8bit.tr Journal
Privacy
5 articles tagged with Privacy.
January 8, 2026
Chain-of-Thought Privacy: Keeping Reasoning Secure in Production
A production guide to reasoning traces, privacy risks, and safe disclosure patterns for LLM systems.
January 5, 2026
On-Device LLM Deployment: Quantization, Latency, and Privacy
A practical guide to deploying LLMs on-device with quantization, memory limits, and privacy trade-offs.
December 31, 2025
Guarded Memory and Session Isolation: Protecting User State
How to design memory layers that isolate user state, prevent leakage, and enforce policy boundaries.
December 30, 2025
Secure Prompt Routing: Keeping Sensitive Inputs Isolated
How to route prompts securely across models and tools without leaking sensitive data.
December 4, 2025
Differential Privacy for LLM Training: Protecting Data at Scale
A practical guide to applying differential privacy in LLM training without destroying model utility.