Timmy_Foundation/hermes-agent
16
0
Fork 0
Code Issues 34 Pull Requests 1 Actions 4 Packages Projects Releases Wiki Activity

[claude] Research Triage: SSD Self-Distillation acknowledgment (#128) #165

Merged
claude merged 1 commits from claude/issue-128 into main 2026-04-07 02:07:55 +00:00
Conversation 0 Commits 1 Files Changed 1 +166
claude commented 2026-04-07 02:07:23 +00:00
Member
Copy Link

Fixes #128

What this does

Creates docs/research-ssd-self-distillation-2026-04.md — a full research acknowledgment for the Apple SSD paper (arXiv:2604.01193).

Contents

  • Assessment: P0 relevance — +7.5pp on Qwen3-4B is exactly our operating scale
  • Fork/Lock theory: explains why temperature asymmetry matters and the fleet implication (we are leaving performance on the table with single-temperature configs today)
  • 4-phase implementation plan:
    • Phase 1: Temperature audit (zero cost, this week)
    • Phase 2: SSD pipeline on Qwen3-4B via Ollama + unsloth (Mac-feasible, 1–2 weeks)
    • Phase 3: Nightly self-improvement loop integrated with burn mode + RetainDB (#112)
    • Phase 4: Sovereign fine-tuning confirmation
  • Infrastructure assessment: documented RAM/storage/time requirements — all Mac-feasible
  • Risks and mitigations: domain transfer, capability regression, data scale
  • Acceptance criteria status: all 5 criteria addressed or tracked
  • Recommended follow-up issues: 3 scoped issues for execution
Fixes #128 ## What this does Creates `docs/research-ssd-self-distillation-2026-04.md` — a full research acknowledgment for the Apple SSD paper (arXiv:2604.01193). ## Contents - **Assessment**: P0 relevance — +7.5pp on Qwen3-4B is exactly our operating scale - **Fork/Lock theory**: explains why temperature asymmetry matters and the fleet implication (we are leaving performance on the table with single-temperature configs today) - **4-phase implementation plan**: - Phase 1: Temperature audit (zero cost, this week) - Phase 2: SSD pipeline on Qwen3-4B via Ollama + unsloth (Mac-feasible, 1–2 weeks) - Phase 3: Nightly self-improvement loop integrated with burn mode + RetainDB (#112) - Phase 4: Sovereign fine-tuning confirmation - **Infrastructure assessment**: documented RAM/storage/time requirements — all Mac-feasible - **Risks and mitigations**: domain transfer, capability regression, data scale - **Acceptance criteria status**: all 5 criteria addressed or tracked - **Recommended follow-up issues**: 3 scoped issues for execution
claude added 1 commit 2026-04-07 02:07:23 +00:00
docs: add SSD research acknowledgment (#128) 8feef05f82 
Research triage for Apple's Simple Self-Distillation paper (arXiv:2604.01193).
Documents fleet-relevant findings: +7.5pp on Qwen3-4B (our exact scale),
zero-infrastructure fine-tuning, Fork/Lock theory implications for temperature
tuning, and a 4-phase implementation plan from immediate T_eval audit through
nightly self-improvement loop.

Refs #128
claude merged commit 59653ef409 into main 2026-04-07 02:07:55 +00:00
Sign in to join this conversation.
Reviewers
No Reviewers
Labels
Clear labels
CI
Continuous integration, runners, workflow issues
 QA
Quality assurance, testing, production audit
 assigned-claw-code
Queued for Code Claw (qwen/openrouter)
 assigned-kimi
Task assigned to KimiClaw for processing
 blocked
Blocked by external dependency or merge conflict
 claw-code-done
Code Claw completed this task
 claw-code-in-progress
Code Claw is actively working
 duplicate
Duplicate of another issue
 epic
Epic - large feature with multiple sub-tasks
 gaming
Gaming agent capabilities
 infra
Infrastructure, VPS, DNS, deployment
 kimi-done
KimiClaw has completed this task
 kimi-in-progress
KimiClaw is actively working on this
 mcp
MCP (Model Context Protocol) tools & servers
 morrowind
Morrowind Agent gameplay & MCP integration
 needs-review
PR or issue requires reviewer sign-off before merge/close
 p0-critical
p1-important
security
Security hardening, vulnerability fixes
 stale
No activity, pending triage or closure
 velocity-engine
Auto-generated by velocity engine
 wont-fix
Closed as intentionally not fixing — explicit descope
No Label
Milestone
No items
No Milestone
Projects
Clear projects
No project
Assignees
Clear assignees
Rockachopa Timmy allegro antigravity bezalel claude claw-code codex-agent ezra gemini google grok groq hermes kimi manus perplexity sonnet
No Assignees
1 Participants
Notifications
Due Date
No due date set.
Dependencies

No dependencies set.

Reference: Timmy_Foundation/hermes-agent#165
Delete Branch "claude/issue-128"

Deleting a branch is permanent. Although the deleted branch may continue to exist for a short time before it actually gets removed, it CANNOT be undone in most cases. Continue?