
Choosing ChatGPT or Google AI for Coding
Compare ChatGPT and Google AI by coding harness, usage limits, Codex, Antigravity, Jules, and separate API billing.
SignalcraftPractical notes on tools, systems, and AI
Compare ChatGPT and Google AI by coding harness, usage limits, Codex, Antigravity, Jules, and separate API billing.

Compare canonical sources, URLs, discoverability, automation, and operations before choosing a personal technical-blog platform.

Use official GPT-5.6 model data to compare prices, context, reasoning effort, and escalation criteria.

Separate input, cache, output, and reasoning usage, then recalculate an API bill from the recorded quantities.

Investigate OpenCode Go's flat allowance and Zen's usage balance through models, limits, fallback, and BYOK.

Treat OpenSpec explore, propose, apply, and archive as an artifact and review flow for AI-assisted development.

Distinguish quantized weights, tokenizer, and Hugging Face configuration when starting GGUF models with vLLM.

Move from guided_json to structured_outputs or response_format while keeping JSON Schema and semantic validation boundaries explicit.

Tune local inference by separating max-model-len, request limits, batching, GPU memory, and reasoning parsers.

Separate the Windows and WSL boundary and use op run, op read, and TOTP without leaving secrets behind unnecessarily.

Separate always-on project rules, reusable procedures, and external connections to reduce duplicated configuration and excessive permissions.

Use Shift+Enter, Ctrl+J, Vim mode, and the status line to isolate terminal, shell, and TUI behavior.

Separate model and harness, then evaluate AI coding tools with reproducible tasks, quality, time, cost, and safety.

Separate model capability, reasoning settings, harness behavior, and execution conditions when comparing Codex and OpenCode.

Build a small technical blog with current Astro content collections, dynamic routes, RSS, and static hosting.

Separate Atuin's matching modes from history scopes and build a Ctrl-R workflow with workspace, directory, and session filters.

Verify R2's S3-compatible setup and 403 meanings, then separate prefix copy, verification, and deletion.

Distinguish saved Codex sessions from shells, choose resume or fork, and diagnose contention without destroying history.