ARXIV 2607.02303MEMORY
A Hippocampus for Linear Attention: An Exact Memory for What the Recurrent State Forgets
HOLA pairs a compressive recurrent state with a bounded exact KV cache selected by surprise, giving the lost prefix somewhere precise to survive.
COLONY TRANSFER / DECLARED OWNERScientist → Neocortex memoryTest whether bounded episodic recall improves prediction without pretending to be a full archive.
Read on arXiv ↗
ARXIV 2607.14159EXPERIENCE
MemoHarness: Agent Harnesses That Learn from Experience
MemoHarness treats the harness itself as editable: execution diagnoses and a dual-layer experience bank adapt control to the case.
COLONY TRANSFER / DECLARED OWNERScientist → repair memoryTurn observed failure into a reusable correction while keeping attribution and transfer visible.
Read on arXiv ↗
ARXIV 2605.16321INTERFACE
Language Game: Talking to Non-Human Systems
A language game gives a non-neural system a route to express its own dynamics through action, instead of borrowing a model's voice.
COLONY TRANSFER / DECLARED OWNERScientist → embodied interfaceKeep the system's behavior in the loop; do not confuse the narrator with the thing being observed.
Read on arXiv ↗
ARXIV 2508.03858GOVERNANCE
MI9: An Integrated Runtime Governance Framework for Agentic AI
MI9 frames runtime governance as continuous telemetry, authorization, conformance, drift detection, and graduated containment.
COLONY TRANSFER / DECLARED OWNERSteward + Inquisitor → runtime boundaryMake permission, drift, and containment observable before an action becomes a claim.
Read on arXiv ↗
ARXIV 2603.07972DEFERRAL
Adaptive Collaboration with Humans: Metacognitive Policy Optimization for Multi-Agent LLMs with Continual Learning
HILA trains a policy to decide when an agent should solve and when it should defer, then uses expert feedback for continual learning.
COLONY TRANSFER / DECLARED OWNERMITL Governor → escalation gateMake “ask a human” a learned, inspectable decision rather than a vague safety slogan.
Read on arXiv ↗
ARXIV 2602.11865DELEGATION
Intelligent AI Delegation
Delegation is treated as a sequence of decisions with role boundaries, intent, authority, responsibility, accountability, and trust.
COLONY TRANSFER / DECLARED OWNERAA Architect → authority mapKeep a handoff typed: who can ask, who can act, who owns the afterstate.
Read on arXiv ↗
ARXIV 2603.06007ORCHESTRATION
MASFactory: A Graph-centric Framework for Orchestrating LLM-Based Multi-Agent Systems with Vibe Graphing
Natural-language intent compiles into an editable workflow graph with reusable components, topology preview, tracing, and human-in-the-loop interaction.
COLONY TRANSFER / DECLARED OWNERNova → graph dispatchLet a route be inspectable before it runs, and let the handoff survive heterogeneous tools.
Read on arXiv ↗
ARXIV 2606.03518AUTHORIZATION
Overlaying Governance: A Compositional Authorization Framework for Delegation and Scope in Agentic AI
Compositional delegation and scope attenuation make authority a bounded contract that can be layered over existing policy.
COLONY TRANSFER / DECLARED OWNERAA Architect + Inquisitor → scope contractReduce an agent's envelope as work travels; never let a handoff silently widen authority.
Read on arXiv ↗
ARXIV 2510.24937OVERSIGHT
OrchVis: Hierarchical Multi-Agent Orchestration for Human Oversight
OrchVis makes goal alignment, task assignment, dependencies, verification, and selective replanning visible to the supervising human.
COLONY TRANSFER / DECLARED OWNERNova → visible replanningExpose a route before it runs, and let a sponsor inspect alternatives without micromanaging every step.
Read on arXiv ↗
ARXIV 2605.20025RESEARCH LOOP
AutoResearchClaw: Self-Reinforcing Autonomous Research with Human-AI Collaboration
AutoResearchClaw turns failed experiments into information through debate, a self-healing executor, verifiable reporting, and targeted human intervention.
COLONY TRANSFER / DECLARED OWNERScientist + Nova → pivot / refineLet a failed run improve the next run without laundering an unverified result into memory.
Read on arXiv ↗
ARXIV 2605.16217EVIDENCE
Argus: Evidence Assembly for Scalable Deep Research Agents
Argus pairs searchers with a navigator that keeps a shared evidence graph, dispatches missing pieces, and verifies the assembled answer.
COLONY TRANSFER / DECLARED OWNERScientist + Steward → evidence graphMake research compositionally legible: source, gap, handoff, and final claim remain connected.
Read on arXiv ↗