The Untapped Potential of AI Agents

In this talk, Aditya Gupta talks about the current trends and the future potential of AI Agents.

Topics:
- AI Agent Frameworks
- Building Effective AI Agents
- How to think about building Agents
- Where are the market opportunities for entrepreneurs to build AI Agents?
- The different layers of AI Agentic Innovation

Read the blog post on - https://www.adityagupta.org/blog/bengaluru-ai-agents-meetup

Transcript

1. Untapped Dimensions of AI Agents ADITYA GUPTA @ADI1391
2. [ADITYA GUPTA (@ADI1391)] ./intro • Aditya Gupta • ! scholar / researcher • Tinker & Hack • Identifying Critical security bugs with Specialized Agent Swarms • Creative Collaboration with AI Agents
3. [ADITYA GUPTA (@ADI1391)] cybersecurity
4. [ADITYA GUPTA (@ADI1391)] Overview
5. [ADITYA GUPTA (@ADI1391)] Happening right now • Prompts → Agents • Model Capabilities • Local • Generative AI • SaaS Blocks • Personalization
6. [ADITYA GUPTA (@ADI1391)] Agents : Why & What • Efficiency & Productivity Gains • Decision Making • Autonomous Abilities to function in Dynamic Situations
7. [ADITYA GUPTA (@ADI1391)] Agents : Components • Environment - Perception - Action • Tool • Memory • Feedback & Iterative Auto-improvement loops
8. [ADITYA GUPTA (@ADI1391)] Amplified Intelligence • Intelligence & Logic Encapsulation • Only as Smart as the Agents you build • Compound Errors • Building Effective Agents
9. [ADITYA GUPTA (@ADI1391)] Agentic Frameworks
10. [ADITYA GUPTA (@ADI1391)]
11. [ADITYA GUPTA (@ADI1391)]
12. [ADITYA GUPTA (@ADI1391)]
13. [ADITYA GUPTA (@ADI1391)] Building Effective Agents • Producing Desired Results • Taking Desired Paths • World • Tools • Data Source & Sinks • Instruction • Models
14. [ADITYA GUPTA (@ADI1391)] https://www.anthropic.com/research/building-effective-agents
15. [ADITYA GUPTA (@ADI1391)] Agent Swarms • Multi-Agent Collaboration • Specialized Agent for each tasks • Marketplaces, Micro, Curated • Emergent Collective Agent Ecologies
16. [ADITYA GUPTA (@ADI1391)] Opportunities Applica ti on Layer Infrastructure Layer Interoperability Layer
17. [ADITYA GUPTA (@ADI1391)] Opportunities • Personal Agents - personal use, thought explorers, 1-n companies • For Others - Individual Users or Organizations, Distribution (Cloud, On-device, Integrations) • Routing & Path Selection Mechanisms • Plugin/Extension • Managing Agent Swarms • Data Sources • Security Solutions, Permission Layers, Smart Access Tokens • Localised Models • Cloud Native Agent Hosting • Specialized DBs for Agents • Realtime Observation & Monitoring • Single AI Capabilities Apps • Human-Agent Interface • Agent-Computer Interface • Agent Interoperability Layer
18. [ADITYA GUPTA (@ADI1391)] Which Agents to build • Whether an agent is needed or not • Identify a problem • Deconstruct it • Input, Output, Processes • Interconnecting Systems
19. [ADITYA GUPTA (@ADI1391)] Sample Agentic Apps / Ideas • Software Engineering • Autonomous Trading • Video Production Pipelines • Autonomous Marketing Systems • Long-term Researchers & Inventors • Global Policy Shapers • Shared Agentic Ownership
20. [ADITYA GUPTA (@ADI1391)] More Ideas • Long-term Researchers & Inventors • Global Policy Shapers • Shared Agentic Ownership • Private Agents • Urban Resource Optimization • Education • Architecture
21. [ADITYA GUPTA (@ADI1391)] Three Untapped Dimensions • Emergence over Monolith • Local/Domain-Specific > Global/Generic • Agent Ecologies
22. [ADITYA GUPTA (@ADI1391)] Future of AI Agents • Collaborative, Inter-operable • Platforms, Interfaces, Protocols • Standing on the Shoulder of Other Builders • ! Release First, Handle Ramifications later • Better Products • Jobs Replaced → Jobs Created
23. [ADITYA GUPTA (@ADI1391)] Layers of Innovation • Cloud Infrastructure : Compute, Specialized Agent DBs • Interoperability, Protocols, Identity • Tools & Libraries - Conversational UIs, Observation Dashboards • Domain-Specific Agents • Orchestration Aggregator Solutions
24. [ADITYA GUPTA (@ADI1391)] Innovation vs Risk • Time to Build : Explore → Decide → Build • Mechanism Design
25. [ADITYA GUPTA (@ADI1391)] Prompt Battle • Join Discord on $discordURL • Available on Discord in the #prompt-battle channel • 2 Levels • LLM has the responsibility of safeguarding the secret key • Trick the LLM to reveal the secret