I replaced $4,560/year of subscriptions with self-hosted tools on hardware I already own.
The point is not “free software good.”
The point is control.
Self-hosting moves the bill from rent to maintenance, backups, and plumbing.
https://t.co/FxvzCGPvjo
Most AI hallucinations do not look like glitches.
They look like confident sentences.
MiniMax Code showed the useful pattern:
One AI does the work.
A second AI checks it cold with zero shared context.
Call it The Cold Reviewer.
https://t.co/KUYZ5Je8d3
Your AI prompt is not a sentence anymore.
It is a file in your repo:
- CLAUDE.md for Claude Code
- AGENTS.md for OpenAI-style agents
The section most people miss: stop rules.
Same model. Same task.
4 minutes of noise vs 12 seconds of done.
https://t.co/Owr4EeLJxl
A little secret. About 5% of our production traffic is on the Pi harness, about another 5% is on OpenCode. Reminder you can use your ChatGPT account in a flourishing set of other tools.
We’ll continue to make Codex awesome, but you have options.
Anthropic and OpenAI shipped /goal.
The useful part is not “AI keeps working.”
A goat farmer did that with Ralph.
The real lesson is the ticket:
- outcome
- scope
- memory
- proof
- stop rule
Prompt engineering is dying.
Tickets are next.
https://t.co/uW6u7Xj99r
Claude Code limits are not just a usage problem.
They are a planning problem.
My workflow:
- Claude/Codex = architect
- Gemma/Ollama = contractor
- You = general contractor
Same model. Same machine.
Vague prompt broke.
Build plan shipped.
https://t.co/vtxBlrUOQ7
Quick post.
I’m trying something new.
I’m starting to pass along the client opportunities I can’t take on personally to people in my community who can. Not as 100% charity, as a filter. The client gets vetted talent. The talent gets real paid work with my oversight.
To apply: DM me on Discord. Include one link to a relevant project you’ve shipped, which of the four platforms you’d evaluate first and why, and your availability and rate. The “which platform first” question is the filter.
Join DAC Community
https://t.co/M0bj0ewv3A
Most AI demos skip real life.
I built Codex + Higgsfield into a client appreciation workflow: CSV in, card art + 15-sec presenter video out.
Cost: ~$3.47/client.
The punchline: generation is cheap. Curation is the architecture.
https://t.co/wMIZgJ9Xyd
Warp open sourced the terminal.
Cool.
But open source code does not automatically mean your workflow is yours.
If your AGENTS.md, prompts, commands, or telemetry still flow elsewhere, the lobby is open, but the vault is locked.
Video: https://t.co/3sH12ZvZi7