Claims Browser

Agentic AI engineering is about designing, building, and prompting LLM-based agents for systems that reason and act autonomously and are ready for real-world deployment.

"Agentic AI Engineering for Systems that Reason and Act Autonomously – Design, Build, and Prompt LLM-Based Agents for Real-World Deployment"

AI-driven agents can be used to build and automate penetration testing workflows for offensive cybersecurity

"Build and Automate Smarter Penetration Testing Workflows using AI-driven Agents"

Context Engines can be deployed as scalable, observable systems in production environments

"Deploy a scalable, observable Context Engine in production"

High-fidelity RAG pipelines with verifiable citations can be implemented as part of Context Engineering

"Implement high-fidelity RAG pipelines with verifiable citations"

Multi-agent orchestration can be driven using semantic blueprints and MCP (Model Context Protocol)

"Craft semantic blueprints and drive multi-agent orchestration with MCP"

Context Engineering enables development of memory models that retain short-term and cross-session context for multi-agent systems

"Develop memory models to retain short-term and cross-session context"

Generative AI and RAG can unlock data through AI agents with RAG-powered memory, graph-based RAG, and intelligent recall capabilities

"Unlocking Data with Generative AI and RAG — Learn AI Agent Fundamentals with RAG-powered Memory, Graph-based RAG, and Intelligent Recall"

AI agents can publish websites directly from local project folders without requiring GitHub integration

"The agent published the files directly from the local project folder to here.now. It creates a site, uploads the local files and then makes that version live."

AI agents can handle complex web development tasks including deployment, DNS configuration, and design iteration through screenshot-based feedback

"My domain is managed through Vercel, so I told the agent to use Chrome, add the domain in here.now and update the DNS records in Vercel."

Agent-built websites can be deployed from localhost to public URLs using tools like here.now by giving instructions to install a skill

"But you just give your agent the instructions, it installs a skill then publishes any sites for you."

Production pipelines are routing different AI tasks (taste, execution, security, hardware coordination) across different specialized systems

"production pipelines that route taste, execution, security, and hardware coordination across different systems"

The meaningful unit of AI work is becoming a division of labor between models

"The central thread is that the meaningful unit of AI work is becoming a division of labor between models"

Errors accumulate without effective correction in MLLM agents during extended urban exploration

"errors accumulate without effective correction"

Agent skills package specialized knowledge and workflows into reusable resources that enable progressive adaptation through interaction

"Agent skills package specialized knowledge and workflows into reusable resources that extend AI agent capabilities"

Persistent knowledge accumulation in the wiki is critical for effective skill evolution

"persistent knowledge accumulation in the wiki is critical for effective skill evolution"

Evolved skills transfer effectively across models and model families, and skills evolved by other models can outperform self-evolved skills

"evolved skills transfer effectively across models and model families, and skills evolved by other models can outperform self-evolved skills"

Larger models generally benefit more from evolved skills, while smaller models with skills can outperform substantially larger models without them

"larger models generally benefit more from evolved skills, while smaller models with skills can outperform substantially larger models without them"

WikiSkill consistently outperforms state-of-the-art skill-evolution methods across diverse benchmarks and models

"Across diverse benchmarks and models, WikiSkill consistently outperforms state-of-the-art skill-evolution methods"