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How can LLMs write perfect code but not solve the same problem in conversation?

BACKGROUND
2 SIGNALSFIRST DETECTED 12 May 2026
Narrative synthesis pending — 2 signals collected.
How the story developed
21 May
Why do LLMs code better than they talk?
OPINION · WHAT · LocalLLaMA
Other feeds and industry voices
25 Apr
Why do LLMs feel “smart” in one message but fall apart over a long conversation?

<!-- SC_OFF --><div class="md"><p>Something I keep noticing is that LLMs can give really strong, coherent answers in a single prompt, but as soon as the conversation goes on for a

OPINION · WHO · ArtificialInteligenceOPEN STORY
14 Apr
Could someone explain LLMs to me in a bit more depth?

<!-- SC_OFF --><div class="md"><p>I understand the basic principle (it looks at a vast array of data and uses probability to predict the next word)</p> <p>but how the hell is that

OPINION · HOW · ArtificialInteligenceOPEN STORY
8 Apr
Why are LLMs so bad at checking lists against each other?

<!-- SC_OFF --><div class="md"><p>This is one of those simple tasks that you would expect them to be able to do given all the other more complicated stuff they are capable off,

OPINION · WHEN · ArtificialInteligenceOPEN STORY
23 Mar
Why LLMs sound right but fail to actually do anything (and how we’re thinking about datasets differently)

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1s1ckkm/why_llms_sound_right_but_fail_to_actually_do/"> <img alt="Why LLMs sound right but fail to actually

OPINION · HOW · LocalLLaMAOPEN STORY
21 Apr
New LLM Position Bias Benchmark: does an LLM keep the same judgment when you swap the answer order? Judge models compare two lightly edited versions of the same story twice, with the order swapped. The median model flips in 45% of decisive case pairs. GPT-5.4 is worst at 66%.

<table> <tr><td> <a href="https://www.reddit.com/r/singularity/comments/1srx4i1/new_llm_position_bias_benchmark_does_an_llm_keep/"> <img alt="New LLM Position Bias Benchmark: does

OPINION · WHEN · singularityOPEN STORY
14 May
Anthropic merges consecutive same-role messages, OpenAI doesn't (+4 tokens), anyone token-counted this on open-weight models?

<!-- SC_OFF --><div class="md"><p>I build context/harness optimization tooling, so provider-side serialization quirks actually matter to me. If you're optimizing over prompts, you

OPINION · WHAT · LocalLLaMAOPEN STORY
27 Mar
Any real alternative to Claude code?

<!-- SC_OFF --><div class="md"><p>Is there any local llm that gets close to Claude code in agentic coding?</p> </div><!-- SC_ON --> &#32; submitted by &#32; <a

OPINION · WHAT · LocalLLaMAOPEN STORY
5 Oct
LLMs can't shut their big yapper!

<!-- SC_OFF --><div class="md"><p><a

OPINION · WHAT · ArtificialInteligenceOPEN STORY
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