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Agent Model Updates - Performance Improvements #27

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opened 2026-04-05 22:25:31 +00:00 by NW · 3 comments
NW commented 2026-04-05 22:25:31 +00:00
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Summary

Updated agent models based on research findings for improved performance and efficiency.

Changes

Agent Old Model New Model Impact
capability-analyst nemotron-3-super (IF:85, score:64) qwen3.6-plus:free (IF:90, score:79) +23% quality
requirement-refiner nemotron-3-super (score:60) glm-5 (score:80) +33% quality
agent-architect nemotron-3-super (score:67) qwen3.6-plus:free (score:82) +22% quality
evaluator nemotron-3-super (score:78) qwen3.6-plus:free (score:81) +4% quality

Benefits

  • FREE models: qwen3.6-plus:free via OpenRouter (1M context)
  • Better quality: Average +18% improvement
  • Larger context: 130K ? 1M context window
  • Cost savings: Free tier models reduce API costs

Files Changed

  • .kilo/agents/agent-architect.md
  • .kilo/agents/capability-analyst.md
  • .kilo/agents/evaluator.md
  • .kilo/agents/requirement-refiner.md
  • .kilo/capability-index.yaml

This issue tracks agent evolution improvements.

## Summary Updated agent models based on research findings for improved performance and efficiency. ## Changes | Agent | Old Model | New Model | Impact | |-------|-----------|-----------|--------| | capability-analyst | nemotron-3-super (IF:85, score:64) | qwen3.6-plus:free (IF:90, score:79) | +23% quality | | requirement-refiner | nemotron-3-super (score:60) | glm-5 (score:80) | +33% quality | | agent-architect | nemotron-3-super (score:67) | qwen3.6-plus:free (score:82) | +22% quality | | evaluator | nemotron-3-super (score:78) | qwen3.6-plus:free (score:81) | +4% quality | ## Benefits - **FREE models**: qwen3.6-plus:free via OpenRouter (1M context) - **Better quality**: Average +18% improvement - **Larger context**: 130K ? 1M context window - **Cost savings**: Free tier models reduce API costs ## Files Changed - .kilo/agents/agent-architect.md - .kilo/agents/capability-analyst.md - .kilo/agents/evaluator.md - .kilo/agents/requirement-refiner.md - .kilo/capability-index.yaml --- _This issue tracks agent evolution improvements._
NW commented 2026-04-05 22:29:27 +00:00
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?? Agent Evolution Report

Model Changes

Agent Previous Model New Model Quality Change
capability-analyst nemotron-3-super qwen3.6-plus:free +23%
requirement-refiner nemotron-3-super glm-5 +33%
agent-architect nemotron-3-super qwen3.6-plus:free +22%
evaluator nemotron-3-super qwen3.6-plus:free +4%

Benefits

  • FREE models via OpenRouter (qwen3.6-plus)
  • 1M context window (vs 130K)
  • IF:90 score for structured output
  • Average +18% quality improvement

Files Updated

  • .kilo/agents/agent-architect.md
  • .kilo/agents/capability-analyst.md
  • .kilo/agents/evaluator.md
  • .kilo/agents/requirement-refiner.md
  • .kilo/capability-index.yaml
  • agent-evolution/data/agent-versions.json

Evolution History

All changes recorded to agent-versions.json with timestamps and rationales.

New Workflow

Created /.kilo/commands/evolution.md for tracking future model improvements.

## ?? Agent Evolution Report ### Model Changes | Agent | Previous Model | New Model | Quality Change | |-------|---------------|-----------|-----------------| | capability-analyst | nemotron-3-super | qwen3.6-plus:free | **+23%** | | requirement-refiner | nemotron-3-super | glm-5 | **+33%** | | agent-architect | nemotron-3-super | qwen3.6-plus:free | **+22%** | | evaluator | nemotron-3-super | qwen3.6-plus:free | **+4%** | ### Benefits - **FREE models** via OpenRouter (qwen3.6-plus) - **1M context** window (vs 130K) - **IF:90** score for structured output - **Average +18%** quality improvement ### Files Updated - .kilo/agents/agent-architect.md - .kilo/agents/capability-analyst.md - .kilo/agents/evaluator.md - .kilo/agents/requirement-refiner.md - .kilo/capability-index.yaml - agent-evolution/data/agent-versions.json ### Evolution History All changes recorded to agent-versions.json with timestamps and rationales. ### New Workflow Created /.kilo/commands/evolution.md for tracking future model improvements.
NW commented 2026-04-05 22:56:42 +00:00
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? Model Testing Results

All models tested and working correctly:

OpenRouter Models (FREE tier)

Model Agent Test Result
openrouter/qwen/qwen3.6-plus:free evaluator ? Working (Score: 9/10)
openrouter/qwen/qwen3.6-plus:free product-owner ? Working (Structured output)
openrouter/qwen/qwen3.6-plus:free prompt-optimizer ? Working (Prompt analysis)
openrouter/qwen/qwen3-coder:free lead-developer ? Working

Ollama Models (Subscription)

Model Agent Test Result
ollama-cloud/glm-5 requirement-refiner ? Working (Full User Story)
ollama-cloud/glm-5 system-analyst ? Working (API spec)
ollama-cloud/qwen3-coder:480b code agents ? Working

Fixed Issues

  1. Path format: Changed to
  2. Files updated: 10 files with incorrect paths fixed

Commits

All agents now use correct model paths and respond properly.

## ? Model Testing Results All models tested and working correctly: ### OpenRouter Models (FREE tier) | Model | Agent | Test Result | |-------|-------|-------------| | openrouter/qwen/qwen3.6-plus:free | evaluator | ? Working (Score: 9/10) | | openrouter/qwen/qwen3.6-plus:free | product-owner | ? Working (Structured output) | | openrouter/qwen/qwen3.6-plus:free | prompt-optimizer | ? Working (Prompt analysis) | | openrouter/qwen/qwen3-coder:free | lead-developer | ? Working | ### Ollama Models (Subscription) | Model | Agent | Test Result | |-------|-------|-------------| | ollama-cloud/glm-5 | requirement-refiner | ? Working (Full User Story) | | ollama-cloud/glm-5 | system-analyst | ? Working (API spec) | | ollama-cloud/qwen3-coder:480b | code agents | ? Working | ### Fixed Issues 1. **Path format**: Changed to 2. **Files updated**: 10 files with incorrect paths fixed ### Commits All agents now use correct model paths and respond properly.
NW commented 2026-04-05 23:25:06 +00:00
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✅ Already completed

This issue was implemented in previous commits. Agent models have been updated.

Closing as completed.

## ✅ Already completed This issue was implemented in previous commits. Agent models have been updated. Closing as completed.
NW closed this issue 2026-04-05 23:25:07 +00:00
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Reference: UniqueSoft/APAW#27
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