+1 for "context engineering" over "prompt engineering".
People associate prompts with short task descriptions you'd give an LLM in your day-to-day use. When in every industrial-strength LLM app, context engineering is the delicate art and science of filling the context window with just the right information for the next step. Science because doing this right involves task descriptions and explanations, few shot examples, RAG, related (possibly multimodal) data, tools, state and history, compacting... Too little or of the wrong form and the LLM doesn't have the right context for optimal performance. Too much or too irrelevant and the LLM costs might go up and performance might come down. Doing this well is highly non-trivial. And art because of the guiding intuition around LLM psychology of people spirits.
On top of context engineering itself, an LLM app has to:
- break up problems just right into control flows
- pack the context windows just right
- dispatch calls to LLMs of the right kind and capability
- handle generation-verification UIUX flows
- a lot more - guardrails, security, evals, parallelism, prefetching, ...
So context engineering is just one small piece of an emerging thick layer of non-trivial software that coordinates individual LLM calls (and a lot more) into full LLM apps. The term "ChatGPT wrapper" is tired and really, really wrong.
Excited to share that our new work, Be Decisive, has been accepted to SIGGRAPH!
We improve multi-subject generation by extracting a layout directly from noise, resulting in more diverse and accurate compositions.
Website: https://t.co/CMhkBHygpf
Paper: https://t.co/xgP024jkn5
Ever stared at a set of shapes and thought: 'These could be something… but what?'
Designed for visual ideation, PiT takes a set of concepts and interprets them as parts within a target domain, assembling them together while also sampling missing parts.
https://t.co/uOHWTQvhIo
This is insane.
Meet Blender MCP, Claude AI can now talk directly to Blender.
Instantly turn any prompt or 2D image into stunning 3D scenes.
Creativity unlocked.👇
Vectorization into a neat SVG!🎨✨
Instead of generating a messy SVG (left), we produce a structured, compact representation (right) - enhancing usability for editing and modification. Accepted to #CVPR2025 !
"Incoming transmission!" 📡
Classic Command and Conquer games are now open source—ready for modding, preservation, and innovation!
Read more: https://t.co/f7lMwE8u5T
Dive into the code: https://t.co/O6smxWUw1i
SketchAgent has been accepted to #CVPR2025 !
This is an early step toward new tools for visual thinking and richer interaction with LLMs 🎨
🔗 https://t.co/lnlLFHG8Qp
Developer Mike Berry is fairly new to creating Lenses and using Lens Studio. Over the past year, he’s used Easy Lens Beta to help him bring his ideas to life. He’s also got some advice for new creators like him. Read on for our full conversation: https://t.co/i1BZSnd3pp