Architecting Sovereign Autonomous AI
1DM AI Labs conducts applied frontier research on autonomous reasoning swarms, sub-millisecond vector memory, and self-correcting neural pipelines.
Autonomous Agent Swarms
Cooperative networks of specialized agents executing complex multi-step workflows with real-time feedback loops and consensus validation.
Dynamic Model Router
Intelligent semantic classifier routing prompts to optimal models based on latency constraints, token cost, and accuracy thresholds.
Vector Semantic Memory
Persistent high-density vector store integrated with Supabase pgvector for contextual enterprise recall and real-time knowledge synthesis.
Deterministic Verification
Mathematical guardrail layers enforcing strict JSON schemas, data boundaries, and audit logging for enterprise governance.
Multi-Agent Coordination Topology
// 1DM Autonomous Neural Mesh Protocol
import { AgentMesh, VectorMemory, SemanticRouter } from "@1dm/neural-core";
const memory = new VectorMemory({
connection: process.env.SUPABASE_PGVECTOR_URL,
dimensions: 1536,
indexType: "hnsw"
});
const mesh = new AgentMesh({
topology: "consensus-cluster",
concurrency: 128,
memory
});
// Dispatch enterprise objective with self-healing validation
const session = await mesh.execute({
objective: "Conduct real-time multi-currency ledger reconciliation across bKash & UddoktaPay",
consensusThreshold: 0.992,
maxIterations: 8
});
console.log("Mesh Outcome:", session.status); // -> 200 SUCCESS (0 discrepancies)1DM AI Research Publications
Consensus-Driven Multi-Agent Swarm Orchestration in Enterprise ERP Systems
October 2026We introduce a decentralized consensus protocol for coordinating heterogeneous LLM agent swarms executing multi-step enterprise workflows. Experimental evaluations demonstrate a 42% reduction in compounding error rates compared to single-agent setups.
Sub-Millisecond Vector Semantic Indexing on Distributed PostgreSQL pgvector
August 2026An analysis of HNSW index tuning parameters for high-density 1536-dimensional embedding vectors under concurrent transactional write loads in multi-tenant environments.
2026 Autonomous Systems Roadmap
Cognitive Neural Engine v1.0
Initial release of autonomous agent pipelines and basic vector store integration.
Dynamic Model Router & Edge Inference
Latency-optimized prompt classifier and self-hosted model quantization rails.
Multi-Agent Consensus Swarms v2.4
Production release of parallel agent swarms with self-healing feedback loops.
Sovereign Enterprise AI Mesh
Turnkey enterprise on-premises agent appliances with zero cloud dependency.