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We let an AI agent hit a database 1034 times. Text-to-SQL ran 23 unsafe ops. The policy layer ran zero

We let an AI agent hit a database 1034 times. Text-to-SQL ran 23 unsafe ops. The policy layer ran zero

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4 min read
Why “Please Don’t Make Recommendations” Is Not a Guardrail for RAG

Why “Please Don’t Make Recommendations” Is Not a Guardrail for RAG

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2 min read
çżè”Scaling Lawćšæ–‡è§ŁèŻ»

çżè”Scaling Lawćšæ–‡è§ŁèŻ»

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2 min read
A Score Nobody Can Act On Is Just Anxiety: Building Relevyn's "What To Fix" Engine

A Score Nobody Can Act On Is Just Anxiety: Building Relevyn's "What To Fix" Engine

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2 min read
Series: "Can You Build an Alternative to LLMs? 8 Months of Experiments, 200 Failures, and One Wall" 1

Series: "Can You Build an Alternative to LLMs? 8 Months of Experiments, 200 Failures, and One Wall" 1

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8 min read
Phase 1: Document Ingestion - The Hidden Complexity Before Embeddings

Phase 1: Document Ingestion - The Hidden Complexity Before Embeddings

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20 min read
I Was Burning Money on AI Tokens Without Knowing It — Here's What Fixed It

I Was Burning Money on AI Tokens Without Knowing It — Here's What Fixed It

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3 min read
The Ultimate Collection of AI Interview Questions for 2026

The Ultimate Collection of AI Interview Questions for 2026

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2 min read
Stop breaking your vector DB: How I fixed the Pinecone 40KB metadata limit

Stop breaking your vector DB: How I fixed the Pinecone 40KB metadata limit

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2 min read
Why your AI forgets — and how a memory layer fixes it

Why your AI forgets — and how a memory layer fixes it

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3 min read
One API Key for 200+ AI Models: Building a Unified AI Gateway

One API Key for 200+ AI Models: Building a Unified AI Gateway

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6 min read
Why Traditional LLM Audits Are Partially Useless — Logit-Level Security Is the Fix

Why Traditional LLM Audits Are Partially Useless — Logit-Level Security Is the Fix

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3 min read
LLM Audits and Guardrails Are Not Enough: Why You Must Filter at the Logit Level

LLM Audits and Guardrails Are Not Enough: Why You Must Filter at the Logit Level

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1 min read
Cluster-Route-Escalate Cascade Serves LLMs at 97-99% Accuracy for Less Cost: Cost-Aware LLM Cascade

Cluster-Route-Escalate Cascade Serves LLMs at 97-99% Accuracy for Less Cost: Cost-Aware LLM Cascade

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6 min read
Stop Scattering LLM Code Across Your Codebase

Stop Scattering LLM Code Across Your Codebase

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2 min read
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