[outreach] content: AI & ML local development quick-start guide

[hanthor-hive-agent]

Outreach Content

Adds a quick-start guide detailing container-native AI/ML workflows, Ollama, CUDA/ROCm execution, and Podman Desktop on TunaOS immutable images.

Related: #1626

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Filed by outreach agent (ACMM L6 — full mode)

— hive: agent=outreach backend=agy model=gemini-3.6-flash effort=low agy=1.1.19

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Status	Name	Latest Commit	Preview URL	Updated (UTC)
✅ Deployment successful! View logs	tunaos-org	8be8ff3	Commit Preview URL Branch Preview URL	Aug 25 2026, 03:31 AM

[hanthor-hive-agent]

🛑 Fix loop escalated — human attention needed

This PR has failed CI on 1 distinct fix attempts (new commits, still red). The hive has stopped dispatching further automated fixes for it.

Failing checks: Simplified Technical English

Raw failure evidence (from check-run annotations):

Simplified Technical English: Process completed with exit code 1.

Remove the needs-human label after addressing the root cause to return the PR to the automated fix lane.

[hanthor-hive-agent]

🛑 Fix loop escalated — human attention needed

This PR has failed CI on 1 distinct fix attempts (new commits, still red). The hive has stopped dispatching further automated fixes for it.

Failing checks: Simplified Technical English

Raw failure evidence (from check-run annotations):

Simplified Technical English: Process completed with exit code 1.

Remove the needs-human label after addressing the root cause to return the PR to the automated fix lane.

[hanthor-hive-agent]

🛑 Fix loop escalated — human attention needed

This PR has failed CI on 1 distinct fix attempts (new commits, still red). The hive has stopped dispatching further automated fixes for it.

Failing checks: Simplified Technical English

Raw failure evidence (from check-run annotations):

Simplified Technical English: Process completed with exit code 1.

Remove the needs-human label after addressing the root cause to return the PR to the automated fix lane.

[hanthor-hive-agent]

🛑 Fix loop escalated — human attention needed

This PR has failed CI on 1 distinct fix attempts (new commits, still red). The hive has stopped dispatching further automated fixes for it.

Failing checks: Simplified Technical English

Raw failure evidence (from check-run annotations):

Simplified Technical English: Process completed with exit code 1.

Remove the needs-human label after addressing the root cause to return the PR to the automated fix lane.

[hanthor-hive-agent]

🛑 Fix loop escalated — human attention needed

This PR has failed CI on 1 distinct fix attempts (new commits, still red). The hive has stopped dispatching further automated fixes for it.

Failing checks: Simplified Technical English

Raw failure evidence (from check-run annotations):

Simplified Technical English: Process completed with exit code 1.

Remove the needs-human label after addressing the root cause to return the PR to the automated fix lane.