Tunet Cognition - Arxis Modules and Agent Systems

Tunet Cognition / Applied AI

Intelligence,
put to work.

Explore the systems behind useful AI: memory, context, constrained generation and the tools that help agents work across real software.

Cognition catalogue

Explore the AI systems.

Explore model behaviour through Arxis, or find tools for agent workflows. Research and planned work are identified separately.

Results: —

Model intelligence

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

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 →

arxis systems paper

Learned memory and constraint-aware decoding

A source-grounded systems paper connecting adaptive-memory, pama-cache, and verified-decoding into one operational AI thesis.

OPEN PAPER ->

Agent systems

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

agent-execution-layer

Reliable agent workflows

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

PLANNED

infraglyph

Cross-repository lineage for agents

A source-grounded whitepaper on making multi-surface software workflows explicit, local, and queryable by coding agents.

OPEN PAPER ->