Ahmad Awais explains that LLM design deficiencies stem from harness specification gaps rather than foundational model weaknesses.
Assertion Not checkable as stated
Awais: Claude Code hides 50+ tool-call failures per session on DeepSeek
“In CloudCode you know, they hide a lot of the errors behind control O, right? So you don't even know that, you know, you have like 50 plus tool call failures plus per session. You're just sitting there and you're like, oh, why is DeepSeq so slow?”
Insight
Awais: There is only one type of AI agent, the coding agent
“There's only one type of agent, and that is a coding agent. It can do it all, right?”
Insight
Awais: Open LLM coding failures are harness issues, not model issues
“So I feel like this always ends up being a tool call, a hardness issue. Then, you know, an actual model issue.”
Insight
Awais: Interactive permission prompts degrade coding agent model performance
“If you run any coding agent with permissions on, The models are actually number. And if you run them without, you know, the complete bypass of permissions, they do much better. Even if you like sit through those yes, yes, yes, accept or whatnot, you will see t…”
Insight
Awais: Design is now the key differentiator in software as building gets commoditized
“Like a lot of people are right now able to build just about anything. And we are now differentiating between good work and bad work based on their design.”
Assertion Not checkable as stated
Awais: Deterministic tool repair with hints fixes model tool-calling loops
“What we saw is the moment you send the result with the repair logic, right after that, the third tool call is fixed. Instead of, you know, it all of a sudden becomes super smart. It understands like, okay, I got the result, what I was looking for, and I'm gonn…”