Is driving an EV in the rain for 30 mins a "Customer Fault"?
My barely 4-month-old @VinFastofficial@VinFastIN EV died completely on the highway after its very first exposure to rain. Now they’re refusing my warranty and blaming me. A total nightmare. #VinFast#EVIndia 1/6
@levelsio I do this with codedx. Codex will ssh into another server, create a prompt in a /tmp/ file, and execute with codex exec command. Calls something like
codex exec -m gpt-5.3-codex -c 'model_reasoning_effort="high"' "$(cat "$PROMPT_FILE")"
OpenClaw out of the box can't send email, forgets everything and browses the web like it's 2009
Three fixes:
→ AgentMail — a real inbox your agent actually owns
→ QMD — memory that finds what you mean not what you typed
→ Agent Browser — same browsing, 93% fewer tokens
An afternoon of setup and it's a different tool entirely.
@EXM7777 disagree:
- you can set it up in under 60 seconds
- no memory loss
- there are multiple automations you can do
- and yeah it's plug and play if you connect slack or telegram, discord
if you go the manual route yes, it's hard
use squadofagents(dot)com instead
me first: i am making it easier for small businesses and non technicals to use openclaw, setup it in 60 seconds securely and run multiple agents with isolated instances
🔗 https://t.co/JxefurJGhe
i'd highly recommend using https://t.co/KP6xjF5pI7, ultra secure than all the peers
- Unlimited AI agents
- Isolated workspace with dedicated process
- Kanban task board with agent coordination
- Slack, Telegram, Discord integration
- Agent templates and custom personas
- Pre-built squad templates
@MiniMaxAgent i mean, you can do all of this for $49/ mon on https://t.co/JxefurJGhe
> Multi agent setup
> Unlimited AI agents
> Isolated workspace with dedicated process
> Slack, Telegram, Discord integration
> Agent templates and custom personas
> Pre-built squad templates
The default markdown setup will quietly destroy your agent over time.
Token bloat is real your instructions get compressed away and your API bill climbs for nothing.
Quick breakdown of what actually works:
C tier — Markdown/Obsidian. Fine for strict rules. Disaster as your only memory.
B tier — Mem0. Great automation, kills your privacy and costs up to 7 cents per message.
A tier — LanceDB. Fast, private, local. Black box though — hard to debug bad memories.
A tier — Knowledge graphs (Graphiti). The future. Too experimental right now.
A tier — SQLite. Not for conversation. Essential for structured data where accuracy matters.
S tier — QMD. Free, local, surgical. Grabs only what the agent needs instead of loading everything. This is the one.
The actual winning setup is a stack: Obsidian as the human-readable layer, QMD to search it without token cost, SQLite for hard data. Run a nightly consolidation script and you basically never think about memory again.