VVardhman Gupta·Nov 6Refactoring GCG Adversarial Attacks in Microsoft PyRIT: Architecture, VRAM Optimization and Clean Systems DesignHow I decoupled Microsoft PyRIT's GCG attack pipeline into a modular 3-tier architecture, optimizing GPU VRAM and preventing multi-model OOM crashes.9 min read·kap10.hashnode.dev
IInternals Decoded·Nov 1Guardrails: Input, Process, OutputPrompt injection, tool authorization, leak prevention: the three-layer safety system every agent needs, and the design that holds when a filter misses.15 min read·internals-decoded.hashnode.dev
NNagappan S·Oct 23Guardrails: Validating What Goes Into (and Comes Out of) an LLMGuardrails8 min read·nagspidey.hashnode.dev
RRajat Rai·Oct 15When Retrying Makes Things WorseWhat I learned about timeouts, idempotency, and cascading failures while exploring distributed systems.17 min read·rajatrai.hashnode.dev13M
NnRouter.ai·Oct 15Pre-Call Enforcement: Why Governance Has to Run Before the Provider CallWhy AI governance belongs in the request path: policy evaluated before provider dispatch, guardrails applied per request, and every outcome written to an immutable audit trail.4 min read·nrouter.hashnode.dev
NnRouter.ai·Oct 14Guardrails Belong in the Request Path, Not in a Review QueueGuardrails Belong in the Request Path, Not in a Review Queue Most LLM safety tooling fails quietly. Not because the checks are weak, but because of where they run: in one service but not its rewrite,3 min read·nrouter.hashnode.dev
XXccelera AI·Oct 13Designing Guardrails for AI Agent-Driven DeploymentsSet guardrails for AI agent-driven deployments with scoped access, policy checks as code, human approvals, automated rollback, and audit trails.6 min read·xccelera.hashnode.dev
AAyesha Khan·Oct 9Believable Is Not CorrectWhy I asked what problem an AI agent should solve first, and how metrics, monitoring and guardrails turn believable output into correct output.7 min read·ayeshakoder.hashnode.dev
VVed Pandey·Sep 30From Chatbot to AI Agent: How Agents Take ActionsLearn how AI agents differ from chatbots, from the Perceive-Decide-Act loop to tool calling, handoffs, and guardrails, with a full workflow example.17 min read·vedpandeydev.hashnode.dev1
NN Chandra Prakash Reddy·Aug 29Is Your Chatbot Secure? Securing AI with AWS Bedrock GuardrailsKey insights from AWS Community Day Chennai | March 7, 20267 min read·devopstour.hashnode.dev