Mark/mesh-seed
1
0
Fork 0
Code Issues Pull requests Projects Releases Packages Wiki Activity Actions

[Phase 1] Evolution - Self-Improvement #28

New issue
Closed
opened 2026-03-14 18:59:12 +00:00 by Mark · 1 comment
Mark commented 2026-03-14 18:59:12 +00:00
Owner
Copy link

Phase 1: Evolution (Weeks 5-8)

Goal: Self-improvement mechanisms active
Status: 🔴 Not Started
Depends on: Phase 0 completion

Daily Operations

Rumination Script

  • #14 Daily rumination script (enhance existing)
    • Promote experimental → stable (>100 calls, >0.95 success)
    • Demote stable → experimental (>14 days unused)
    • Replay sample of history for opportunities
    • Cron: 0 3 * * *

Championship System

  • #15 Weekly championship tournament (enhance existing)
    • Run weekly (Friday 2pm)
    • Defenders: current stable capabilities
    • Challengers: experimental variants
    • Sample historic problems as test set
    • Promote winners, demote losers

Model Specialization

  • #18 Model spec analysis for fine-tuning candidates
    • Identify high-volume capabilities (>1000 calls/month)
    • Evaluate fine-tune ROI
    • Trigger distillation when break-even < 3 months
    • Track specialist model performance
    • Pipeline: 70B → 7B → 1B specialization

Experimental Pool

  • Add capability to _nerve/ and have it compete
  • A/B testing between variants
  • Detect repeated execution patterns
  • Save pathway candidates to registry
  • Re-execute historic intents with new capabilities

Dependencies

Phase 0 (MVP) COMPLETE → This phase
#14 Rumination → #15 Championship (weekly tournament)
#18 Model analysis → Fine-tuning pipeline

Success Metrics

  • 1 capability promoted per month
  • 10% cost reduction vs baseline
  • Pathway success rate > 0.90
  • 3+ stable, 2+ experimental capabilities

Acceptance Criteria

  • Daily rumination runs automatically
  • Weekly championship produces measurable results
  • Experimental capabilities can be added and compete
  • Model specialization ROI is tracked
## Phase 1: Evolution (Weeks 5-8) **Goal:** Self-improvement mechanisms active **Status:** 🔴 Not Started **Depends on:** Phase 0 completion ## Daily Operations ### Rumination Script - [ ] #14 Daily rumination script (enhance existing) - Promote experimental → stable (>100 calls, >0.95 success) - Demote stable → experimental (>14 days unused) - Replay sample of history for opportunities - Cron: 0 3 * * * ### Championship System - [ ] #15 Weekly championship tournament (enhance existing) - Run weekly (Friday 2pm) - Defenders: current stable capabilities - Challengers: experimental variants - Sample historic problems as test set - Promote winners, demote losers ## Model Specialization - [ ] #18 Model spec analysis for fine-tuning candidates - Identify high-volume capabilities (>1000 calls/month) - Evaluate fine-tune ROI - Trigger distillation when break-even < 3 months - Track specialist model performance - Pipeline: 70B → 7B → 1B specialization ## Experimental Pool - [ ] Add capability to `_nerve/` and have it compete - [ ] A/B testing between variants - [ ] Detect repeated execution patterns - [ ] Save pathway candidates to registry - [ ] Re-execute historic intents with new capabilities ## Dependencies ``` Phase 0 (MVP) COMPLETE → This phase #14 Rumination → #15 Championship (weekly tournament) #18 Model analysis → Fine-tuning pipeline ``` ## Success Metrics - [ ] 1 capability promoted per month - [ ] 10% cost reduction vs baseline - [ ] Pathway success rate > 0.90 - [ ] 3+ stable, 2+ experimental capabilities ## Acceptance Criteria - Daily rumination runs automatically - Weekly championship produces measurable results - Experimental capabilities can be added and compete - Model specialization ROI is tracked
Mark commented 2026-03-14 20:17:58 +00:00
Author
Owner
Copy link

✅ PHASE 1 COMPLETE - Evolution Self-Improvement

Completion Date: 2026-03-14

Issues Closed

  • ✅ #14 - Daily rumination script (SQLite + logging)
  • ✅ #15 - Weekly championship tournament (real execution)
  • ✅ #18 - Model spec analysis for fine-tuning candidates

Deliverables

1. Daily Rumination (evolution/promote.py)

  • SQLite ledger integration
  • Cron: 3am daily
  • Logs to logs/rumination.log
  • Auto-promote: >100 calls + >0.95 success
  • Auto-demote: >14 days unused

2. Weekly Championship (evolution/championship.py)

  • SQLite ledger integration
  • Cron: Friday 2pm
  • Logs to logs/championship.log
  • Real capability execution
  • Promote: >5% improvement
  • Demote: <0.7 success rate

3. Model Analysis (evolution/model_analysis.py)

  • Fine-tuning ROI calculator
  • Break-even analysis (<3 months threshold)
  • Distillation recommendations (70B→7B→1B)
  • Console/JSON/Markdown output
  • specs/model-specialization.md

Testing

  • tests/evolution/test_promote.py
  • tests/evolution/test_championship.py
  • tests/evolution/test_model_analysis.py
  • All tests passing

Cron Setup

# Daily rumination at 3am
0 3 * * * cd /path/to/mesh-seed && python evolution/promote.py --quiet

# Weekly championship Friday 2pm
0 14 * * 5 cd /path/to/mesh-seed && python evolution/championship.py

Next Phase

Phase 2: Federation (#29) is now unblocked

  • Multi-node mesh (#19)
  • Tailnet service discovery (#7)
  • N8N/Forgejo integration

Status: READY FOR PHASE 2

## ✅ PHASE 1 COMPLETE - Evolution Self-Improvement **Completion Date:** 2026-03-14 ### Issues Closed - ✅ #14 - Daily rumination script (SQLite + logging) - ✅ #15 - Weekly championship tournament (real execution) - ✅ #18 - Model spec analysis for fine-tuning candidates ### Deliverables **1. Daily Rumination** (evolution/promote.py) - SQLite ledger integration - Cron: 3am daily - Logs to logs/rumination.log - Auto-promote: >100 calls + >0.95 success - Auto-demote: >14 days unused **2. Weekly Championship** (evolution/championship.py) - SQLite ledger integration - Cron: Friday 2pm - Logs to logs/championship.log - Real capability execution - Promote: >5% improvement - Demote: <0.7 success rate **3. Model Analysis** (evolution/model_analysis.py) - Fine-tuning ROI calculator - Break-even analysis (<3 months threshold) - Distillation recommendations (70B→7B→1B) - Console/JSON/Markdown output - specs/model-specialization.md ### Testing - tests/evolution/test_promote.py - tests/evolution/test_championship.py - tests/evolution/test_model_analysis.py - All tests passing ### Cron Setup ```bash # Daily rumination at 3am 0 3 * * * cd /path/to/mesh-seed && python evolution/promote.py --quiet # Weekly championship Friday 2pm 0 14 * * 5 cd /path/to/mesh-seed && python evolution/championship.py ``` ### Next Phase **Phase 2: Federation** (#29) is now unblocked - Multi-node mesh (#19) - Tailnet service discovery (#7) - N8N/Forgejo integration **Status:** READY FOR PHASE 2
Mark closed this issue 2026-03-14 20:17:59 +00:00
Sign in to join this conversation.
No Branch/Tag specified
Branches Tags
main
mesh-seed#142-gate-verify-pass-07b1f89
Labels
Clear labels   
blocked:children

   
blocked:commit-ready-failed

   
blocked:depends-231

Depends on #231 (Discord Bot Foundation) landing first. Do not pick until #231 is closed.

  
blocked:depends-236

Depends on #236 (Phase 1) landing first. Do not pick until #236 is closed.

  
blocked:depends-237

Depends on #237 (Phase 2) landing first. Do not pick until #237 is closed.

  
blocked:depends-238

Depends on #238 (Phase 3) landing first. Do not pick until #238 is closed.

  
blocked:depends-239

Depends on #239 (Phase 4) landing first. Do not pick until #239 is closed.

  
blocked:gate-fetch

   
blocked:gate-fetch

   
blocked:gate-lint

   
blocked:gate-research

   
blocked:needs-attention

Janitor escalated: pipeline terminated without producing expected changes. Human review required.

  
blocked:needs-decision

   
blocked:no-changes

   
blocked:no-procedure

   
blocked:preflight

Preflight check failed

  
blocked:verify-failed

   
bug

Something is broken

  
enhancement

New feature or request

  
feature-request

   
high-priority

Critical path items

  
in-progress

Issue is currently being worked on by a quickfix runner

  
lint-cleanup

Repo lint baseline is dirty

  
needs-decompose

   
needs-triage

   
ops-retry

   
ops-task

Operations task — install, configure, deploy, API calls

  
phase-5

Phase 5 Self-Building Infrastructure

  
quickfix

Pipe to opencode for direct fix

  
security/medium

Medium severity security issue

  
self-building

Autonomous code generation and self-improvement

  
triage-approved

Approved by triage — queued for fixer pipeline

No labels
blocked:children
blocked:commit-ready-failed
blocked:depends-231
blocked:depends-236
blocked:depends-237
blocked:depends-238
blocked:depends-239
blocked:gate-fetch
blocked:gate-fetch
blocked:gate-lint
blocked:gate-research
blocked:needs-attention
blocked:needs-decision
blocked:no-changes
blocked:no-procedure
blocked:preflight
blocked:verify-failed
bug
enhancement
feature-request
high-priority
in-progress
lint-cleanup
needs-decompose
needs-triage
ops-retry
ops-task
phase-5
quickfix
security/medium
self-building
triage-approved
Milestone
Clear milestone
No items
No milestone
Projects
Clear projects
No items
No project
Assignees
Clear assignees
No assignees
1 participant
Notifications
Due date
The due date is invalid or out of range. Please use the format "yyyy-mm-dd".

No due date set.

Dependencies

No dependencies set.

Reference
Mark/mesh-seed#28
No description provided.