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AEGIS

Autonomous Cognitive Agent

A persistent AI agent that thinks like a co-founder, not a chatbot. Multi-model routing, 3-tier memory, autonomous operations, and economic alignment -- running 24/7 on Cloudflare Workers.

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Multi-Model Routing Pipeline

Every request is classified, evaluated for complexity, and routed to the optimal model based on cost and capability.

Input
Message + conversation context
Phase 1: Classify
Workers AI (free) with Groq fallback
Returns: pattern, complexity, needs_tools, confidence
Free tier
Trust
Confidence ≥ 0.80
Proceed to memory lookup
Verify
Confidence 0.50–0.79
Re-classify via Groq logprobs
Escalate
Confidence < 0.50
Skip memory, bump executor tier
Phase 2: Procedural Memory
Lookup learned procedure by classification + complexity
Mature procedure? Use its proven executor. Otherwise fall through.
Phase 3: Complexity-Aware Default Routing
Direct
Heartbeat
Free
Workers AI
Simple, no tools
Free
Groq
Greetings
Cheap
GPT-OSS 120B
Tool calling, BizOps
Cheap
Claude Sonnet
Complex reasoning
Premium
Claude Opus
Deep multi-step
Premium
Composite
4-model pipeline
Multi-model
Free tier
Low cost
Premium
Composite (Groq → Workers AI → Groq → Claude)

Core Capabilities

3-Tier Memory

Semantic memory via Vectorize for concept retrieval. Episodic memory in D1 for conversation history. Procedural learning that improves routing over time.

Vectorize D1 Procedural

Multi-Model Routing

Six-plus models available. Complexity-aware classification routes each request to the cheapest model that can handle it, with confidence-based escalation.

6+ Models Cost-aware Escalation

Autonomous Operations

Heartbeat monitoring, goal execution, memory reflection, and operator logs. AEGIS runs scheduled tasks, manages its own agenda, and flags issues proactively.

Heartbeat Goals Reflection

Economic Alignment

Operates with a 3% equity stake mindset. Every routing decision weighs cost against quality. Thinks like a co-founder managing burn rate, not a tool burning tokens.

3% Equity Cost routing Operator

Live Health Check

Real-time data from the AEGIS /health endpoint.

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Tech Stack

Cloudflare Workers Runtime
D1 Database
Vectorize Semantic Memory
Workers AI Classification
Groq Fast Inference
Claude Complex Reasoning
GPT General Tasks

Explore AEGIS

AEGIS is an ongoing project -- a persistent AI agent that evolves with every interaction. Check out the source code or head back to the projects page.

View on GitHub Back to Projects