Complete AI/ML Technology Stack

Every AI/ML Technology
We Use & Research

From production transformers powering millions of daily inferences to experimental quantum-inspired algorithms—a complete taxonomy of our AI/ML stack

70+
Technologies
10M+
Daily Inferences
2M+
Files Analyzed
99.9%
Uptime
MATURE (2024)

Production-Ready Standards

EMERGING (2025)

Proven But Still Being Adopted

CUTTING EDGE (2026+)

Research/Early Experiments

Quick Reference Matrix

Technology evolution across maturity levels

Category
Mature
Emerging
Cutting Edge
Attention Mechanisms
Multi-Head
GQA, FlashAttention, MLA
Expected Attention, KANs
Reasoning
Prompting
CoT, Test-Time Compute
ParaThinker, Meta-Reasoning
Retrieval
Vector RAG
Graph RAG
Agentic/Causal/Multimodal RAG
Agents
Single-agent
Multi-agent orchestration
Neurosymbolic agents
Memory
Fixed context
Paged/Hierarchical
Infinite context, Episodic
Architectures
Transformers
MoE, Speculative Decode
Mamba/SSMs, Liquid Networks
Verification
Testing
Program Synthesis
Formal Methods + AI
Training
RLHF
Online RL, PRM
Federated Learning

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