Enterprise AI Solutions

Jeff Holcombe Jeff Holcombe

Unifying Logic, Structure, and Vision: Building Self-Healing LLM Applications - Part 2

Discover how to construct a resilient, self-healing architecture that separates flexible reasoning from rigid structural enforcement by combining LiteLLM, DSPy, BAML, and Langfuse to actively catch, score, and correct its own mistakes before a human ever needs to intervene.

Key Takeaways:

  • Use DSPy: Replace manual prompt engineering with automated, spec-driven reasoning optimization.

  • Enforce Structure: Use BAML to guarantee type-safe, strictly structured AI outputs.

  • Automate Evaluation: Deploy Langfuse to automatically grade traces and trigger self-healing workflows.

  • Build a Safety Net: Implement a Human-in-the-Loop fallback for ambiguous, unrecoverable AI failures.

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Jeff Holcombe Jeff Holcombe

Enterprise Test-Driven Development - Powered by Specification-Driven Development

In the rapidly evolving landscape of AI-assisted engineering, the biggest threat to velocity isn't the AI’s lack of speed—it’s the lack of structure. Charted Coding bridges this gap by marrying the precision of Specification-Driven Development (SDD) with the rigor of Test-Driven Development (TDD).

Key Takeaways:

  • Context Isolation: Preventing AI drift by resetting context windows at every critical phase.

  • Quality Gates: Integrating QA from the specification phase to catch defects before code is written.

  • Measurable Impact: Achieving a 75% reduction in production bugs through disciplined Red-Green-Refactor cycles.

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