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Divide and Let the LLM Do the Rest: From Personal Experience to Architecture

Divide and Let the LLM Do the Rest: From Personal Experience to Architecture

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7 min read
learning Generative AI/LLM through practical projects

learning Generative AI/LLM through practical projects

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5 min read
Free Tokens Won't Fix Black-Box Agent Runs: Build a Trace Loop

Free Tokens Won't Fix Black-Box Agent Runs: Build a Trace Loop

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4 min read
Your embeddings forget exactly like a human brain does

Your embeddings forget exactly like a human brain does

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4 min read
Ollama Has No API Authentication: How To Properly Gate Port 11434

Ollama Has No API Authentication: How To Properly Gate Port 11434

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14 min read
Running Local AI Models on a Consumer GPU: A 2026 Field Test

Running Local AI Models on a Consumer GPU: A 2026 Field Test

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4 min read
Your System Prompt Has a Shelf Life: Maintaining Prompts as Models Improve

Your System Prompt Has a Shelf Life: Maintaining Prompts as Models Improve

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11 min read
I audited twelve eval samples from AWS, Google and Azure for one defect. My first check couldn't see it.

I audited twelve eval samples from AWS, Google and Azure for one defect. My first check couldn't see it.

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3 min read
AI Agents - Introduction to LLM and AI Terminologies

AI Agents - Introduction to LLM and AI Terminologies

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3 min read
Before You Paste Into a Free Model: Draw the Trust Boundary First

Before You Paste Into a Free Model: Draw the Trust Boundary First

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4 min read
The Same 11 Prompts, Three Copies, 48 Hours: A Free Model Regression Battery

The Same 11 Prompts, Three Copies, 48 Hours: A Free Model Regression Battery

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4 min read
What gets a one-person blog cited by an LLM, and what doesn't

What gets a one-person blog cited by an LLM, and what doesn't

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7 min read
Probing Free LLM Servers for Cross-Session Memory Leaks

Probing Free LLM Servers for Cross-Session Memory Leaks

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3 min read
Fairness Under the Microscope: Why HY3 Beats Nemotron 3 Ultra on lforla's Bias Stereotypes Audit

Fairness Under the Microscope: Why HY3 Beats Nemotron 3 Ultra on lforla's Bias Stereotypes Audit

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3 min read
The Local-First Assumption: Measuring Latency, Payload Leaks, and Offline Behavior Across Three LLM Tiers

The Local-First Assumption: Measuring Latency, Payload Leaks, and Offline Behavior Across Three LLM Tiers

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5 min read
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