Deploying code agents without all the agonizing pain

LangChain · Intermediate ·🤖 AI Agents & Automation ·2y ago
Agents that write and run code are powerful, as Cognition Labs showed with their recent release of Devin, the "AI SWE". But they are complex to program, hard to deploy, and even harder to secure -- what happens if your agent runs DROP prodtables or sudo rm -rf /? In this joint webinar between LangChain and Modal Labs, we cover the productionization of a coding agent. Lance Martin (@rlancemartin) walk through his coding agent implementation, which performs import and code execution checks along self-reflection in LangGraph. Modal AI Engineer Charles Frye (@charles_irl) will then show how to …
Watch on YouTube ↗ (saves to browser)

Chapters (12)

Summary
0:48 From paper to notebook
4:09 Evaluating the agent
8:20 From notebook to production - LangServe and Modal.asgi_app
13:20 Notebooks and apps
16:45 Iterating in production - OpenAPI docs
18:07 Securing code agents with Modal Sandboxes
23:47 Development servers with modal serve
28:42 Serving a UI with LangServe Playground
37:33 Deeper dive on using Modal Sandboxes
42:20 Observability and monitoring with LangSmith
45:08 Recap (edited)

Playlist

Uploads from LangChain · LangChain · 0 of 60

← Previous Next →
1 Chat With Your Documents Using LangChain + JavaScript
Chat With Your Documents Using LangChain + JavaScript
LangChain
 2 LangChain SQL Webinar
LangChain SQL Webinar
LangChain
 3 LangChain Document Question-Answering Webinar
LangChain Document Question-Answering Webinar
LangChain
 4 LangChain Output Parsing and Extraction Webinar
LangChain Output Parsing and Extraction Webinar
LangChain
 5 LangChain Agents Webinar
LangChain Agents Webinar
LangChain
 6 LangChain Prompt Injection Webinar
LangChain Prompt Injection Webinar
LangChain
 7 LangChain Low-Code/No-Code Webinar
LangChain Low-Code/No-Code Webinar
LangChain
 8 LangChain "Agents in Production" Webinar
LangChain "Agents in Production" Webinar
LangChain
 9 LangChain "Hallucinations in Document Question-Answering" Webinar
LangChain "Hallucinations in Document Question-Answering" Webinar
LangChain
 10 LangChain Retrieval Webinar
LangChain Retrieval Webinar
LangChain
 11 LangChain "in Education" Webinar
LangChain "in Education" Webinar
LangChain
 12 LangChain "Quivr Deepdive" Webinar
LangChain "Quivr Deepdive" Webinar
LangChain
 13 LangChain "OpenSource LLMs" Webinar
LangChain "OpenSource LLMs" Webinar
LangChain
 14 LangChain "OpenAI functions" Webinar
LangChain "OpenAI functions" Webinar
LangChain
 15 LangChain "Chains vs Agents" Webinar
LangChain "Chains vs Agents" Webinar
LangChain
 16 LangChain "Characters" Webinar
LangChain "Characters" Webinar
LangChain
 17 LangSmith Launch
LangSmith Launch
LangChain
 18 LangChain x Pinecone: Supercharging Llama-2 with RAG
LangChain x Pinecone: Supercharging Llama-2 with RAG
LangChain
 19 LangChain Expression Language
LangChain Expression Language
LangChain
 20 LangChain "Advanced Retrieval" Webinar
LangChain "Advanced Retrieval" Webinar
LangChain
 21 Building LLM applications with LangChain with Lance
Building LLM applications with LangChain with Lance
LangChain
 22 Benchmarking Question/Answering Over CSV Data
Benchmarking Question/Answering Over CSV Data
LangChain
 23 LangChain "Production Ingestion" Webinar
LangChain "Production Ingestion" Webinar
LangChain
 24 LangChain "RAG Evaluation" Webinar
LangChain "RAG Evaluation" Webinar
LangChain
 25 Fine-tuning in Your Voice Webinar
Fine-tuning in Your Voice Webinar
LangChain
 26 Tabular Data Retrieval
Tabular Data Retrieval
LangChain
 27 Building an LLM Application with Audio by AssemblyAI
Building an LLM Application with Audio by AssemblyAI
LangChain
 28 Superagent Deepdive Webinar
Superagent Deepdive Webinar
LangChain
 29 Lessons from Deploying LLMs with LangSmith
Lessons from Deploying LLMs with LangSmith
LangChain
 30 Shortwave Assistant Deepdive Webinar
Shortwave Assistant Deepdive Webinar
LangChain
 31 Cognitive Architectures for Language Agents
Cognitive Architectures for Language Agents
LangChain
 32 Effectively Building with LLMs in the Browser with Jacob
Effectively Building with LLMs in the Browser with Jacob
LangChain
 33 Data Privacy for LLMs
Data Privacy for LLMs
LangChain
 34 "Theory of Mind" Webinar with Plastic Labs
"Theory of Mind" Webinar with Plastic Labs
LangChain
 35 LangChain Templates
LangChain Templates
LangChain
 36 Using Natural Language to Query Postgres with Jacob
Using Natural Language to Query Postgres with Jacob
LangChain
 37 LangServe and LangChain Templates Webinar
LangServe and LangChain Templates Webinar
LangChain
 38 Building a Research Assistant from Scratch
Building a Research Assistant from Scratch
LangChain
 39 Benchmarking RAG over LangChain Docs
Benchmarking RAG over LangChain Docs
LangChain
 40 Skeleton-of-Thought: Building a New Template from Scratch
Skeleton-of-Thought: Building a New Template from Scratch
LangChain
 41 Benchmarking Methods for Semi-Structured RAG
Benchmarking Methods for Semi-Structured RAG
LangChain
 42 LangSmith Highlights: Getting Started
LangSmith Highlights: Getting Started
LangChain
 43 LangSmith Highlights: Debugging
LangSmith Highlights: Debugging
LangChain
 44 LangSmith Highlights: Datasets
LangSmith Highlights: Datasets
LangChain
 45 LangSmith Highlights: Evaluation
LangSmith Highlights: Evaluation
LangChain
 46 LangSmith Highlights: Human Annotation
LangSmith Highlights: Human Annotation
LangChain
 47 LangSmith Highlights: Monitoring
LangSmith Highlights: Monitoring
LangChain
 48 LangSmith Highlights: Hub
LangSmith Highlights: Hub
LangChain
 49 SQL Research Assistant
SQL Research Assistant
LangChain
 50 Getting Started with Multi-Modal LLMs
Getting Started with Multi-Modal LLMs
LangChain
 51 Build a Full Stack RAG App With TypeScript
Build a Full Stack RAG App With TypeScript
LangChain
 52 Auto-Prompt Builder (with Hosted LangServe)
Auto-Prompt Builder (with Hosted LangServe)
LangChain
 53 LangChain v0.1.0 Launch: Introduction
LangChain v0.1.0 Launch: Introduction
LangChain
 54 LangChain v0.1.0 Launch: Observability
LangChain v0.1.0 Launch: Observability
LangChain
 55 LangChain v0.1.0 Launch: Integrations
LangChain v0.1.0 Launch: Integrations
LangChain
 56 LangChain v0.1.0 Launch: Composability
LangChain v0.1.0 Launch: Composability
LangChain
 57 LangChain v0.1.0 Launch: Streaming
LangChain v0.1.0 Launch: Streaming
LangChain
 58 LangChain v0.1.0 Launch: Output Parsing
LangChain v0.1.0 Launch: Output Parsing
LangChain
 59 LangChain v0.1.0 Launch: Retrieval
LangChain v0.1.0 Launch: Retrieval
LangChain
 60 LangChain v0.1.0 Launch: Agents
LangChain v0.1.0 Launch: Agents
LangChain
Claude Code Source Code Just Leaked… 8 Things You Must Do
Next Up
Claude Code Source Code Just Leaked… 8 Things You Must Do
Nate Herk