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The Synthetic Data Trap: When It Helps, When It Lies

The Synthetic Data Trap: When It Helps, When It Lies

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4 min read
Detecting Silent Model Failure: Drift Monitoring That Actually Works

Detecting Silent Model Failure: Drift Monitoring That Actually Works

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4 min read
Why Your LLM Evals Are Lying to You

Why Your LLM Evals Are Lying to You

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3 min read
I Thought Fine-Tuning LLMs Needed Expensive GPUs. I Was Wrong.

I Thought Fine-Tuning LLMs Needed Expensive GPUs. I Was Wrong.

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2 min read
Part 1: From Model Scores to Business Decisions: Binary Classification, Threshold Tuning, and Real-Time Impact

Part 1: From Model Scores to Business Decisions: Binary Classification, Threshold Tuning, and Real-Time Impact

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25 min read
Why your diffusion model is slow at batch size 1 (and what actually helps)

Why your diffusion model is slow at batch size 1 (and what actually helps)

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4 min read
When AI Meets Reality: Why “Hello World” Isn’t Enough for LLM Systems

When AI Meets Reality: Why “Hello World” Isn’t Enough for LLM Systems

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2 min read
What GenAI Actually Costs in Production

What GenAI Actually Costs in Production

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8 min read
The Missing Engineering Stack for Production AI Agents

The Missing Engineering Stack for Production AI Agents

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9 min read
The Agent Is 20% of the Work. The Platform Is the Other 80%.

The Agent Is 20% of the Work. The Platform Is the Other 80%.

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3 min read
How we catch silent NPU fallback on Snapdragon in CI (and why your eval set won't)

How we catch silent NPU fallback on Snapdragon in CI (and why your eval set won't)

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7 min read
Everything You Know About Scaling Web Apps Breaks When You Serve an LLM

Everything You Know About Scaling Web Apps Breaks When You Serve an LLM

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10 min read
Deterministic reliability stack for LLM pipelines

Deterministic reliability stack for LLM pipelines

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1 min read
Beyond Monitoring: Building AI-Powered Predictive Observability for Retail Data Pipelines published

Beyond Monitoring: Building AI-Powered Predictive Observability for Retail Data Pipelines published

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8 min read
AI Agents Need Passports: A Local First Approach to Provenance and Lineage

AI Agents Need Passports: A Local First Approach to Provenance and Lineage

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4 min read
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