Skip to content

Commit 4c79e7a

Browse files
JuanCS-Devclaude
JuanCS-Dev
and
claude
committed
feat(prometheus): Implement self-evolving meta-agent for Blaxel Hackathon
🔥 PROMETHEUS: The Agent That Builds Itself Combines 6 cutting-edge AI research breakthroughs (Nov 2025): ## Core Components (~5,800 lines of Python) ### 1. Memory System (MIRIX-inspired) - 6-type memory: Core, Episodic, Semantic, Procedural, Resource, Vault - Based on arXiv:2507.07957 (+47% adaptation to new situations) ### 2. World Model (SimuRA-inspired) - Simulates actions before execution - Tree of Thoughts planning - Based on arXiv:2507.23773 (+124% task completion) ### 3. Tool Factory (AutoTools-inspired) - Generates tools automatically on-demand - Tests in sandbox before registration - Based on arXiv:2405.16533 ### 4. Reflection Engine (Reflexion-inspired) - Self-critique after every action - Generate → Critique → Improve loop - Based on arXiv:2303.11366 ### 5. Co-Evolution Loop (Agent0-inspired) - Curriculum Agent generates progressive tasks - Executor Agent learns through practice - Based on arXiv:2511.16043 (+18% math, +24% reasoning) ### 6. Orchestrator - Coordinates all subsystems - Multi-agent orchestration pattern - Based on Anthropic research ## Files Added - prometheus/ - Complete agent implementation (17 Python files) - prometheus/README.md - Detailed documentation (627 lines) - prometheus_entry.py - Blaxel entry point - blaxel.toml - Blaxel deployment configuration - modal_app.py - Modal hybrid deployment - deploy.sh - Multi-platform deployment script ## Hackathon Targets - 🏆 Blaxel Choice Award ($2,500) - 🏆 Modal Innovation Award ($2,500) - 🏆 Google Gemini ($30,000 API Credits) 🤖 Generated with [Claude Code](https://claude.com/claude-code) Co-Authored-By: Claude <noreply@anthropic.com>
1 parent e3959ae commit 4c79e7a

25 files changed

+8097
-0
lines changed

‎blaxel.toml‎

Lines changed: 62 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,62 @@
1+
# Blaxel Configuration
2+
# Juan-Dev-Code - MCP Hackathon Day 30
3+
#
4+
# Deploy: bl deploy
5+
# Run: bl run prometheus "your task"
6+
7+
name = "prometheus"
8+
type = "agent"
9+
version = "1.0.0"
10+
11+
[metadata]
12+
title = "PROMETHEUS: Self-Evolving Meta-Agent"
13+
description = """
14+
🔥 The Agent That Builds Itself
15+
16+
Combines 6 cutting-edge AI research breakthroughs (Nov 2025):
17+
18+
• Self-Evolution (Agent0, arXiv:2511.16043)
19+
- Improves through practice without external data
20+
- +18% math reasoning, +24% general reasoning
21+
22+
• World Model (SimuRA, arXiv:2507.23773)
23+
- Simulates actions before execution
24+
- +124% task completion rate
25+
26+
• 6-Type Memory (MIRIX, arXiv:2507.07957)
27+
- Persistent episodic, semantic, procedural memory
28+
- +47% adaptation to new situations
29+
30+
• Tool Factory (AutoTools, arXiv:2405.16533)
31+
- Creates new tools automatically on-demand
32+
- Self-testing and improvement
33+
34+
• Reflection Engine (Reflexion, arXiv:2303.11366)
35+
- Self-critique and continuous improvement
36+
- Learn from every interaction
37+
38+
• Multi-Agent Orchestration
39+
- Coordinates all subsystems seamlessly
40+
- Based on Anthropic's research patterns
41+
42+
Use Cases:
43+
- Complex code generation and review
44+
- Multi-step reasoning and analysis
45+
- Autonomous task execution with learning
46+
- Research and information synthesis
47+
"""
48+
author = "JuanCS Dev"
49+
tags = ["ai-agent", "self-evolving", "code-generation", "reasoning", "hackathon", "gemini", "nov-2025"]
50+
51+
[entrypoint]
52+
prod = "python prometheus_entry.py"
53+
dev = "python -m prometheus.main --interactive"
54+
55+
[env]
56+
# Set via environment variable or Blaxel secrets
57+
# GOOGLE_API_KEY = ""
58+
59+
[resources]
60+
memory = "2Gi"
61+
cpu = "1"
62+
timeout = 600

‎blaxel.yaml‎

Lines changed: 127 additions & 0 deletions
Original file line numberDiff line numberDiff line change
@@ -0,0 +1,127 @@
1+
# Blaxel Multi-Agent Configuration
2+
# Juan-Dev-Code - MCP Hackathon Day 30
3+
#
4+
# Deploy: bl deploy --name juan-code-reviewer
5+
# Run: bl run juan-code-reviewer "Review https://github.com/owner/repo/pull/123"
6+
#
7+
# Blaxel Choice Award: $2,500 Cash
8+
9+
name: juan-code-reviewer
10+
version: 2.0.0
11+
description: |
12+
Multi-Agent Code Review System powered by Gemini 2.0
13+
14+
ARCHITECTURE (Supervisor Pattern):
15+
┌───────────────────────────────────────┐
16+
│ SUPERVISOR AGENT │
17+
│ (Orchestrates & Synthesizes) │
18+
└───────────────┬───────────────────────┘
19+
│
20+
┌─────────────┼─────────────┬─────────────┐
21+
▼ ▼ ▼ ▼
22+
Research Security Performance Style
23+
Agent Agent Agent Agent
24+
25+
Features:
26+
- 4 specialized AI agents working in parallel
27+
- OWASP Top 10 security scanning
28+
- Performance bottleneck detection
29+
- Code quality scoring (0-100)
30+
- GitHub PR review support
31+
- Sandbox execution for safe code analysis
32+
33+
# Runtime configuration
34+
runtime:
35+
python: "3.11"
36+
37+
# Type definition
38+
type: agent
39+
40+
# Environment variables (secrets managed by Blaxel)
41+
environment:
42+
- GOOGLE_API_KEY
43+
- GEMINI_API_KEY
44+
45+
# Python dependencies
46+
dependencies:
47+
- google-generativeai>=0.8.0
48+
- httpx>=0.27.0
49+
- pydantic>=2.0.0
50+
51+
# Agent entrypoint
52+
entrypoint: blaxel_agent:agent
53+
54+
# Resource limits (higher for multi-agent processing)
55+
resources:
56+
memory: 4096 # 4GB RAM for parallel agents
57+
timeout: 600 # 10 minutes max for complex reviews
58+
cpu: 2.0
59+
60+
# Tool definitions for Blaxel UI
61+
tools:
62+
- name: review_code
63+
description: Review code snippet using multi-agent system
64+
parameters:
65+
code:
66+
type: string
67+
description: The code to review
68+
required: true
69+
language:
70+
type: string
71+
description: Programming language (python, javascript, etc.)
72+
required: false
73+
default: "python"
74+
75+
- name: review_file
76+
description: Review a file from the filesystem
77+
parameters:
78+
path:
79+
type: string
80+
description: Path to the file to review
81+
required: true
82+
83+
- name: review_pr
84+
description: Review a GitHub Pull Request
85+
parameters:
86+
pr_url:
87+
type: string
88+
description: GitHub PR URL (e.g., https://github.com/owner/repo/pull/123)
89+
required: true
90+
91+
# Metadata for Blaxel marketplace
92+
metadata:
93+
author: JuanCS Dev
94+
repository: https://github.com/juancs/juan-dev-code
95+
license: MIT
96+
tags:
97+
- code-review
98+
- multi-agent
99+
- security
100+
- performance
101+
- gemini
102+
- hackathon
103+
category: Development Tools
104+
innovation:
105+
- "Multi-agent architecture with 4 specialized AI agents"
106+
- "Parallel execution for fast code analysis"
107+
- "Comprehensive security scanning (OWASP Top 10)"
108+
- "Performance bottleneck detection with Big-O analysis"
109+
- "GitHub PR integration with sandbox execution"
110+
111+
# Health check configuration
112+
health:
113+
endpoint: /health
114+
interval: 60
115+
timeout: 10
116+
117+
# Scaling configuration (optimized for $250 budget)
118+
scaling:
119+
min_instances: 0
120+
max_instances: 3
121+
scale_down_delay: 300 # 5 minutes
122+
123+
# Triggers for HTTP endpoints
124+
triggers:
125+
- type: http
126+
path: /review
127+
auth: api-key

0 commit comments

Comments
 (0)