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Building a Production LLM Evaluation Harness in Pytest: Cost-Bounded, Flake-Aware, CI-Gated (Runnable Python)

Building a Production LLM Evaluation Harness in Pytest: Cost-Bounded, Flake-Aware, CI-Gated (Runnable Python)

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9 min read
AgentLiar Detector: Catch Coding Agents That Falsely Claim Task Completion

AgentLiar Detector: Catch Coding Agents That Falsely Claim Task Completion

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5 min read
# What LoRA Actually Adapts and Why Higher Rank Doesn't Always Buy What It Looks Like It Should Explainer by: Eyoel Nebiyu

# What LoRA Actually Adapts and Why Higher Rank Doesn't Always Buy What It Looks Like It Should Explainer by: Eyoel Nebiyu

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5 min read
llama.cpp supports Sparse MoE, new Qwen3.6 GGUF, & WebWorld for local agents

llama.cpp supports Sparse MoE, new Qwen3.6 GGUF, & WebWorld for local agents

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3 min read
I tracked 332 AI releases this week. 85% were noise.

I tracked 332 AI releases this week. 85% were noise.

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2 min read
Ollama Cloud Free vs Pro — Usage Limits, Pricing & What You Actually Get (2026)

Ollama Cloud Free vs Pro — Usage Limits, Pricing & What You Actually Get (2026)

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3 min read
AI API Cost Caps and Multi-Key Failover: The Boring Layer That Matters

AI API Cost Caps and Multi-Key Failover: The Boring Layer That Matters

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1 min read
Documents are records waiting to exist

Documents are records waiting to exist

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2 min read
Tool Definition Drift: When Your Agent's Toolset Outgrows Its Prompt

Tool Definition Drift: When Your Agent's Toolset Outgrows Its Prompt

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8 min read
Most AI "Hallucinations" Are Context Failures, Not Model Failures

Most AI "Hallucinations" Are Context Failures, Not Model Failures

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4 min read
Modelos Antigravity (Maio 2026)

Modelos Antigravity (Maio 2026)

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4 min read
Did My LoRA Learn Tenacious Style—or Just Memorize Augmented Patterns?

Did My LoRA Learn Tenacious Style—or Just Memorize Augmented Patterns?

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3 min read
Set Up Your Own ChatGPT: Ollama + Open WebUI for Data That Never

Set Up Your Own ChatGPT: Ollama + Open WebUI for Data That Never

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10 min read
Beyond the Hype: A Comprehensive Guide to Benchmarking LLMs with AWS Labs’ LLMeter

Beyond the Hype: A Comprehensive Guide to Benchmarking LLMs with AWS Labs’ LLMeter

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6 min read
The 50,000-Token Demonstration Nobody Saved: Capturing Agent Trajectories to Train Your Own Code-SLM

The 50,000-Token Demonstration Nobody Saved: Capturing Agent Trajectories to Train Your Own Code-SLM

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14 min read
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