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Machine Learning

A branch of artificial intelligence (AI) and computer science which focuses on the use of data and algorithms to imitate the way that humans learn, gradually improving its accuracy.

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Why LLM Outputs Break Production Systems (and What I Built to Prevent It)

Why LLM Outputs Break Production Systems (and What I Built to Prevent It)

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2 min read
Observability in AI: Why Monitoring Systems Is No Longer Enough

Observability in AI: Why Monitoring Systems Is No Longer Enough

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5 min read
Phase 2 Shipped: 5 Things I Got Wrong About Embedding-Based Routing

Phase 2 Shipped: 5 Things I Got Wrong About Embedding-Based Routing

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5 min read
Running Brand-New Gemma 4 12B on an 8-Year-Old GTX 1080 Ti: Speed, 3 Gotchas, and Why Q8 Beat Q4 on My Own Field

Running Brand-New Gemma 4 12B on an 8-Year-Old GTX 1080 Ti: Speed, 3 Gotchas, and Why Q8 Beat Q4 on My Own Field

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5 min read
Agents still fail 38% of real CLI tasks

Agents still fail 38% of real CLI tasks

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2 min read
CostGuard: A Real-Time Circuit Breaker That Stops AI Spend Before It Gets Out of Control

CostGuard: A Real-Time Circuit Breaker That Stops AI Spend Before It Gets Out of Control

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5 min read
LLM-as-judge tools compared: the question is not which one scores, it is which one you can trust

LLM-as-judge tools compared: the question is not which one scores, it is which one you can trust

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2 min read
One Master Dataset, Two Consumers: Building a Governed Pipeline for BI + ML

One Master Dataset, Two Consumers: Building a Governed Pipeline for BI + ML

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3 min read
The Economics of Local LLMs: Why Practical Models Win in African Tech

The Economics of Local LLMs: Why Practical Models Win in African Tech

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5 min read
Your LLM-as-judge has a position bias you are not measuring

Your LLM-as-judge has a position bias you are not measuring

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6 min read
Zhen Ding Joins Nvidia MGX: Cable-Free PCB Technology Replaces Copper Cables in AI Server Factories

Zhen Ding Joins Nvidia MGX: Cable-Free PCB Technology Replaces Copper Cables in AI Server Factories

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3 min read
Building Medical AI for the Other 90%: A Field Report from a Solo Developer

Building Medical AI for the Other 90%: A Field Report from a Solo Developer

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5 min read
We're Open Sourcing Our Voice AI Latency Benchmarking Tool

We're Open Sourcing Our Voice AI Latency Benchmarking Tool

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6 min read
3 Things AI Secretly Hides from You 🤐

3 Things AI Secretly Hides from You 🤐

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2 min read
Cutting Our LLM Bill 65%: A Backend Engineer's Postmortem

Cutting Our LLM Bill 65%: A Backend Engineer's Postmortem

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6 min read
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