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FastAPI for AI Engineers - Part 6: JWT Authentication in FastAPI

In the previous article, we explored the concepts of Authentication and Authorization. We learned that: Authentication answers "Who are you?" Authorization answers "What are you allowed to do?" Understanding the concepts is…

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In the previous article, we explored the concepts of Authentication and Authorization.



We learned that:




  • Authentication answers "Who are you?"

  • Authorization answers "What are you allowed to do?"



Understanding the concepts is important, but real-world applications require actual implementation.



If you've ever used Gmail, LinkedIn, GitHub, or ChatGPT, you've already used authentication systems countless times.



You enter your username and password, the application verifies your identity, and you gain access to protected resources.



But how does this actually work behind the scenes?



In this article, we'll build a complete JWT Authentication system using FastAPI.



If you haven't read the previous article, check it out first:













Why Do We Need Authentication?



Imagine building an AI-powered learning platform.



Without authentication:




  • Anyone could access any user's profile

  • Anyone could view another student's progress

  • Anyone could modify data belonging to other users



Clearly, this is a security problem.



Applications need a way to:




  1. Verify user identity

  2. Protect sensitive resources

  3. Allow users to stay logged in



This is where JWT Authentication comes in.









What is JWT?



JWT stands for JSON Web Token.



A JWT is a secure token that contains information about a user.



Instead of sending a username and password with every request, the user sends a token.



Typical flow:




Register User
↓
Login
↓
Verify Credentials
↓
Generate JWT Token
↓
Access Protected Routes












Installing Required Packages






pip install python-jose passlib[bcrypt]






We'll use:





  • passlib for password hashing


  • python-jose for JWT token generation and verification









Step 1: Hashing Passwords



Storing passwords in plain text is extremely dangerous.



Never do this:




users = {
"rahul": "password123"
}






If the database is compromised, every user's password becomes visible.



Instead, we store a hashed version.









Creating a Password Hasher






from passlib.context import CryptContext

pwd_context = CryptContext(
schemes=["bcrypt"],
deprecated="auto"
)









What is CryptContext?



CryptContext manages password hashing algorithms.



In this example:




schemes=["bcrypt"]






we tell FastAPI to use the bcrypt hashing algorithm.









Hashing a Password






hashed_password = pwd_context.hash("password123")

print(hashed_password)






Output:




$2b$12$.....






Notice that the original password is no longer visible.









Verifying Passwords



When the user logs in:




pwd_context.verify(
"password123",
hashed_password
)






returns:




True






This allows us to verify passwords without storing them in plain text.









Step 2: User Registration



Let's create a simple registration endpoint.




from fastapi import FastAPI

app = FastAPI()

users = {}

@app.post("/register")
def register(username: str, password: str):

hashed_password = pwd_context.hash(password)

users[username] = hashed_password

return {"message": "User registered successfully"}









What happens here?




  1. User submits username and password

  2. Password is hashed

  3. Hash is stored instead of the original password









Step 3: User Login



Now let's verify credentials.




@app.post("/login")
def login(username: str, password: str):

stored_password = users.get(username)

if not stored_password:
return {"message": "User not found"}

if not pwd_context.verify(password, stored_password):
return {"message": "Invalid credentials"}

return {"message": "Login successful"}






At this point, users can log in successfully.



However, they still need to send their username and password with every request.



JWT solves this problem.









Step 4: Creating a JWT Token






from jose import jwt
from datetime import datetime, timedelta

SECRET_KEY = "mysecretkey"

ALGORITHM = "HS256"









Why do we need a secret key?



The secret key is used to sign tokens.



If someone modifies the token, the signature becomes invalid.









Generate Token Function






def create_access_token(data: dict):

to_encode = data.copy()

expire = datetime.utcnow() + timedelta(minutes=30)

to_encode.update({"exp": expire})

encoded_jwt = jwt.encode(
to_encode,
SECRET_KEY,
algorithm=ALGORITHM
)

return encoded_jwt









What does this function do?




  1. Copies user data

  2. Adds an expiry time

  3. Creates a signed JWT token

  4. Returns the token









Step 5: Generate Token During Login






@app.post("/login")
def login(username: str, password: str):

stored_password = users.get(username)

if not stored_password:
return {"message": "User not found"}

if not pwd_context.verify(password, stored_password):
return {"message": "Invalid credentials"}

token = create_access_token(
{"sub": username}
)

return {
"access_token": token,
"token_type": "bearer"
}






Successful login now returns:




{
"access_token": "eyJhbGciOiJIUzI1NiIs...",
"token_type": "bearer"
}












Step 6: Protected Route



Now we can protect routes.




@app.get("/profile")
def get_profile():

return {
"message": "Protected profile data"
}






Currently anyone can access it.



In production applications, FastAPI verifies the JWT token before allowing access.



We'll implement complete route protection in the next article.



For now, focus on understanding:




  1. Registration

  2. Password Hashing

  3. Password Verification

  4. JWT Generation



These form the foundation of every authentication system.









Authentication Flow Recap






Register User
↓
Hash Password
↓
Store Hash
↓
Login
↓
Verify Password
↓
Generate JWT
↓
Access Protected Routes












Final Thoughts



Today we built the core components of JWT Authentication:




  • User Registration

  • Password Hashing

  • Password Verification

  • JWT Token Generation



A user can now register, log in, and receive a signed JWT token.



However, generating a token is only half the story.



The next step is learning how to validate tokens and protect routes using FastAPI dependencies.



In the next article, we'll implement JWT-based route protection and begin exploring Role-Based Access Control (RBAC).

SOC Incident Playbook: Remote Code Execution (RCE) Defense
Syntax validiert (0 Fehler)
title: Detect Exploitation - FastAPI for AI Engineers - Part 6: JWT Authentication in FastAPI
id: 12b56fd9-cad5-4e3e-846a-189c1feee538
status: experimental
description: Automatisch generierte SIEM-Erkennungsregel basierend auf CTI Intelligence
references:
  - https://tsecurity.de/
author: iShareStuff CTI Automated Detection Engine
date: 2026-09-25
logsource:
  category: network_connection
  product: any
detection:
  selection:
      CommandLine|contains:
        - 'exploit'
  condition: selection
falsepositives:
  - Legitime administrative Zugriffe oder Penetrationstests
level: high
tags:
  - attack.initial_access
Syntax validiert (0 Fehler)
rule CTI_Threat_Indicator {
    meta:
        author = "iShareStuff CTI Automated Detection Engine"
        date = "2026-09-25"
        description = "YARA Signature for "
    strings:
        $str = "FastAPI for AI Engineers - Par" ascii wide
    condition:
        any of them
}
Syntax validiert (0 Fehler)
index=security sourcetype IN ("cisco:asa", "pan:traffic", "zeek_conn", "suricata", "WinEventLog:Security")
("FastAPI for AI Engineers - Part 6 JWT Au")
| stats count earliest(_time) as first_seen latest(_time) as last_seen by src_ip, dest_ip, dest_host, signature
| eval first_seen=strftime(first_seen, "%Y-%m-%d %H:%M:%S"), last_seen=strftime(last_seen, "%Y-%m-%d %H:%M:%S")
| sort - count
Syntax validiert (0 Fehler)
message: "*FastAPI for AI Engineers - Part 6 JWT Au*"
Syntax validiert (0 Fehler)
CommonSecurityLog
| where Message has "FastAPI for AI Engineers - Part 6 JWT Au"
| summarize EventCount = count(), FirstSeen = min(TimeGenerated), LastSeen = max(TimeGenerated) by SourceIP, DestinationIP, DestinationPort, Activity
| extend DetectionRule = "iShareStuff-CTI-Compiled"
| sort by EventCount desc
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MITRE ATT&CK Matrix Navigator 14 Taktiken
Reconnaissance
-
Resource Development
-
Initial Access
Execution
Persistence
-
Privilege Escalation
Defense Evasion
Credential Access
-
Discovery
-
Lateral Movement
-
Collection
-
Command and Control
Exfiltration
-
Impact
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Kognitive Analyse für identifizierte Bedrohung: Erhöhte Bedrohungslage im Bereich FastAPI for AI Engineers - Part 6: JWT A.... Basierend auf 368k Vektor-Korrelationen werden sofortige Isolationsmaßnahmen für betroffene Endpunkte empfohlen.

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