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Cactus Hybrid Router: Gemma4-2B can match Gemini-3.1-Flash-Lite by routing 15-55

BACKGROUND
2 SIGNALSFIRST DETECTED 26 May 2026
Narrative synthesis pending — 2 signals collected.
How the story developed
Other feeds and industry voices
2 Apr
benchmarked 20+ Ollama coding models on everything from 4GB to 24GB VRAM , here are the best picks for 2026

<!-- SC_OFF --><div class="md"><p>After burning way too much money on GPT-4 API calls, I finally went all-in on local models with Ollama. The progress in 2026 is insane

OPINION · WHAT · ArtificialInteligenceOPEN STORY
9 May
DeepSeek V4 paper full version is out, FP4 QAT details and stability tricks [D]

<!-- SC_OFF --><div class="md"><p>DeepSeek dropped the full V4 paper this week. preview from april was 58 pages, this version adds a lot of technical depth.</p> <p>What stood out

OPINION · WHEN · MachineLearningOPEN STORY
27 Mar
RYS Part 3: LLMs think in geometry, not language — new results across 4 models, including code and math

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1s59rct/rys_part_3_llms_think_in_geometry_not_language/"> <img alt="RYS Part 3: LLMs think in geometry, not

OPINION · WHAT · LocalLLaMAOPEN STORY
5 May
DeepSeek V4 being 17x cheaper got me to actually measure what I send to cloud vs what I could run locally. the results are stupid.

<!-- SC_OFF --><div class="md"><p>That foodtruck bench post showing deepseek v4 matching gpt-5.2 at 17x cheaper got me thinking. if frontier cloud models are that overpriced for

OPINION · HOW · LocalLLaMAOPEN STORY
7 May
Are local models becoming “good enough” faster than expected?

<!-- SC_OFF --><div class="md"><p>One thing we’ve been noticing lately is that a surprisingly large percentage of day-to-day AI workflows no longer seem to require frontier-scale

OPINION · WHAT · LocalLLaMAOPEN STORY
11 Aug
Nvidia's Switchyard router reshuffles AI models mid-task, cutting task costs to a third in its own tests

<!-- SC_OFF --><div class="md"><p>Enterprises running always-on AI agents keep hitting the same tradeoff. Send every task to a frontier model and the bill climbs fast. Build

OPINION · WHAT · ArtificialInteligenceOPEN STORY
11 May
A hackable compiler to generate efficient fused GPU kernels for AI models [P]

<!-- SC_OFF --><div class="md"><p>The modern ML (LLM) compiler stack is brutal. TVM is 500K+ lines of C++. PyTorch piles Dynamo, Inductor, and Triton on top of each other. I built

OPINION · HOW · MachineLearningOPEN STORY
2 Oct
10,000 Agents, a Millennium Prize, and Models That Learn to Lie: Noam Brown's Most Alarming Insights

<!-- SC_OFF --><div class="md"><p><strong>Noam Brown</strong> — OpenAI Research Scientist and co-creator of o1, Libratus, and Cicero — sat down with Dwarkesh Patel for a 1h 20m

OPINION · WHAT · ChatGPTOPEN STORY
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