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Claude Code, Codex and Antigravity break in specific ways when you use them on real projects. I’m a backend developer who runs them at work and on my own code, plus local models on an RTX 4090, and I write down each error and the setting that fixed it.

AI Agent Calling the Wrong Tool? I Cut It from 6/20 to 1/20

November 1, 2026October 9, 2026 by jjeongil
Diagram splitting AI agent tool calling failures into four layers, tool selection, argument generation, call policy, and result interpretation, with the fix for each layer

My agent picked the wrong tool in 6 of 20 runs. Cutting tools didn’t help; overlapping descriptions were the cause. Adding ‘when not to use’ cut it to 1.

Categories AI

vLLM vs llama.cpp on a Single RTX 4090: Why I Went Back

October 31, 2026October 8, 2026 by jjeongil
Recreated Ollama API JSON response with prompt_eval_count and prompt_eval_duration marked as prefill, eval_count and eval_duration as decode, and the tok/s formula

On one RTX 4090 with one user, vLLM and llama.cpp generate at about the same rate; vLLM pulls ahead with many concurrent users. My trial and the numbers.

Categories AI

Docker Model Runner vs Ollama: Should You Switch? (RTX 4090)

November 7, 2026October 7, 2026 by jjeongil
Diagram of one Docker workflow: app container, review agent and Docker Model Runner serving on localhost:12434

Docker Model Runner vs Ollama on an RTX 4090: 70–90 tok/s on 7–8B models, a 40–60 minute first DMR setup, and why my agent’s JSON parsing broke.

Categories AI

Codex CLI npm install Fails? It’s Sandbox Network Access

October 30, 2026October 5, 2026 by jjeongil
Concept diagram showing Codex CLI approval_policy and sandbox_mode as two independent axes

Codex CLI edits files but npm install stalls? workspace-write keeps network access off by default. The config fix, why I skip sudo, and my 5-run test.

Categories AI

Codex “Ran Out of Room in the Model’s Context Window” Fix

October 30, 2026October 4, 2026 by jjeongil
Decision flowchart for choosing between codex resume, codex fork, and /new when re-explaining context starts costing too much

Codex ran out of room in the model’s context window? Run /compact once and re-pin 5 facts. If it fails again, start /new. Plus when to resume or fork.

Categories AI
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