possibilities

session-id
13a8152e-9f5a-4387-ba70-35352b0a460f

User

/arthack:question

Can you explain the algorithm/process we use to sync claude sessions to chromadb? how often? Do we incrementally add conversations? What if a conversations updates? When I semantic search the db how fresh can I expect it to be?

possibilities

Models Alongside QMD on RTX 3060 Ti (8GB)

With QMD using ~3GB, you'd have ~5GB free.

Audio Transcription

Model	VRAM	Quality	Fits alongside QMD?
Whisper small	~2 GB	Good for clear audio	Yes, easily
Whisper medium	~5 GB	Great, near-SOTA	Tight but yes

possibilities

RTX 3060 Ti for QMD Inference

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

possibilities

All Options Compared (Out-of-Pocket Cost)

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

possibilities

Amazon Renewed RTX 3060 Ti — with $100 gift card

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

possibilities

# 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"

possibilities

claudetests — Repo Inventory

E2E test harness for Claude Code. Drives real Claude sessions in tmux panes and asserts on their behavior.

File Tree

claudetests/
├── e2e.toml                                    # Config: claude binary path + config dir
├── .gitignore                                  # Ignores .test-config/

possibilities

boxctl: Provision browserfarm -> artbird

Concrete guide for repurposing the browserfarm box. Keep the Trixie install (LUKS, p3), kill Bookworm (p4), provision with boxctl.

Current State

Hardware

• CPU: Intel i7-9700 @ 3.00GHz (8 cores, no HT)
• RAM: 32GB

possibilities

Embedding a Terminal in an Expo App

Date: 2026-02-28

Summary

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.

Approaches

possibilities

macOS LaunchAgents

LaunchAgents are macOS's built-in system for running background tasks. They replace cron, are more capable, and integrate deeply with the OS. Every Mac has hundreds of them running right now.

The Mental Model

launchd is PID 1 on macOS — the first process, parent of everything. You give it a job description (a plist file), and it manages the lifecycle: starting, stopping, restarting, scheduling, and resource management.

Two flavors:

• LaunchAgents — run as your user, in your login session. Can access your files, GUI, keychain.