This repository implements an Adaptive Context Engineering System that bridges this gap. It evaluates the sufficiency of retrieved code dynamically and escalates through an intelligent multi-hop ...

See how Foundry turns LLM hunches into verified findings on Langflow, MLflow, and PyGoat, using an evidence gate and an honest look at token cost.

Engineers are replacing static prompts with dynamic context control planes that separate memory, knowledge, and real-time ...

Tsinghua’s HarnessPro cuts AI coding agent costs 26% while boosting accuracy without model retraining. Factory Droid 1.0 ...

Cloud-based LLMs such as Claude and ChatGPT may be impressive, but your prompts are all processed on someone else's servers. Local LLMs offer privacy, but the more capable models require powerful ...

Glitches in an LLM service do not necessarily show up because of a poorly engineered platform. Even platforms built well can ...

MCP or CLI? A practical look at Jira, GitHub and Playwright, separating tool access, permissions and response shaping from ...

NVIDIA has published a shorter path to local AI development, although simpler setup leaves application validation firmly in ...

Me: "Well, while I'm sure some people know, there must be some very optimistic estimates being made. I interact daily with ...

Harness engineering is designing and improving everything around an AI model that makes an agent reliable. Where the term ...

Summary Even if you ask the same AI the same thing, the answers you get will differ from person to person. What differs is ...

Outside of work, you'll often find Nolen diving into a good book, writing their own stories, or playing video games. A lot of ...