Warren @wupeng0059 - Twitter Profile

Attention Engineers: The "Chat Interface" was just the transition phase. 🌐 The industry is moving toward Generative UI via protocols like A2UI. We are moving away from hard-coded views toward intent-based interfaces where the AI generates the UI on the fly to fit the context. If you are building AI agents in 2025, you need to look beyond text responses. A2UI provides the secure, schema-driven bridge between LLM reasoning and native UX. Time to update your AI stack. 💻 #AITrends #A2UI #ProductEngineering #UXDesign #FutureOfTech #AIAgents

wupeng0059's tweet photo. Attention Engineers: The "Chat Interface" was just the transition phase. 🌐

The industry is moving toward Generative UI via protocols like A2UI. We are moving away from hard-coded views toward intent-based interfaces where the AI generates the UI on the fly to fit the context.

If you are building AI agents in 2025, you need to look beyond text responses. A2UI provides the secure, schema-driven bridge between LLM reasoning and native UX.

Time to update your AI stack. 💻

#AITrends #A2UI #ProductEngineering #UXDesign #FutureOfTech #AIAgents

0

5

0

3

390

Warren @wupeng0059

6 months ago

REST is to Humans what GraphQL is to AI Agents. 🧠 If you want your LLM to be a precision instrument rather than a data scavenger, give it a GraphQL endpoint. Lower Latency ⚡ Lower Token Cost 💰 Higher Accuracy 🎯 The Agentic era belongs to the Graph. 🌐 #AI #GraphQL #LLM #SoftwareArchitecture #AgenticAI

wupeng0059's tweet photo. REST is to Humans what GraphQL is to AI Agents. 🧠

If you want your LLM to be a precision instrument rather than a data scavenger, give it a GraphQL endpoint.

Lower Latency ⚡

Lower Token Cost 💰

Higher Accuracy 🎯

The Agentic era belongs to the Graph. 🌐
#AI #GraphQL #LLM #SoftwareArchitecture #AgenticAI

0

42

wupeng0059 retweeted

Victoria Wu

@victoriawu77

6 months ago

@GeminiApp Wild speed! Gemini 3 Flash finishes the task before Gemini 3 Pro even warms up. ⚡️ Pro still wins slightly on code quality though.

2

16

7

3

3K

wupeng0059 retweeted

Victoria Wu

@victoriawu77

6 months ago

Master-level work! Renaissance vibes × AI art in perfect harmony. And yes… I found an Easter egg. 😉

0

11

5

3

457

Warren @wupeng0059

6 months ago

If it’s Feature Eng., we must quantify feature value! That led me to adapt Information Gain to calculate IG_token (Information Gain per Token). Now optimizing RAG cost-effectiveness by culling low-value tokens! 💡 #LLMOps #RAG #CostOptimization #DataScience

wupeng0059's tweet photo. If it’s Feature Eng., we must quantify feature value! That led me to adapt Information Gain to calculate IG_token (Information Gain per Token). Now optimizing RAG cost-effectiveness by culling low-value tokens! 💡 #LLMOps #RAG #CostOptimization #DataScience https://t.co/h1wFnGmUcz

0

2

0

29

Warren @wupeng0059

7 months ago

AI Agents struggle with long tasks & memory? 🤯 Anthropic's fix: Dual-Agent architecture + External State Anchoring. Init Agent: Sets up Git/logs (long-term memory). Coding Agent: Incremental work, 'Lookups' state, commits cleanly. Agents rely on 'Lookup', not fragile context windows. Engineering solves memory! 🛠️ #AIAgents #LLM #AIEngineering