A developer argues that the future of LLM usage lies in loops rather than single prompts, citing that products like Claude Code, OpenAI Codex, and Cursor Agent already operate on iterative loops that …
NVIDIA tested its open-weight Nemotron family of models on real-world coding agent tasks and found a capability floor below which models cannot drive an agent loop at all. The smallest variant, Nano 1…
Loop Engineering is emerging as a replacement for traditional prompt engineering as AI agents increasingly rely on iterative feedback loops rather than isolated prompts. The intelligence of modern AI …
Open-source coding agents have matured to rival Claude Code in 2026, offering model-agnostic, auditable, and self-hostable alternatives. Leading projects include OpenCode (161k GitHub stars), OpenAI C…
Deputies, an open-source control plane for background coding agents, was launched on Hacker News. It runs on existing infrastructure with a Node API, Postgres database, and React frontend, allowing te…
Synaxi-predict, a new tool from Synaxi, predicts the token cost, turn count, and pass rate of a Claude Code task before execution, enabling users to select the optimal model and avoid wasted tokens. T…
An analysis of over 3,300 paired skill-eval runs across four Gemini models reveals that Gemini 3.5 Flash costs $1.05 per task compared to Gemini 3.1 Pro's $0.66, despite similar scores (88.6 vs 87.9).…
Researchers at iNLP-Lab have developed PACT (Protocolized Action-state Communication and Transmission), a new inter-agent communication strategy for large language model-based multi-agent systems that…
Multi-agent AI frameworks like OpenHands and MetaGPT show failure rates above 85% in production conditions, with the root cause traced to data layer issues rather than model quality. A developer found…
Sid Palas launched Deputies, an open-source control plane for self-hosted background coding agents, enabling teams to run asynchronous software engineering tasks on remote infrastructure. The platform…
Handshake Research released Gandalf the Grader, an open-source reactive agent-as-judge that evaluates AI agents against binary rubric criteria by operating inside the same environment and using the sa…