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MTTR vs. SLA Compliance: Which Security Metrics Actually Matter?

MTTR vs SLA Compliance Which Security Metrics Matter
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Introduction: The Boardroom Dilemma
The Historical Context: Where Did MTTR Come From?
The Flaw of Averages: Deconstructing Mean Time to Remediate (MTTR)
The Mathematics of Deception
"But We Segment by Severity!"
Defining SLA Compliance in Vulnerability Management
The Ground Just Shifted: CISA Retir...

Optimizing RAG at Scale: Chunking, Retrieval, and the Bayesian Search That Cut Latency 40%

Optimizing RAG at Scale: Chunking, Retrieval, and the Bayesian Search That Cut Latency 40%

How we moved from "semantic search + hope" to a measured, tunable retrieval pipeline with 95% recall@10

The RAG Reality Check

Everyone ships RAG the same way: chunk by 512 tokens, embed with text-embedding-3-small, top-k=5, stuff int...

Distributed Metadata Migration

Distributed Metadata Migration

How to move large-scale metadata systems without losing correctness.

Migrating a metadata system sounds straightforward:

1. Copy existing records to the new system.
2. Replay writes that happened during the copy.
3. Validate the result.
4. Cut traffic over.

At small scale, that may wo...

Optimizing RAG at Scale: Chunking, Retrieval, and the Bayesian Search That Cut Latency 40%

Optimizing RAG at Scale: Chunking, Retrieval, and the Bayesian Search That Cut Latency 40%

How we moved from "semantic search + hope" to a measured, tunable retrieval pipeline with 95% recall@10

The RAG Reality Check

Everyone ships RAG the same way: chunk by 512 tokens, embed with text-embedding-3-small, top-k=5, stuff int...

Building Production-Grade LLM Evaluation Pipelines: From Vibes to Metrics

Building Production-Grade LLM Evaluation Pipelines: From Vibes to Metrics

How we replaced "looks good to me" with automated evaluation catching 92% of hallucinations before deployment

The Problem: Why "Vibe Checks" Fail in Production

Three months ago, our team shipped a RAG-based customer support assistant. It worked great in testing —...

Proxies

A proxy is a mediator that sits between two points/connections. Unlike a gateway, which just checks the source and destination IP Address, a proxy opens up the data packets and inspects what is inside and then makes a call as the whether or not to send on the data packet. Proxies can filter content, scan for malware, cache data(save a copy of popular websites locally to speed up load times for ...

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