8bit.tr Journal
Safety
7 articles tagged with Safety.
January 11, 2026
Alignment Evaluation and Safety Metrics: Measuring What Users Actually Need
A technical guide to evaluating alignment and safety with measurable metrics, red-teaming, and policy tests.
December 29, 2025
Model Cards and Transparency: Communicating Capabilities and Limits
A practical guide to writing model cards that communicate capabilities, limitations, and safe usage.
December 25, 2025
Safety Policy Orchestration: Enforcing Rules Across LLM Pipelines
A practical architecture for enforcing safety policies across prompts, tools, and output layers.
December 17, 2025
Model Risk Management: Quantifying and Controlling LLM Risk
A practical framework for identifying, scoring, and mitigating risks in LLM-powered products.
December 9, 2025
LLM Guardrails and Safety Layers: Practical Patterns for Real Products
A hands-on guide to building guardrails, moderation layers, and policy enforcement for LLM-powered applications.
December 2, 2025
Uncertainty and Calibration for LLMs: Knowing When to Abstain
How to estimate confidence, calibrate outputs, and design abstention policies for safer AI systems.
December 2, 2025
Safe Autocomplete and Guardrails: Preventing Risky Suggestions
How to design autocomplete systems that avoid unsafe or non-compliant suggestions.