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Claude Fable 5 is the most powerful AI model available right now — 1 million token context, long-horizon agentic capabilities, and available across AWS, Google Cloud, Azure, and Claude.ai. Developers and AI builders are already migrating their applications to it.

But here's the question nobody talks about: what happens to your app when Fable 5 is unavailable? When your model ID throws an error. When you hit a rate limit at peak traffic. When the API returns a 429 and your users are waiting. When the output doesn't match what your application expects.
In production, these aren't edge cases. They're Sunday morning.
In this hands-on career talk, Mohammad Arshad — Founder of Decoding Data Science and 21-year industry veteran — walks you through how to build AI applications that don't collapse when something goes wrong. Real Python code, real Anthropic SDK patterns, and the exact fallback logic you need to downgrade gracefully from Fable 5 to a working model without your users ever noticing.
Stay till the end — we're running a live Kahoot quiz with $1,000 in giveaways. All you need is your phone.

What we will cover

  • Model unavailability & fallback logic — Claude Fable 5 is down; your app automatically switches to the next working model with zero user-facing disruption
  • Rate limit handling (429 errors) — retry strategy with exponential backoff so you don't burn your quota or crash under load
  • Auth & permission errors — when to retry, when to fail fast, and how to log errors that actually help you debug
  • Output validation — a 200 OK from the API does not mean success; learn to validate what the model actually returns
  • Live Python demo — full working fallback handler using the Anthropic SDK, built live in the session
  • Kahoot quiz + giveaway — 10 questions on today's topics and general AI; $1,000 in giveaways for top scorers

Who this is for
Python developers building AI apps
AI/ML engineers in production
Career switchers into AI engineering
Builders on Anthropic / OpenAI APIs
Students learning applied AI
Data scientists moving into MLOps
Kahoot quiz + giveaway
$1,000 in giveaways
Live Kahoot quiz · Top scorers win

We're running a live Kahoot quiz at the end of the session — 5 questions, 20 seconds each, mixing today's topics with general AI knowledge. All you need is your phone and kahoot.it. Top scorers share $1,000 in giveaways, announced live during the session.

Giveaways subject to eligibility and presenter discretion.

Winners announced live during the session.

Related topics

Machine Learning
Courses and Workshops
Big Data
Business Intelligence
Entrepreneurship

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