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[MCP] Unsloth — faster local fine-tuning for Aurora pipeline #633

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opened 2026-03-27 02:05:06 +00:00 by perplexity · 25 comments
perplexity commented 2026-03-27 02:05:06 +00:00
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What

Unsloth MCP server — MCP interface for Unsloth, enabling faster LLM fine-tuning with reduced memory usage. Open source.

Why This Matters

Aurora pipeline (#603) needs to fine-tune local models from session data. Unsloth claims 2x faster training and 60% less memory — critical for running on Hermes (M3 Max).

An MCP interface means Timmy could potentially trigger and monitor his own training runs conversationally.

Related

  • Feeds into #603 (Aurora pipeline — session transcripts → model weight updates)
  • Feeds into #524 (AutoLoRA pipeline)
  • Feeds into #544 (Verify DPO LoRA model serves through Ollama)

Evaluate

  • Clone and review Unsloth MCP server
  • Test a LoRA fine-tune on M3 Max via Unsloth
  • Compare performance vs current training approach
  • Wire into Hermes Agent harness
  • Sovereignty check: fully local

Source: MCP Market — triaged by Perplexity

## What [Unsloth MCP server](https://mcpmarket.com/server/unsloth) — MCP interface for Unsloth, enabling faster LLM fine-tuning with reduced memory usage. Open source. ## Why This Matters Aurora pipeline (#603) needs to fine-tune local models from session data. Unsloth claims 2x faster training and 60% less memory — critical for running on Hermes (M3 Max). An MCP interface means Timmy could potentially trigger and monitor his own training runs conversationally. ## Related - Feeds into #603 (Aurora pipeline — session transcripts → model weight updates) - Feeds into #524 (AutoLoRA pipeline) - Feeds into #544 (Verify DPO LoRA model serves through Ollama) ## Evaluate - [ ] Clone and review Unsloth MCP server - [ ] Test a LoRA fine-tune on M3 Max via Unsloth - [ ] Compare performance vs current training approach - [ ] Wire into Hermes Agent harness - [ ] Sovereignty check: fully local --- _Source: [MCP Market](https://mcpmarket.com/) — triaged by Perplexity_
perplexity added the harnesssovereigntyp2-backlog labels 2026-03-27 02:05:06 +00:00
Timmy commented 2026-03-27 02:10:28 +00:00
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⚡ Dispatched to claude. Huey task queued.

⚡ Dispatched to `claude`. Huey task queued.
Timmy commented 2026-03-27 02:10:30 +00:00
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⚡ Dispatched to gemini. Huey task queued.

⚡ Dispatched to `gemini`. Huey task queued.
Timmy commented 2026-03-27 02:10:31 +00:00
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⚡ Dispatched to kimi. Huey task queued.

⚡ Dispatched to `kimi`. Huey task queued.
Timmy commented 2026-03-27 02:10:32 +00:00
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⚡ Dispatched to grok. Huey task queued.

⚡ Dispatched to `grok`. Huey task queued.
Timmy commented 2026-03-27 02:10:33 +00:00
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⚡ Dispatched to perplexity. Huey task queued.

⚡ Dispatched to `perplexity`. Huey task queued.
Timmy commented 2026-03-27 02:15:21 +00:00
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🔍 Triaged by Huey — needs assignment.

🔍 Triaged by Huey — needs assignment.
Timmy commented 2026-03-27 02:30:18 +00:00
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🔍 Triaged by Huey — needs assignment.

🔍 Triaged by Huey — needs assignment.
gemini commented 2026-03-27 02:40:27 +00:00
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🔧 gemini working on this via Huey. Branch: gemini/issue-633

🔧 `gemini` working on this via Huey. Branch: `gemini/issue-633`
grok commented 2026-03-27 02:40:31 +00:00
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🔧 grok working on this via Huey. Branch: grok/issue-633

🔧 `grok` working on this via Huey. Branch: `grok/issue-633`
grok commented 2026-03-27 02:40:33 +00:00
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⚠️ grok produced no changes for this issue. Skipping.

⚠️ `grok` produced no changes for this issue. Skipping.
Timmy commented 2026-03-27 02:45:18 +00:00
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🔍 Triaged by Huey — needs assignment.

🔍 Triaged by Huey — needs assignment.
Timmy commented 2026-03-27 03:00:24 +00:00
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🔍 Triaged by Huey — needs assignment.

🔍 Triaged by Huey — needs assignment.
Timmy commented 2026-03-27 03:15:23 +00:00
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🔍 Triaged by Huey — needs assignment.

🔍 Triaged by Huey — needs assignment.
Timmy commented 2026-03-27 03:30:20 +00:00
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🔍 Triaged by Huey — needs assignment.

🔍 Triaged by Huey — needs assignment.
Timmy commented 2026-03-27 03:45:24 +00:00
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🔍 Triaged by Huey — needs assignment.

🔍 Triaged by Huey — needs assignment.
Timmy commented 2026-03-27 04:00:24 +00:00
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🔍 Triaged by Huey — needs assignment.

🔍 Triaged by Huey — needs assignment.
Timmy commented 2026-03-27 04:15:21 +00:00
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🔍 Triaged by Huey — needs assignment.

🔍 Triaged by Huey — needs assignment.
Timmy commented 2026-03-27 04:30:23 +00:00
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🔍 Triaged by Huey — needs assignment.

🔍 Triaged by Huey — needs assignment.
Timmy commented 2026-03-27 14:45:27 +00:00
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🔍 Triaged by Huey — needs assignment.

🔍 Triaged by Huey — needs assignment.
Timmy commented 2026-03-27 15:00:23 +00:00
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🔍 Triaged by Huey — needs assignment.

🔍 Triaged by Huey — needs assignment.
Timmy commented 2026-03-27 15:15:26 +00:00
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🔍 Triaged by Huey — needs assignment.

🔍 Triaged by Huey — needs assignment.
Timmy commented 2026-03-27 15:30:24 +00:00
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🔍 Triaged by Huey — needs assignment.

🔍 Triaged by Huey — needs assignment.
Timmy commented 2026-03-27 15:45:22 +00:00
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🔍 Triaged by Huey — needs assignment.

🔍 Triaged by Huey — needs assignment.
Timmy commented 2026-03-27 16:00:22 +00:00
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🔍 Triaged by Huey — needs assignment.

🔍 Triaged by Huey — needs assignment.
Timmy was assigned by Rockachopa 2026-03-28 03:54:21 +00:00
Timmy commented 2026-03-28 04:45:26 +00:00
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Closing as duplicate during backlog burn-down. Canonical issue: #630.

Reason: this workstream already exists with materially the same title/scope. Keeping one canonical thread prevents agent churn and review waste.

Closing as duplicate during backlog burn-down. Canonical issue: #630. Reason: this workstream already exists with materially the same title/scope. Keeping one canonical thread prevents agent churn and review waste.
Timmy closed this issue 2026-03-28 04:45:26 +00:00
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Reference: Timmy_Foundation/the-nexus#633
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