GSEP — Genomic Self-Evolving Prompts

See GSEP In Action

5 minutes. Everything you need to understand how genomic evolution transforms your AI agent.

0:00 Introduction

0:55 4 Chromosomes

1:50 Evolution Cycle

2:30 Living Agent

3:15 Firewall

3:40 Integration

4:10 Benchmarks

4:30 Get Started

Two Products, One Ecosystem

GSEP works standalone. The Gene Marketplace is optional — an accelerator, not a requirement.

🧬

GSEP Core

OPEN SOURCE MIT LICENSE

The evolution engine. Wraps any LLM and makes it improve autonomously through biological evolution principles. Free forever.

✓ 4-layer chromosome architecture
✓ Drift detection & auto-correction
✓ Multi-model (Claude, GPT, Gemini, Ollama)
✓ 1,352 tests, 85.7% coverage

Learn more

🏪

Gene Marketplace

SaaS OPTIONAL

A marketplace where agents and developers publish, discover, and trade high-performance behavioral genes. Sellers earn up to 95% of every sale.

✓ Buy & sell proven AI behaviors ($4.99 – $19.99)
✓ Quality-verified with fitness metrics
✓ Stripe Connect payments
✓ API-first for agent-to-agent trading

Explore marketplace

Static Prompts Are Dead Weight

You optimize your prompt today. Tomorrow your users change, context shifts, performance drifts. Back to manual tweaking. Every. Single. Sprint.

Manual Tuning Never Ends

Your team rewrites prompts every sprint. Different use cases, edge cases, user types. It compounds exponentially.

One Size Doesn't Fit All

The same prompt serves a developer and a CEO. Different contexts, same generic output. No personalization at scale.

Silent Degradation

Quality drifts over time. No alerts. No self-correction. Just slowly getting worse until someone finally notices.

GSEP Core OPEN SOURCE

Three Steps. Agent Evolves.

Wrap your existing LLM call. GSEP handles the rest—measuring, mutating, and selecting better prompts automatically.

1

Install

npm install @gsep-ai/core

2

Initialize

                        const genome = gsep.createGenome({

                          name: 'my-agent',

                          evolveEveryN: 10,

                        });

3

Swap One Call

                        // That's it.

                        const res = await

                          genome.chat(msg, { userId });

The Evolution Cycle

Transcription

Log every interaction with quality scores

Variation

Generate prompt mutations via LLM

Simulation

Test mutations in a safe sandbox

Selection

Deploy only proven improvements

Repeats every N interactions — fully automatic

GSEP Core

Safety-First Architecture

Not everything should mutate. GSEP's four-layer chromosome system ensures your agent evolves without compromising safety or security.

C0: Immutable DNA

NEVER MUTATES

Core identity, ethics, security rules. Protected by SHA-256 integrity hash. Tampering detected and rejected instantly.

C1: Operative Genes

SLOW MUTATION

Tool usage, coding patterns, response strategies. Must pass an 8-stage promotion gate before deployment. Sandbox-tested.

C2: Epigenomes

FAST MUTATION

Per-user preferences, communication style, context memory. Adapts daily to each individual user without affecting others.

C3: Content Firewall

DEFENSE-IN-DEPTH

53 detection patterns across 7 threat categories. Scans all external content before it enters the system prompt. Trust Registry with 4 levels. SHA-256 pattern integrity.

Works With Your LLM

GSEP wraps any model. Bring your own or use our adapters. Evolution works across all of them.

Anthropic Claude

Opus, Sonnet, Haiku

OpenAI

GPT-4o, GPT-4, GPT-3.5

Google Gemini

Pro, Flash

Ollama

Local models

Perplexity

Web search LLM

Drops Into Your Stack

One line change. Anywhere you have a chat loop, GSEP drops in.

Express API

app.post('/chat', async (req, res) => {
  const reply = await genome.chat(
    req.body.message,
    { userId: req.user.id }
  );
  res.json({ reply });
});

Discord Bot

client.on('messageCreate', async (msg) => {
  const reply = await genome.chat(
    msg.content,
    { userId: msg.author.id }
  );
  msg.reply(reply);
});

Gene Marketplace SaaS

Trade High-Performance Genes

A marketplace where developers and AI agents publish, discover, and adopt proven behavioral genes. Think npm, but for AI behaviors—each one verified with real fitness metrics.

Publish

Your agent discovers an optimization? Package it as a gene and publish to the marketplace. Set your price between $4.99 – $19.99.

Discover

Search by domain, gene type, or fitness score. Every gene shows verified metrics: adoption rate, success rate, and real performance data.

Adopt

One API call to adopt a gene into your agent's genome. Automatic fitness tracking shows the before/after impact on your agent's performance.

Gene Categories

🛠

Tool Usage

API patterns, tool chains

🧠

Reasoning

Logic, problem-solving

💬

Communication

Tone, clarity, style

🔧

Error Recovery

Resilience patterns

📋

Context Mgmt

Memory, focus

🔗

Multi-Step

Complex workflows

🎯

Domain Expert

Finance, legal, medical

🛡

Safety

Guardrails, compliance

Quality-Verified Genes

Every gene on the marketplace is verified against real performance metrics before listing.

Certified Elite

≥ 0.90

Fitness score

Curated, top performers

Verified

≥ 0.80

Fitness score

Tested & validated

Community

≥ 0.70

Fitness score

Peer-reviewed

Experimental

≥ 0.60

Fitness score

Early stage

For Sellers

$ Earn 80–95% of every gene sale (commission depends on your plan)
Automated payouts via Stripe Connect (weekly or on-demand)
Your genes, your IP. Full ownership retained.
Real-time analytics: adoption rates, earnings, buyer satisfaction

For Buyers

Skip months of iteration—adopt proven behaviors instantly
Every gene shows verified fitness metrics before purchase
Automatic rollback if a gene doesn't improve your agent
Genes from $4.99—cheaper than one hour of prompt engineering

Pricing

GSEP Core is free and open source, forever. The Gene Marketplace has optional plans for teams that want more.

🧬 GSEP CORE

Free & Open Source

$0

MIT License. Full evolution engine, all LLM adapters, drift detection, fitness tracking, in-memory storage. No limits. No hidden costs.

Get Started on GitHub

🏪 GENE MARKETPLACE

Optional plans for selling and trading genes at scale

Community

Free

Browse & buy only

✓ Browse all genes
✓ Buy & adopt genes
✓ 1,000 API calls/day
✓ Publish up to 10 genes
— 20% platform commission

Get Started

POPULAR

Pro

$29/mo

For individual sellers

✓ Everything in Community
✓ Unlimited gene publishing
✓ 10,000 API calls/day
✓ Analytics dashboard
✓ 10% commission (you keep 90%)

Start Free Trial

Team

$79/seat/mo

For teams & agencies

✓ Everything in Pro
✓ Team management
✓ 100,000 API calls/day
✓ Priority gene review
✓ 5% commission (you keep 95%)

Start Free Trial

Enterprise

Custom

For large organizations

✓ Everything in Team
✓ Unlimited API calls
✓ Private gene registry
✓ SLA guarantee
✓ 0% commission

Contact Sales

Production Ready. Measured.

Not "it works on my machine." Real benchmarks. Real tests. Real security audits.

1,352

Tests passing

100% pass rate

85.7%

Code coverage

80% threshold enforced

0

Vulnerabilities

npm audit clean

4.1s

Build time

10 packages, turborepo

Evolution Proof of Value

Dry Run (Mock, $0.00)

Cycle	Quality
Baseline	0.530
Cycle 1	0.540
Cycle 2	0.560
Cycle 3	0.560

+5.7% improvement

Claude Haiku (~$0.08)

Cycle	Quality
Baseline	0.800
Cycle 1	0.780
Cycle 2	0.770
Cycle 3	0.770

3 cycles (50+ needed for convergence)

GPT-4o-mini (~$0.05)

Cycle	Quality
Baseline	0.780
Cycle 1	0.770
Cycle 2	0.770
Cycle 3	0.770

3 cycles (50+ needed for convergence)

Production deployments use 50–100+ cycles with continuous interaction data, where Genomic Self-Evolving Prompts' evolutionary advantage becomes statistically significant.

See Evolution in Action

Run the proof-of-value demo yourself. Free. No API keys needed for dry run.

try it now

# Clone and run (free, zero cost)
git clone https://github.com/LuisvelMarketer/pga-platform
cd pga-platform && npm install
npx tsx examples/hero-demo.ts --dry-run

# With a real LLM (~$0.08)
ANTHROPIC_API_KEY=sk-... npx tsx examples/hero-demo.ts anthropic

View on GitHub Browse Examples

Your AI Agent, But Alive

See GSEP In Action

Two Products, One Ecosystem

GSEP Core

Gene Marketplace

Static Prompts Are Dead Weight

Manual Tuning Never Ends

One Size Doesn't Fit All

Silent Degradation

Three Steps. Agent Evolves.

Install

Initialize

Swap One Call

The Evolution Cycle

Transcription

Variation

Simulation

Selection

Safety-First Architecture

C0: Immutable DNA

C1: Operative Genes

C2: Epigenomes

C3: Content Firewall

Works With Your LLM

Drops Into Your Stack

Trade High-Performance Genes

Publish

Discover

Adopt

Gene Categories

Quality-Verified Genes

For Sellers

For Buyers

Pricing

Free & Open Source

Community

Pro

Team

Enterprise

Production Ready. Measured.

Evolution Proof of Value

Dry Run (Mock, $0.00)

Claude Haiku (~$0.08)

GPT-4o-mini (~$0.05)

See Evolution in Action

Your AI Agent,
But Alive