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LLMs on Consumer Hardware — Part 1: The Stack and First Benchmarks

LLMs on Consumer Hardware — Part 1: The Stack and First Benchmarks

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3 min read
Query-Aware Code Compression for LLMs: 1.3M LOC to 1,500 Lines in 2.8s

Query-Aware Code Compression for LLMs: 1.3M LOC to 1,500 Lines in 2.8s

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4 min read
Stop Guessing: A Repeatable Harness for Comparing Free LLM Endpoints on Your Actual Tasks

Stop Guessing: A Repeatable Harness for Comparing Free LLM Endpoints on Your Actual Tasks

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4 min read
Election Forecasting Showdown: Why Nemotron 3 Ultra Dominates the 2027/2026 Benchmarks

Election Forecasting Showdown: Why Nemotron 3 Ultra Dominates the 2027/2026 Benchmarks

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3 min read
Vector RAG can't fix long-context state tracking (33 runs, zero variance)

Vector RAG can't fix long-context state tracking (33 runs, zero variance)

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2 min read
Treat Prompt Changes Like Schema Migrations: A Free, Diffable LLM Smoke Test

Treat Prompt Changes Like Schema Migrations: A Free, Diffable LLM Smoke Test

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6 min read
The problem was never intelligence, it was continuity.

The problem was never intelligence, it was continuity.

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2 min read
From Shredded Papers to the Grand Map Room: Why Knowledge Graphs are Revolutionizing RAG

From Shredded Papers to the Grand Map Room: Why Knowledge Graphs are Revolutionizing RAG

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3 min read
How EvalPort's Grader System Works: 11 Types for LLM Evaluation

How EvalPort's Grader System Works: 11 Types for LLM Evaluation

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2 min read
Why Many AI Features Fail (And What Makes the Good Ones Different)

Why Many AI Features Fail (And What Makes the Good Ones Different)

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2 min read
The Text-to-SQL Accuracy Cliff: Why Deterministic Compilers Beat LLM Guessing

The Text-to-SQL Accuracy Cliff: Why Deterministic Compilers Beat LLM Guessing

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2 min read
The self-hosting math for LLMs quietly inverted this year

The self-hosting math for LLMs quietly inverted this year

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3 min read
Renting GPUs for AI? Start with VRAM, Not the GPU

Renting GPUs for AI? Start with VRAM, Not the GPU

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2 min read
Comparing Open-Source LLM Gateways in 2026 to Run Enterprise AI at Scale

Comparing Open-Source LLM Gateways in 2026 to Run Enterprise AI at Scale

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10 min read
Why LLMs Still Struggle With Tabular Prediction

Why LLMs Still Struggle With Tabular Prediction

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4 min read
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