Tunet Cognition / AI systems

Tunet Cognition. agent layers.

/// AI_STACK Tunet Cognition is built across two subcategories: Arxis modules for memory, cache, and verified decoding, and Agent Systems for execution layers, workflows, integrations, and skills.

A) ARXIS MODULES

Memory, cache, and verified decoding

Core packages that make model behavior easier to reason about, demonstrate, and reuse.

B) AGENT SYSTEMS

Execution layers and skills for reliable agents

Workflow infrastructure for agents, integrations, reusable skills, and reliable hand-offs between intelligent systems.

Cognition catalogue

Arxis modules and agent systems.

Browse the AI pillar by capability, then narrow by maturity or technical concern. The catalogue separates foundational Arxis modules from the agent execution systems growing around them.

Model intelligence

Foundational modules that improve how models remember, allocate, and decide.

Agent systems

Execution frameworks and skills that extend existing agents into reliable workflows.

adaptive-memory

Learned memory management

Predictive prefetching, adaptive compression, and intelligent caching for inference workloads.

OPEN PACKAGE →

pama-cache

Learned KV-cache allocation

Neural policy routing to keep, compress, or evict context under strict memory budgets.

OPEN PACKAGE →

verified-decoding

Differentiable constraints

Guides generation using learned world models and logit repair instead of rigid grammar masking.

OPEN PACKAGE →

agent-execution-layer

Reliable agent workflows

A growing execution layer for agent workflows, integrations, reusable skills, and reliable hand-offs between intelligent systems.

PLANNED