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// CURRENT FOCUS

⌘ Multi-Agent Orchestration Frameworks where agents adapt in real-time—stages shift, roles emerge, strategies evolve on the fly. Not pipelines. Adaptive task forces.	∞ Autonomous Coding Agents Desktop harnesses for AI-driven development. Git worktree isolation, self-validating QA loops, Linear sync. Agents that build while you sleep.
{*} AI-Native Ecosystem A constellation of tools that feed each other—landing pages in seconds, videos from scripts, marketing that runs itself. Products with gravitational pull. An ecosystem with its own gravity.	>|< Token Compression Context windows fill up fast. This fixes that. 80% token reduction on code I/O, 2.5× compression on session history. Do more with less. Same quality. 2× efficiency per token.
>_ Claude Code Tooling Session management, real-time statuslines with cost tracking, memory systems for persistent project context. Developer tools for AI-native workflows.	)>_ STC Voice Oracle Speech-to-Code voice interface for your codebase. Ask questions, get answers, build faster. Your code, conversational. Your project, embodied.

_{More details when it launches.}

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// PHILOSOPHY

Tools are separate from you. You pick them up, use them, put them down.

Extensions are you—operating in parallel across domains you couldn't reach alone.

The goal isn't automation. It's amplification.

The distance between intention and execution should approach zero.

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// NOW

🔭 Contributing upstream to OpenClaw — per-agent context management
🧪 Token compression research — 80% reduction on code I/O
🎙️ Voice AI interfaces — speech-to-code for codebases
🌌 Building a constellation of AI agents that coordinate autonomously

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// RECENT ACTIVITY

💬 Commented on #14598 in openclaw/openclaw

🔀 Opened PR #14598 on openclaw/openclaw

🌿 Created branch feat/per-agent-compaction on curtismercier/openclaw

🌿 Created branch main on curtismercier/openclaw-mods

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// TECH STACK

AI & ML

Frontend

Backend

Data & Infrastructure

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Stepping out of the shadows.