The Engineering Stack We Work With
We don't use fragile wrappers. Kodra Labs leverages battle-tested frameworks, kernel-level GPU acceleration, and modern frontier models to build production systems.
The Technologies We Work With
We work directly with official frontier models, low-level inference acceleration runtimes, and distributed state graphs.
Claude 3.5 Sonnet
Frontier reasoning engine for complex agentic tool use & multi-step coding.
OpenAI GPT-4o
Omni multimodal model for high-speed structured extraction and dialogue.
LLaMA 3.3 70B
Open-weight powerhouse for local deployment, private finetuning & AWQ quantization.
DeepSeek-R1
Reinforcement learning distilled reasoning model for specialized mathematical & logic tasks.
Gemini 1.5 Pro
2M-token ultra-long context window and native video/audio understanding.
LangGraph
Cyclic state graphs for deterministic multi-agent orchestration and human-in-the-loop flows.
AutoGen
Conversational multi-agent patterns for complex problem decomposition and code execution.
CrewAI
Role-based autonomous agent workforces with delegation and memory synchronization.
PydanticAI
Type-safe, validated agent engineering framework backed by Pydantic validation.
vLLM
High-throughput serving engine with PagedAttention and continuous batching on GPU clusters.
TensorRT-LLM
NVIDIA-accelerated kernel compiler for sub-50ms inference latency.
CUDA 12.4 & PyTorch
Low-level tensor acceleration and distributed training/inference pipeline orchestration.
Unsloth & LoRA
Ultra-fast parameter-efficient fine-tuning with 80% memory reduction.
Qdrant
Ultra-fast vector search engine with payload filtering and high-dimensional indexing.
Neo4j Graph DB
Graph database powering multi-hop entity reasoning to eliminate RAG hallucination.
pgvector (PostgreSQL)
ACID-compliant relational storage with integrated vector embeddings for enterprise data.
Python 3.12 & FastAPI
Asynchronous high-concurrency microservices, gRPC interfaces, and streaming WebSockets.
Docker & Kubernetes
Containerized sandbox execution nodes and production cluster orchestration.
Next.js 15 & TypeScript
Full-stack server-rendered web applications with real-time streaming interfaces.
Supabase & Redis
Instant realtime datastore, distributed caching, pub/sub, and secure user sessions.
How Our Stack Integrates
A cohesive 5-tier architecture powering 24/7 autonomous intelligence
01. Frontier & Local Models
Optimized model selection tailored to task reasoning complexity and token economics.
02. Multi-Agent State Graph
Deterministic cyclical agent topologies with isolated Docker sandboxing and test synthesis.
03. Inference & Hardware Acceleration
Sub-100ms P95 latency via PagedAttention, continuous batching, and 4-bit AWQ quantization.
04. Hybrid Vector & Graph Retrieval
Multi-hop graph traversal combined with dense/sparse vector indexing to eliminate hallucinations.
05. Full-Stack & Orchestration
Real-time streaming WebSockets, reactive interfaces, and enterprise-grade security.
Need specific stack compatibility?
We deploy across AWS, GCP, Azure, or on-premise NVIDIA GPU nodes.