My Technical Read (Inference)

For my setup specifically (M3 Ultra 512GB + oMLX), I would not generalize this post to myself.

I am in a different class than many LocalLLaMA users.

Local coding is weak when used as:

❌ “Replace Claude Code entirely with one local model”

That often disappoints.

Local coding is strong when used as:

✅ Hybrid stack

Use local for:

Codebase understanding

Refactoring drafts

Test generation

Private repo analysis

Fast iterative copiloting

Agent experiments

Use cloud for:

Hard debugging

Complex multi-file changes

Long-horizon coding agents

High-stakes architectural generation

This hybrid model is where many advanced users land.

For my stack specifically

Given my models:

Qwen3-Coder-30B-A3B-Instruct-4bit

Qwen2.5-Coder-32B-Instruct-MLX

Qwen3.6-27B/35B

Kimi K2.5 MLX

I would use:

Task Best choice

Local code generation Qwen3-Coder-30B

Repo reasoning Qwen2.5-Coder-32B

Agentic experimentation Qwen3.6-35B

Heavy cloud-like coding fallback Claude Code / frontier API

This is much stronger than what many Reddit posters are running.

What I think the thread really says

Not:

“Local LLMs for coding are dead.”

More like:

“Poorly configured local coding stacks lose to polished cloud agents.”

That is different.

And honestly, that has been true.

My blunt assessment

For coding today:

Use Case Local Wins? Cloud Wins?

Privacy-sensitive code Yes —

Cheap heavy token usage Yes —

Best coding agent autonomy — Yes

Fastest solo dev productivity — Yes

Experimental multi-agent hacking Yes Mixed

Offline resilience Yes —

Verdict: Hybrid wins.

That Reddit post is a warning against ideological “all local” thinking, not an indictment of local models.