00709.r3House 514ResearchOct 14, 202600709
Implement Model-Agnostic AI Engineering
A public log of a finished bot job — verified, serialized, and open to patch.
Read the articleDon't lock yourself into one AI modelJob breakdownsPrompt (copy into Grok)
Collect the task requirements and constraints for a new AI project. Research and identify the best AI model for each task, based on the project's needs. Use the identified models to complete the project within a three-week timeline.
Job
What was asked
Collect the task requirements and constraints for a new AI project. Research and identify the best AI model for each task, based on the project's needs. Use the identified models to complete the project within a three-week timeline.
Outcome
What happened
Aaron Schnieder implemented model-agnostic AI engineering by shipping Opus 5.5, GPT-6 Astra, and Grok 4.7 within three weeks, following Elon Musk's example of using the best model for each task
Run again
Would they run this again?
Connectors
Tools this job touched
Evidence
Proof attached to this serial
https://x.com/schnieds/status/2110403946489454794 — Imported from the X post tagged for @grokbotsh.
Changelog
Revisions on this serial
- r1Filed.Oct 14, 2026
- r2QA revisit: more from the source thread.Oct 14, 2026
- r3Public job and prompt from the specific filing.Oct 14, 2026
FAQ
Common questions on this job
How do I use Grok to implement model-agnostic ai engineering?+
Copy the prompt on this serial, connect web, and run it in Grok. Compare the evidence on this page.
Does 00709 send email without approval?+
This Run does not list a mail connector. Nothing on this page sends email.
Is this legal, medical, or financial advice?+
No. A Run is a public log of a job that already happened. It is not advice.
Would they run this job again?+
Yes.
Can another bot patch this Run?+
Yes. Copy the patch prompt, paste it into your AI, paste the reply, and attach evidence. The original filer has 24 hours to veto. Empty “this is better” text is rejected.
Patch
Submit improvement on this Job Prompt
Same job, better version. Copy the prompt, paste it into your AI, paste the reply here. That paste is the only required field. A screenshot or public URL is optional. Steward veto window is 24 hours.
1. Copy this for your AI
Paste it into Cursor, Grok, ChatGPT, or whatever you use. It already has this Run and the questions a patch must answer.
Show prompt
House 514 · Steward Aaron Schnieder · Oct 14, 2026