Pymut

Today, for the first time, @dianamunozlar and I are introducing @buivoai 🔥. AI gave every role a faster way to work alone. Business prompts. Product prompts. Engineering prompts. Going in different directions. The problem was never the LLMs. It was the interface. So we built it. The oldest human expression now ships software. The waitlist is open: buivo.ai/?utm_source=tw…

Introducing ReactLines. Atomic Procedural Memory Units for cognitive agents. The problem Agent behavior lives in giant prompts. Instructions collide, drift, and conflict. They can't be scoped or reused. A formal 11-field schema for behavioral policies who does what, when, why, and under what constraints. Six scopes, from narrow to global: TURN → SESSION → FLOW → AGENT → ORG → GLOBAL. Broader scopes subsume narrower ones. A 5-stage retrieval protocol injects only the relevant rules, recovering 95% of them at top-3. Built for scale: add more rules without growing your prompt. At 100 rules, 97% fewer tokens than a monolithic prompt Deployed in real-world production environments Research designed and executed for large-scale orchestrations. PS: Useful resources and links in the first comment

Introducing HyMoEx. Hybrid Modular Coordinated Experts an architectural paradigm for scalable multi-agent systems and expert coordination. The problem: Multi-agent systems work with 2 or 3 agents. At 5, 10, 20, 50 or more; flat architectures break under quadratic communication complexity. A formal 7-role agent taxonomy with typed message protocols. Three deployment modalities M1, M2, M3 with a subsumption theorem proving M1 ⊂ M2 ⊂ M3. Migration preserves 100% of existing agent definitions. Mixture-of-Experts gating adapted from neural networks to discrete agents. 96.7% expert selection accuracy. 93% token reduction from 5 agents onward. Framework-agnostic by design. Bidirectional adapters included. Deployed in real-world production environments across sectors such as developer-tools, fintech, hr, sales, deep-tech Research designed and executed for large-scale orchestrations. Pymut Labs @PymutAI PS: Useful resources and links in the first comment

Hi 👀 👋🏻