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
ls -l ./projects | grep featured
Agentic Memory Orchestration
Persistent, queryable memory layers for autonomous agents.
Agentic Swarm
Coordinating multi-agent systems for complex problem solving.
CLI-first Slide Controller
Generate and control slide decks directly from the command line.
Agentic Education AI
AI-driven tutors that adapt to individual learning patterns.
Recent Transmissions
tail -n 3 ./logs/transmissions.log
Memory layers should answer, not hallucinate
Notes on making agent recall explicit, queryable, and debuggable before scale hides the contract break.
CLI surfaces beat dashboards when the feedback loop matters
Why terminal-first tooling remains the shortest path between intent, review, and repeatable execution.
Swarm systems need contracts tighter than their prompts
A short field note on shared state, coordination boundaries, and why plausible output is the most dangerous failure mode.