RONKONKOMA, N.Y. - TelAve -- PhantomByte, a project by veteran AI engineer Vinny Barreca, today announced the release of a free suite of AI agent debugging resources designed for developers building production-grade autonomous agents.

The centerpiece of the launch is the 5-Day AI Debugging Challenge, a free email course that walks developers through the seven most critical failure modes plaguing AI agents today:

- Day 1: Reasoning loops that drain tokens and burn budget
- Day 2: Context degradation and memory loss mid-task
- Day 3: Tool call failures and malformed arguments
- Day 4: Prompt injection and boundary bleeding
- Day 5: Putting it all together, plus access to the full AI Agent Debugging Playbook

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Subscribers also receive two free downloads: the AI Agent Debugging Playbook (diagnostic patterns for all seven failure modes) and the AI Agent Diagnostic Flowchart (a one-page visual guide for troubleshooting agents in minutes).

"Most developers building AI agents are fighting the same fires with no roadmap," said Sativa. "We built these resources to give them a systematic approach, no fluff, just code from the shadows."

The free resources are aimed at solo developers, startup teams, and engineering leads who have moved past toy demos and are encountering real-world agent reliability issues in production.

The 5-Day AI Debugging Challenge, Playbook, and Flowchart are available now at https://vincentsativa.com.

About PhantomByte
PhantomByte provides practical debugging guides, diagnostic tools, and consulting for developers building production AI agents. It is a project by Vincent Sativa.

Contact:
Vincent Sativa
https://vincentsativa.com