𝗛𝗔𝗔𝗟𝗔𝗡𝗗 𝗖𝗔𝗟𝗟𝗘𝗗 𝗣𝗘𝗣 𝗔𝗡𝗗 𝗭𝗟𝗔𝗧𝗔𝗡 𝗧𝗢 𝗦𝗛𝗢𝗪 𝗢𝗙𝗙 𝗛𝗜𝗦 𝗡𝗘𝗪 𝗛𝗔𝗜𝗥𝗖𝗨𝗧 😂
Pep: "You are lucky you have hair, I would love to have it" 😂👨🦲
Zlatan: "You’ve lost a bet or what? Oh my… Block me and erase my number" 😂
your agent is not the loop
the loop is only the smallest layer
LOOP vs GRAPH vs HARNESS ENGINEERING
most teams still treat all three like one prompt
that is why agent failures feel impossible to diagnose
LOOP ENGINEERING
controls iteration
turns retries budgets evaluators exits stalled progress
when the run keeps going forever the loop is broken
make long-running work survive crashes and restarts
→ https://t.co/rX08UgwzO6
GRAPH ENGINEERING
controls structure
nodes edges state branches cycles joins checkpoints
when the agent takes the wrong path the graph is broken
make state and routing explicit
→ https://t.co/ACgBjw7vzC
inspect the topology without asking another model to explain it
→ https://t.co/0GiC8o8c7H
HARNESS ENGINEERING
controls access
tools permissions memory sandboxes evals traces humans
when the agent touches the wrong system the harness is broken
isolate generated code and tool execution from the host
→ https://t.co/Tuk8b4pKHL
put an eval gate before every model or prompt update
→ https://t.co/dr1GZlCEVp
keep one trace across every node model and tool call
→ https://t.co/zsSTLpgvZa
without loop engineering it never stops
without graph engineering you cannot see the path
without harness engineering it can reach anything
the prompt lives inside the loop
the loop lives inside the graph
the graph lives inside the harness
the model is the smallest box in the system
debug the layer that actually owns the failure
save this before the next agent rewrite
All Paid Courses (Free for First 4500 People)
𝗣𝗮𝗶𝗱 𝗖𝗼𝘂𝗿𝘀𝗲 𝗙𝗥𝗘𝗘 (PART - 1)
1. Artificial Intelligence
2. Machine Learning
3. Prompt Engineering
4. Claude,Chatgpt,Grok
5. Data Analytics
6. AWS Certified
7. Data Science
8. BIG DATA
9. Python
10. Ethical Hacking
(72 Hours only )
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Claude Code can do more than chat. It can read files, run terminal commands, and help you build agentic workflows from the terminal.
In this course, @andrewbrown teaches you how to install and use Claude Code on Windows, Linux, and Mac, and how the agentic loop works.
You'll also learn session management, how to track API usage and costs across providers, and more.
https://t.co/XeVVRGAQm8
JWTs and passwords can still leave you exposed to replay and token theft. WebAuthn changes that by keeping the private key on the device.
In this tutorial, @sumit_analyzen teaches you how to build passwordless biometric login in Node.js with WebAuthn.
You'll also learn how registration, authentication, sessions, recovery, and step-up auth fit together in a real app.
https://t.co/EehOELnGQQ