Engineering
Agentic Systems
We build software that builds software. Labs21 focuses on agentic memory orchestration, swarms, and developer-first command-line systems.
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Persistent memory layers for autonomous execution
Multi-agent coordination under real workflow constraints
CLI-native developer surfaces with strong observability
Adaptive tutoring loops for technical education
Featured Projects
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Agentic Memory Orchestration
Persistent, queryable memory layers for autonomous agents.
Minimal Agent Docs Kit
Template-first docs scaffold for context injection and reliable hand-off.
Recent Transmissions
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AutoHarness turns prompt engineering into harness engineering
AutoHarness shows that agent reliability belongs in code-level guardrails, not just sharper prompts.
agents-docs-kits keeps agent context small on purpose
A minimal docs kit for teams that want agent context injection, progressive disclosure, and cleaner hand-offs without turning one worktree into a memory dump.
Router skills should route, not secretly do the work
The `create-router-skill` package in agents-docs-kits matters because skill families stop being discoverable once routing logic is hidden in folder names, vague umbrella docs, or silent fallbacks.