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LLM performance decreased significantly over time using the same models and same

BACKGROUND
1 SIGNALFIRST DETECTED 30 March 2026
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How the story developed
Other feeds and industry voices
6 May
2.5x faster inference with Qwen 3.6 27B using MTP - Finally a viable option for local agentic coding - 262k context on 48GB - Fixed chat template - Drop-in OpenAI and Anthropic API endpoints

<!-- SC_OFF --><div class="md"><blockquote> <p><strong>WARNING: wait before download from HF: I just realised my upload of the new versions with the additional fix in the chat

OPINION · HOW · LocalLLaMAOPEN STORY
26 Mar
Opencode + Local Models + Apple MLX = ??

<!-- SC_OFF --><div class="md"><p>I have experience using llama.cpp on Windows/Linux with 8GB NVIDIA card (384 GB/s bandwidth) and offloading to CPU to run MoE models. I typically

OPINION · HOW · LocalLLaMAOPEN STORY
26 Mar
How do you guys deal with long context in LLM models?

<!-- SC_OFF --><div class="md"><p>How do you guys deal with long context, for example while coding, when you’re going back and forth for adjustments or fixing some errors and

OPINION · WHEN · LocalLLaMAOPEN STORY
21 Apr
Where we are. In a year, everything has changed. Kimi - Minimax - Qwen - Gemma - GLM

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1srhtvg/where_we_are_in_a_year_everything_has_changed/"> <img alt="Where we are. In a year, everything has

OPINION · WHERE · LocalLLaMAOPEN STORY
13 May
qwen3.6 just stops

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1tbzr64/qwen36_just_stops/"> <img alt="qwen3.6 just stops"

OPINION · WHAT · LocalLLaMAOPEN STORY
6 May
Most people seem obsessed with token generation speed, but isn’t prefill the real bottleneck? Am I missing something?

<!-- SC_OFF --><div class="md"><p>I read this sub every day and I keep seeing benchmarks and discussions focused almost entirely on tokens/s generation speed. Prompt processing

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
5 May
MTP on strix halo with llama.cpp (PR #22673)

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1t4uj9h/mtp_on_strix_halo_with_llamacpp_pr_22673/"> <img alt="MTP on strix halo with llama.cpp (PR #22673)"

OPINION · WHAT · LocalLLaMAOPEN STORY
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