# LLM Agents Projects at AI Tinkerers

> Canonical HTML: https://aitinkerers.org/technologies/llm-agents
> Markdown URL: https://aitinkerers.org/technologies/llm-agents.md
> Technology record last updated: 2026-02-25T10:19:44Z
> Generated: 2026-09-21T21:42:02Z

LLM Agents are autonomous AI systems: they leverage a Large Language Model for reasoning, create multi-step plans, and execute tasks using external tools and memory.

LLM Agents represent a fundamental shift: moving AI from passive text generation to active, autonomous execution. Unlike simple chatbots, agents use a core architecture (planning module, memory, tools) to perform complex, multi-step workflows. They break down high-level objectives (e.g., ‘analyze Q3 sales data’) into actionable steps, query databases, run calculations, and distribute reports without human intervention. This agentic capability, first demonstrated in projects like AutoGPT, is driving significant enterprise adoption: spending on LLM technology reached an estimated $8.4 billion by mid-2025. Implementations often utilize frameworks like LangChain or LlamaIndex to manage the reasoning loop (Observe-Think-Act), delivering real-world business outcomes.

- Official technology site: https://developer.nvidia.com/blog/introduction-to-llm-agents/
- Public AI Tinkerers demos and talks: 4
- Result page: 1 of 1

## Recent Public Talks and Demos

### [Create a context engine (like the context mill) to power your agents](https://atlanta.aitinkerers.org/talks/rsvp_bOdo-xTXxis)

PostHog context mill

- Event context: AI Tinkerers Atlanta: Context Engines & Community Demos with PostHog — 2026-06-23 — Atlanta
- Public talk page: https://atlanta.aitinkerers.org/talks/rsvp_bOdo-xTXxis

### [Speeding Up the Sales Process Using LLM Agents](https://poland.aitinkerers.org/talks/rsvp_nGt5U4LOCoQ)

Co-Founder and Principal Architect at Packhelp.com

- Event context: AI Tinkerers Poland - First Inaugural Meetup in Warsaw (November) — 2024-11-21 — Poland
- Public talk page: https://poland.aitinkerers.org/talks/rsvp_nGt5U4LOCoQ

### [Forto Logistic Operations Co-pilot](https://berlin.aitinkerers.org/talks/rsvp_roLHriHpzMs)

In this demo, we want to showcase how Forto utilizes LLM Agents to support their daily work to accelerate and automate operations. We will demonstrate our product and answer some of the technical decisions and challenges we faced.

- Event context: Ollama & Friends coming to AI Tinkerers Berlin — 2024-07-18 — Berlin
- Public talk page: https://berlin.aitinkerers.org/talks/rsvp_roLHriHpzMs

### [Aerospace Engineering with AI](https://nyc.aitinkerers.org/talks/rsvp_EIJLgkTIJvA)

I'm making LLM agents that feel like they do highly specialized reasoning. In this case, they work with a user to make an aerodynamics model for a drone that can be plugged into an airplane simulation.

- Event context: AI Tinkerers June Meetup at Betaworks! — 2024-06-27 — New York City
- Public talk page: https://nyc.aitinkerers.org/talks/rsvp_EIJLgkTIJvA

## Related Technologies

- [aerodynamics model](https://aitinkerers.org/technologies/aerodynamics-model) ([Markdown](https://aitinkerers.org/technologies/aerodynamics-model.md)) — 1 public demo
- [airplane simulation](https://aitinkerers.org/technologies/airplane-simulation) ([Markdown](https://aitinkerers.org/technologies/airplane-simulation.md)) — 1 public demo
- [Anthropic Agent SDK](https://aitinkerers.org/technologies/anthropic-agent-sdk) ([Markdown](https://aitinkerers.org/technologies/anthropic-agent-sdk.md)) — 1 public demo
- [drone](https://aitinkerers.org/technologies/drone) ([Markdown](https://aitinkerers.org/technologies/drone.md)) — 1 public demo
- [Markdown](https://aitinkerers.org/technologies/markdown) ([Markdown](https://aitinkerers.org/technologies/markdown.md)) — 24 public demos
- [PostHog](https://aitinkerers.org/technologies/posthog) ([Markdown](https://aitinkerers.org/technologies/posthog.md)) — 11 public demos
- [TypeScript](https://aitinkerers.org/technologies/typescript) ([Markdown](https://aitinkerers.org/technologies/typescript.md)) — 205 public demos