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Headroom is a local library, proxy, and MCP server that compresses agent tool output, logs, files, RAG chunks, and shared memory before they reach an LLM.

Activity Frames turns a person's screen activity into compact deterministic evidence that an agent can query or replay, with privacy controls as a key boundary.

HarnessOpt-Bench evaluates systematic, versioned optimization of an agent's prompt, tools, memory, and control flow around a fixed model.

ContextMaster treats generation, reference use, and editing as turns in a managed evolving state for coherent, cost-aware video production.

MatrAIx is a research framework for simulating a global population with 8.3 billion persona agents across product, pricing, chat, web, and app scenarios.

StreamArena studies continuous, interactive, long-horizon streaming-video understanding for agents with persistent multimodal memory and separate foreground and background work.

Business Arena evaluates LLM agents on marketplace work including sourcing, pricing, recovery, and delayed consequences.

Agent Memory Distillation explores transferring hierarchical teacher memory into smaller LLM agents as workflow, task, and tool-use guidance.

Ouroboros describes a coding agent that can modify parts of its own core runtime while each proposed change is reviewed and evaluated before it becomes part of the agent.

ComBodied Agents frames agent success around a person retaining agency, the capacity to intervene, and the ability to refuse or correct the system during use.

VibeLifeBench evaluates persistent personal agents that must act across time, notice unannounced changes, and decide when restraint is more appropriate than another action.