8bit.tr Journal
Reliability
9 articles tagged with Reliability.
January 9, 2026
Prompt Compiler Patterns: Static Analysis for Prompts
How to analyze and compile prompts with static checks to reduce ambiguity and runtime errors.
January 8, 2026
RAG Failure Modes and Mitigation: A Practical Taxonomy
A taxonomy of RAG failures with engineering fixes for retrieval, grounding, and generation errors.
January 1, 2026
Tool Reliability Engineering: Retries, Idempotency, and Failure Taxonomies
A practical guide to making tool calls reliable in LLM workflows with retries, idempotency, and error handling.
December 27, 2025
Prompt Structure and Context Control: Engineering Predictable Behavior
Designing prompts with strict structure and context controls to reduce variance and improve reliability.
December 26, 2025
LLM Regression Testing: Preventing Silent Quality Drops
How to build regression suites that catch quality drops across prompts, models, and retrieval systems.
December 18, 2025
Model Serving Architecture: From Single GPU to Global Fleet
Design patterns for serving AI models at scale: routing, caching, fallback tiers, and regional deployment.
December 10, 2025
Structured Output and Schema Guards: Making LLMs Deterministic
How to enforce structured outputs with schemas, validators, and constrained decoding for production reliability.
December 3, 2025
Model Ensemble Strategies: Aggregating Confidence for Better Answers
How to use model ensembles to improve accuracy, confidence, and robustness in LLM systems.
December 1, 2025
LLM SLO Engineering: Defining Reliability for AI Systems
How to define SLOs for latency, accuracy, and safety in LLM-powered products.