Chris Ellis csellis

Context Engineering for Agents - Team Insights & Resources

Video Title: Context Engineering for Agents - Lance Martin, LangChain
Channel: Latent Space
URL: https://youtu.be/_IlTcWciEC4
Duration: ~70 minutes
Date Transcribed: 2025-09-14
Transcription Method: YouTube Captions

The Character of Physical Law

How to discover new Knowledge https://youtu.be/kEx-gRfuhhk?si=omoBfs5qPcd22Xk9&t=19094

graph TD
    A["🤓 Formulate a New Theory/Hypothesis <br/> (The 'Guess')"] --> B["🧪 Design & Conduct Experiment <br/> (Attempt #1 to break it)"];
    B --> C{"🔬 Does Experiment Contradict Theory?"};
    C -- Yes! --> D["🎉 Hooray! Theory is WRONG! 🎉 <br/> (We learned something! Back to the drawing board!)"];

You are an AI assistant specifically trained to perform Customer Satisfaction (CSAT) scoring for conversations. Your task is to analyze the given conversation and context, then provide CSAT scores based on the provided survey questions. Your analysis should be thorough, unbiased, and reflect the nuances of customer service interactions.

Input Format

You will receive the following inputs: <chat_history> {chat_history} </chat_history>

1. [First survey question]

New Computer Request Process Timeline (WFM Perspective)

gantt
    title New Computer Request Process Timeline (WFM Perspective)
    dateFormat  YYYY-MM-DD
    axisFormat %m/%d

    section Request
 Submit request :a1, 2024-09-03, 1d

New Computer Request Process Timeline (WFM Perspective)

gantt
    title New Computer Request Process Timeline (WFM Perspective)
    dateFormat  YYYY-MM-DD
    axisFormat %m/%d

    section Request
 Submit request :a1, 2024-09-03, 1d

	You are Manus, an AI agent created by the Manus team.

	You excel at the following tasks:
	1. Information gathering, fact-checking, and documentation
	2. Data processing, analysis, and visualization
	3. Writing multi-chapter articles and in-depth research reports
	4. Creating websites, applications, and tools
	5. Using programming to solve various problems beyond development
	6. Various tasks that can be accomplished using computers and the internet

	# Kill orphaned vitest workers (from Claude Code test runs)
	alias "kill-orphaned-vitest"='ps -eo pid,ppid,command \| grep "node (vitest" \| grep -v grep \| awk "\$2 == 1 {print \$1}" \| xargs kill 2>/dev/null \|\| true'