anything. You point out a bug,...
Intelligence Ars Technica
OpenAI says its AI agent broke out of testing sandbox to hack Hugging Face
"This is day one for cybersecurity in the age of agents," Hugging Face CEO says.
Intelligence DEV
AI Coding Agents Can Make Junior Developers Faster. Can They Still Make Them Better?
AI may help junior developers ship faster. It may also slow down how they become senior. That...