Build an AI Research Agent: Apoorva Joshi
In this 2 hour workshop, we will build an AI research agent that can search for research papers, summarize them, and answer questions on topics based on past research. We will use MongoDB as the agent's memory provider and knowledge store, open-source LLMs as the agent’s “brain”, and LangChain to orchestrate the end-to-end agentic workflow.
Attendees will be provided with all the resources required to successfully execute the hands-on portions of the workshop, including a GitHub repository consisting of notebook templates with pseudocode. Attendees will replace the pseudocode with their own code during the workshop.
For this workshop, attendees will need basic to intermediate knowledge of Python, and a laptop with the latest version of Python installed.
The preferred environment for running the labs is Google Colab, but for those who would prefer a local setup, instructions can be found here: https://mongodb-developer.github.io/ai-agents-lab/docs/dev-env/dev-setup#local-setup
Recorded live in San Francisco at the AI Engineer World's Fair. See the full schedule of talks at https://www.ai.engineer/worldsfair/2024/schedule & join us at the AI Engineer World's Fair in 2025! Get your tickets today at https://ai.engineer/2025
About Apoorva
Apoorva is a Data Scientist turned Developer Advocate, with 6 years of experience applying Machine Learning to problems in Cybersecurity, including phishing detection, malware protection, and entity behavior analytics. As an AI Developer Advocate at MongoDB, she now helps developers be successful at building AI applications via written content and workshops.
Watch on YouTube ↗
(saves to browser)
Sign in to unlock AI tutor explanation · ⚡30
Playlist
Uploads from AI Engineer · AI Engineer · 0 of 60
← Previous
Next →
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
AI Engineer Summit 2023 — DAY 1 Livestream
AI Engineer
AI Engineer Summit 2023 — DAY 2 Livestream
AI Engineer
Principles for Prompt Engineering - Karina Nguyen (Claude Instant @ Anthropic)
AI Engineer
Announcing the AI Engineer Network: Benjamin Dunphy
AI Engineer
The 1,000x AI Engineer: Swyx
AI Engineer
Building AI For All: Amjad Masad & Michele Catasta
AI Engineer
The Age of the Agent: Flo Crivello
AI Engineer
See, Hear, Speak, Draw: Logan Kilpatrick & Simón Fishman
AI Engineer
Building Context-Aware Reasoning Applications with LangChain and LangSmith: Harrison Chase
AI Engineer
Pydantic is all you need: Jason Liu
AI Engineer
Building Blocks for LLM Systems & Products: Eugene Yan
AI Engineer
The Intelligent Interface: Sam Whitmore & Jason Yuan of New Computer
AI Engineer
Climbing the Ladder of Abstraction: Amelia Wattenberger
AI Engineer
Supabase Vector: The Postgres Vector database: Paul Copplestone
AI Engineer
[Workshop] AI Engineering 101
AI Engineer
The Hidden Life of Embeddings: Linus Lee
AI Engineer
[Workshop] AI Engineering 201: Inference
AI Engineer
The AI Pivot: With Chris White of Prefect & Bryan Bischof of Hex
AI Engineer
The AI Evolution: Mario Rodriguez, GitHub
AI Engineer
Move Fast Break Nothing: Dedy Kredo
AI Engineer
AI Engineering 201: The Rest of the Owl
AI Engineer
Building Reactive AI Apps: Matt Welsh
AI Engineer
Pragmatic AI with TypeChat: Daniel Rosenwasser
AI Engineer
Domain adaptation and fine-tuning for domain-specific LLMs: Abi Aryan
AI Engineer
Retrieval Augmented Generation in the Wild: Anton Troynikov
AI Engineer
Building Production-Ready RAG Applications: Jerry Liu
AI Engineer
120k players in a week: Lessons from the first viral CLIP app: Joseph Nelson
AI Engineer
The Weekend AI Engineer: Hassan El Mghari
AI Engineer
Harnessing the Power of LLMs Locally: Mithun Hunsur
AI Engineer
Trust, but Verify: Shreya Rajpal
AI Engineer
Open Questions for AI Engineering: Simon Willison
AI Engineer
Storyteller: Building Multi-modal Apps with TS & ModelFusion - Lars Grammel, PhD
AI Engineer
GPT Web App Generator - 10,000 apps created in a month: Matija Sosic
AI Engineer
Using AI to Build an Infinite Game: Jeff Schomay
AI Engineer
How to Become an AI Engineer from a Fullstack Background - Reid Mayo
AI Engineer
The Code AI Maturity Model and What It Means For You: Ado Kukic
AI Engineer
AI Engineer World’s Fair 2024 - Keynotes & Multimodality track
AI Engineer
From Text to Vision to Voice Exploring Multimodality with Open AI: Romain Huet
AI Engineer
The Making of Devin by Cognition AI: Scott Wu
AI Engineer
The Future of Knowledge Assistants: Jerry Liu
AI Engineer
Llamafile: bringing AI to the masses with fast CPU inference: Stephen Hood and Justine Tunney
AI Engineer
Open Challenges for AI Engineering: Simon Willison
AI Engineer
Lessons From A Year Building With LLMs
AI Engineer
From Software Developer to AI Engineer: Antje Barth
AI Engineer
Unlocking Developer Productivity across CPU and GPU with MAX: Chris Lattner
AI Engineer
Copilots Everywhere: Thomas Dohmke and Eugene Yan
AI Engineer
Fixing bugs in Gemma, Llama, & Phi 3: Daniel Han
AI Engineer
Low Level Technicals of LLMs: Daniel Han
AI Engineer
Emergence Launch: AI Agents and the future enterprise: Dr. Satya Nitta
AI Engineer
How Codeium Breaks Through the Ceiling for Retrieval: Kevin Hou
AI Engineer
What's new from Anthropic and what's next: Alex Albert
AI Engineer
Using agents to build an agent company: Joao Moura
AI Engineer
Decoding the Decoder LLM without de code: Ishan Anand
AI Engineer
Running AI Application in Minutes w/ AI Templates: Gabriela de Queiroz, Pamela Fox, Harald Kirschner
AI Engineer
Building with Anthropic Claude: Prompt Workshop with Zack Witten
AI Engineer
Building Reliable Agentic Systems: Eno Reyes
AI Engineer
10x Development: LLMs For the working Programmer - Manuel Odendahl
AI Engineer
Disrupting the $15 Trillion Construction Industry with Autonomous Agents: Dr. Sarah Buchner
AI Engineer
Hypermode Launch: Kevin Van Gundy
AI Engineer
Git push get an AI API: Ryan Fox-Tyler
AI Engineer
More on: Agent Foundations
View skill →Related AI Lessons
⚡
⚡
⚡
⚡
Modern financial markets represent some of the most intricate, non-linear chaotic systems in…
Medium · AI
Why Were Early AIs Like Siri and Alexa Loved, While Modern AI Is Not?
Medium · AI
How Razorpay Built an AI Analyst That Replaced 20 Data Scientists’ Worth of Work
Medium · AI
Stop Treating Prompts Like Sticky Notes: Put Them Under Change Control
Medium · Cybersecurity
🎓
Tutor Explanation
DeepCamp AI