Claw Labs
Claw Labs
Kalmantic runs as an agentic organization powered by NemoClaw. We research harness economics, organizational design for AI-Native teams, and the infrastructure that makes autonomous agents work inside real enterprises.
The Brain Is Commodity. The Harness Accumulates.
Agentic organizations, harness economics, and the NemoClaw ecosystem
We don't just study agentic organizations. We run one. Kalmantic operates on NemoClaw internally: our research, benchmarking, and publishing workflows are orchestrated by autonomous agents with persistent memory and scheduled heartbeats.
The key observation: LLM capabilities become cheaper and interchangeable every six months, but the contextual knowledge an agent accumulates inside your organization compounds daily. The persistent harness (SOUL.md, MEMORY.md, HEARTBEAT.md) is the defensible asset, not the model behind it. This is the core thesis of our research.
The Claw Ecosystem
Platforms
NemoClaw
Enterprise Agentic Runtime
NVIDIA's enterprise-grade wrapper around OpenClaw. Adds governance policies, kernel isolation via Landlock, and organizational mapping. Swappable brains: Nemotron locally, Claude or GPT via API. Kalmantic runs on NemoClaw internally.
View on GitHubOpenClaw
Open Agentic Framework
The open-source foundation. Markdown-based persistence, heartbeat scheduling, and infrastructure-agnostic agent composition. Apache 2.0 licensed. We contribute benchmarks and harness research upstream.
View on GitHubHarness Architecture
Four Files Define an Agent
The innovation is markdown-based persistence, not neural breakthroughs. Eight files total define a claw: four core identity files and four configuration files. The value accumulation happens in the core files. Every day an agent runs, these files get richer. That is the moat.
SOUL.mdAgent identity and behavioral boundaries. Not a system prompt. A persistent personality that shapes how the agent reasons, escalates, and interacts with other agents across sessions.
MEMORY.mdLong-term institutional knowledge. Undocumented exceptions, organizational context, and domain-specific patterns. This file is where competitive advantage compounds. It cannot be replicated by a competitor.
HEARTBEAT.mdAutonomous scheduling. The agent wakes every 30 minutes, checks its task list, and executes without human initiation. This is what fills the gap between setting a goal and the actions required to pursue it.
AGENTS.mdOperating procedures, safety constraints, and delegation rules. The governance layer that determines what the agent is allowed to do, and what requires human escalation.
Research
What We Are Investigating
The Harness Accumulates
LLM API prices dropped 95% in 18 months. The model is commodity. But MEMORY.md and SOUL.md compound daily inside your organization. We study how harness value grows over time and what makes it defensible.
The Shrinking Firm
Coase (1937): firms exist because coordinating through markets is expensive. Claws change the math. Three people with claws can cover the output of thirty. We research when firm size becomes a liability rather than an advantage.
AI-Augmented to AI-Native
AI-Augmented is giving developers Copilot and calling it transformation. AI-Native means agents and humans as peers, with token budgets replacing headcount. Kalmantic operates as an AI-Native organization. We document what works and what doesn't.
Inference Economics of Agents
One NemoClaw agent costs less per month than one employee costs per week. But multi-agent coordination multiplies inference cost. We model where the economics favor agents and where they don't.
The Organizational Problem
NemoClaw solves the CIO problem: sandboxing, privacy routing, kernel isolation. The harder problems are CFO and CHRO problems. Becoming AI-Native is an org design decision, not a deployment decision. We study the organizational transition.
Further Reading
From Our Research
What Is Your NemoClaw Strategy?
The brain is commodity. The harness accumulates. Why every enterprise needs a NemoClaw strategy before competitors start compounding context.
Read on SubstackAI Native Is a Political Decision
AI-Augmented is giving developers Copilot and calling it transformation. AI-Native requires redesigning the org chart. The CFO and CHRO problems are harder than the CIO problem.
Read on SubstackNemoClaw and the Shrinking Firm
Coase (1937): firms exist because coordinating through markets is expensive. Claws break that math. Whether the firm needs to exist at its current size is the question most boards haven't asked.
Read on SubstackOpen Source
Everything we build is public
Benchmarks, tools, and research. All on GitHub. Contributions welcome.