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Securing AI Systems: Red Teaming, Prompt Injection, and Adversarial Testing

Securing AI Systems: Red Teaming, Prompt Injection, and Adversarial Testing

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4 min read
Honest Memory: What Production Accuracy Data Actually Shows About AI Agent Memory

Honest Memory: What Production Accuracy Data Actually Shows About AI Agent Memory

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4 min read
ContextLens — py-spy/pprof but for what's inside your LLM prompt

ContextLens — py-spy/pprof but for what's inside your LLM prompt

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2 min read
Why your GPU reports 75 C while your VRAM is cooking at 105 C – the telemetry gap that kills LLM inference

Why your GPU reports 75 C while your VRAM is cooking at 105 C – the telemetry gap that kills LLM inference

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11 min read
Grounding chatbots with real-time news: stop stale and hallucinated current events

Grounding chatbots with real-time news: stop stale and hallucinated current events

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2 min read
AI Gateways in 2026: a field guide to the 106 cost problem

AI Gateways in 2026: a field guide to the 106 cost problem

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4 min read
I Measured Claude Code's Prompt-Cache Cost Three Ways. 85% of It Wasn't Mine to Trim.

I Measured Claude Code's Prompt-Cache Cost Three Ways. 85% of It Wasn't Mine to Trim.

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4 min read
How I Batch-Convert 100+ Documents to Markdown for LLM Ingestion — 3 Practical Scripts

How I Batch-Convert 100+ Documents to Markdown for LLM Ingestion — 3 Practical Scripts

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6 min read
Running a Team of AI Sub-Agents: What Breaks — and the Rules I Built Around It

Running a Team of AI Sub-Agents: What Breaks — and the Rules I Built Around It

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3 min read
Breaking the Tool Barrier: Making Uncensored Models Do Structured Work

Breaking the Tool Barrier: Making Uncensored Models Do Structured Work

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10 min read
Extract Plain Text from Medium Posts for RAG and Search Indexes

Extract Plain Text from Medium Posts for RAG and Search Indexes

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2 min read
Beyond the Model: Why Orchestration Is Becoming the Real Differentiator

Beyond the Model: Why Orchestration Is Becoming the Real Differentiator

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2 min read
O que 14 estudos revelam sobre o papel do humano quando a IA escreve o cĂłdigo

O que 14 estudos revelam sobre o papel do humano quando a IA escreve o cĂłdigo

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22 min read
Stop Using One LLM for Everything: A Dev's Guide to Model Routing

Stop Using One LLM for Everything: A Dev's Guide to Model Routing

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3 min read
From API to GPU, Week 1: Understanding Your Local GPU Environment

From API to GPU, Week 1: Understanding Your Local GPU Environment

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14 min read
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