8bit.tr Journal
Security
8 articles tagged with Security.
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 2, 2026
Retrieval Security and Permissioned Indexes: Preventing Data Leakage
How to design retrieval systems with permission-aware indexing and secure access control.
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
Prompt Injection Defense Architecture: Practical Security Layers
A security-first blueprint for protecting LLM systems from prompt injection and data exfiltration.
December 30, 2025
Secure Prompt Routing: Keeping Sensitive Inputs Isolated
How to route prompts securely across models and tools without leaking sensitive data.
December 24, 2025
Governed Knowledge Bases: Trust, Versioning, and Access Control
A framework for building governed knowledge bases with provenance, versioning, and access control.
December 8, 2025
Prompt Robustness and Adversarial Testing: Hardening LLM Interfaces
A deep dive into adversarial prompt testing, robustness metrics, and systematic hardening of LLM inputs.
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.