A) ARXIS MODULES
Memory, cache, and verified decoding
Core packages that make model behaviour easier to inspect, constrain, benchmark, and reuse.
Tunet Cognition / AI systems
Cognition. operational AI.
/// AI_STACK Tunet Cognition is where model behaviour becomes usable infrastructure: Arxis modules for memory, cache, and verified decoding, plus Agent Systems for workflows, integrations, execution layers, and skills.
B) AGENT SYSTEMS
Execution layers and skills for reliable agents
Execution infrastructure for agents that need repeatable workflows, trusted hand-offs, reusable skills, and clear operating boundaries.
Cognition catalogue
Arxis modules, agent systems, and operational AI patterns.
Search the current Cognition work or switch between the two useful families: Arxis modules for model behaviour, and Agent Systems for execution.
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 →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-execution-layer
Reliable agent workflows
A growing execution layer for agent workflows, integrations, reusable skills, and reliable hand-offs between intelligent systems.
PLANNEDinfraglyph
Cross-repository lineage for agents
A source-grounded whitepaper on making multi-surface software workflows explicit, local, and queryable by coding agents.
OPEN PAPER ->No Cognition systems match that filter yet.