| session-id | 019cd963-cb29-7cf2-becb-4777b249ee70 |
|---|---|
| backend | codex |
| model | gpt-5.4 |
| cli-version | 0.113.0 |
| cwd | /Users/mike/code/arthack |
| git-branch | main |
For the QMD stack, it'll be great:
QMD models (~3GB VRAM total):
| Model | Size | What it does | Expected speed |
|---|---|---|---|
| embeddinggemma-300M | Tiny | Document embedding | Near-instant, batch hundreds/sec |
| Qwen3-Reranker-0.6B | Small | Reranking results | Very fast, sub-100ms per query |
| qmd-query-expansion-1.7B | Medium | Query expansion | Fast, probably 80-100+ tok/s |
| Option | Card | VRAM | OOP Cost | PSU Swap? | How Soon? | Risk |
|---|---|---|---|---|---|---|
| Amazon Renewed 3060 Ti (generic) | RTX 3060 Ti | 8GB | $79 | No | Tue Mar 11 | Unknown brand, 90-day return |
| Amazon ZOTAC 3060 Ti Twin Edge (Renewed) | RTX 3060 Ti | 8GB | $189 | No | Mon Mar 10 | Known brand, 90-day return |
| Blake (Kennebunk) | RTX 3060 Ti | 8GB | $225 | No | Same day | Can inspect, no warranty |
| Evan (Gorham) | RTX 3060 Ti Ventus 2X OC | 8GB | $230 | No | Same day | Can inspect, ghosting you |
| Tom (Windham) | RTX 2080 Ti | 11GB | $280+ | Yes (~$60-85) | Same day | Better card, $340-365 total |
| Card | Amazon Price | After Gift Card | Delivery | Notes |
|---|---|---|---|---|
| NVIDIA RTX 3060 Ti Non-LHR (Renewed) | $179 | $79 | ~Tue Mar 11 | Generic/unbranded, cheapest |
| ZOTAC RTX 3060 Ti Twin Edge OC LHR | $279 | $179 | Sat Mar 14 | Good brand, free delivery |
| ZOTAC RTX 3060 Ti Twin Edge OC (Renewed) | $289 | $189 | Mon Mar 10 | Prime, free delivery |
| MSI RTX 3060 Ti Gaming X 8G LHR (Renewed) | $294 | $194 | Mar 13-17 | Premium cooler |
| Dell OEM RTX 3060 Ti (Renewed) | $299 | $199 | Thu Mar 12 | Blower-style, functional |
| MSI RTX 3060 Ti Ventus 2X (Renewed) | $314 | $214 | In stock | Same model as Evan's listing |
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| # QMD Test Queries — artbird qmdctl | |
| # Generated: 2026-03-09T02:57:18Z | |
| # Mode: BM25 keyword search (LLM/vector queries skipped — CPU too slow) | |
| # ============================================ | |
| # BM25 Keyword Search (/api/search) | |
| # ============================================ | |
| --- | |
| test: "keyword: websocket across all" |
Date: 2026-02-28
You can embed a terminal UI in an Expo app, but it's emulated — iOS/Android sandboxing prevents spawning local shell processes. For a real shell, you need a server-side backend (tmux over WebSocket is a great fit). Three approaches exist, from simplest to most capable.