FRONTIER COGNITIVE RESEARCH & AUTONOMOUS AGENTIC ARCHITECTURES

Architecting Autonomous Agentic Intelligence for the Next Global Era.

Codeso AI Labs is an independent research think tank bridging deep cognitive architectures and production-grade agent swarms. We design verifiable, self-healing AI systems that replace repetitive workflows with autonomous velocity.

⚡ Test Live Agent Swarm 📄 Explore Research Papers 🔥 1-on-1 AI Setup Coaching (Shehan) →
99.82% Execution Determinism Zero-Drift Function Calling
10x–30x Operational Velocity Autonomous Pipeline Speed
4+ Swarms Consensus Topology Hierarchical Reflection Arbiter
<450ms Inference Routing Latency Edge + Multi-Model Quantization
Interactive Live Laboratory

Codeso Agentic Orchestrator & Thought Stream

Experience verifiable multi-agent reasoning in real time. Switch presets below to inspect how Codeso agent swarms decompose objectives, execute deterministic tools, and self-reflect before deployment.

Codeso-AgentOS v3.4.1 (Kernel: Production-Deterministic)
Active Agent Swarm
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Orchestrator-01 Task Decomposition & Tree Search Executing
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Cognitive-Scout High-Dimensional Knowledge RAG Standby
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Tool-Synthesizer Zero-Drift Code & API Integration Standby
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Safety-Arbiter Cryptographic & State Verification Standby
State: Active Stream • Latency: 38ms • Tokens: 1,420 t/s
Core Scientific Disciplines

The Four Codeso Research Pillars

We focus on fundamental breakthroughs that solve the friction between speculative generative AI and reliable enterprise reality.

Pillar 01
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Multi-Agent Swarms & Hierarchical Consensus

Designing decentralized multi-agent coordination frameworks where sovereign specialist agents negotiate, vote on execution paths, and perform recursive self-correction before committing actions to live enterprise pipelines.

Consensus Arbiter Dynamic DAGs Memory Stratification Heterogeneous LLM Routing
Pillar 02
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Deterministic Safety Guardrails & Formal Verification

Engineering runtime sandbox environments that strictly eliminate probabilistic drift and hallucination during API execution. We implement state boundary checks, schema validation gates, and cryptographic rollback tokens.

Zero-Drift Invariants Schema Enforcement Sandbox Isolation Fail-Safe Rollbacks
Pillar 03
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Applied Cognitive Enterprise Architecture

Translating theoretical AI models into production business pipelines: desktop Antigravity AI agents linked directly to WordPress, WhatsApp conversational commerce, ad engines, and inventory fulfillment with zero monthly agency overhead.

Antigravity Bridge Headless WordPress Meta Ads API WhatsApp Cloud Webhooks
Pillar 04
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Human-in-the-Loop Supervisory Steering

Building ergonomics and control surfaces where business leaders, domain specialists, and engineers supervise swarms of 10–50 autonomous agents with surgical precision, exception-based notification, and instant steering override.

Supervisory Control Audit Traceability Feedback Policy Executive Telemetry
Think Tank Dispatches & Publications

Selected Working Papers

Peer-level research preprints, technical whitepapers, and operational blueprints published by Codeso AI Fellows.

Curated Series • ISSN 2981-9042
CODESO-TR-2026-08 • PREPRINT Published Nov 2026

Recursive Multi-Agent Swarms with Finite-State Execution Arbiter in Production

We present an empirical study of a 4-tier autonomous agent architecture deployed over 1,200 continuous operational hours. By introducing an independent Verification Arbiter that evaluates AST state transitions before execution, pipeline fault rates dropped from 8.4% to 0.18%.

CODESO-TR-2026-05 • WHITE PAPER Published Oct 2026

Zero-Drift Function Invariants: Guardrailing Dynamic Tool Calling in Mission-Critical Ops

Investigating probabilistic failure modes in large language model function calling. We formalize schema-bounded deterministic wrappers that guarantee idempotence and strict parameter enforcement across banking and high-velocity commerce APIs.

CODESO-TR-2026-02 • CASE STUDY Published Aug 2026

The Agentic Enterprise: Transitioning from Outsourced Agencies to In-House AI Workforces

An operational and financial audit of Sri Lankan and regional SMEs replacing LKR 300,000+/mo agency retainers with local desktop Antigravity AI agent swarms orchestrating WordPress, Meta Ads, and automated WhatsApp qualification pipelines.

Field Deployments

Flagship Applied Technologies

From generative fabrication to autonomous desktop pipelines, Codeso builds living systems that validate our research in the real economy.

Operational

Codeso Antigravity Bridge & AgentOS

Our flagship desktop development framework enabling founders and engineers to spin up autonomous coding agents that write code, debug servers, sync databases, and deploy live directly on local workstations.

Explore Fellowship Training →
Production Deployment

Picasso Generative Manufacturing Engine

End-to-end computer-vision vectorization and factory manufacturing automation for personalized paint-by-numbers canvas kits across Sri Lanka, powered by custom color quantization and WooCommerce.

Visit Picasso Platform →
Autonomous Pipeline

Omni-Channel WhatsApp Conversion Agents

Stateful, sub-second conversational agents integrated with Meta Advertising and WhatsApp Cloud APIs, autonomously qualifying high-ticket leads and scheduling live discovery calls 24/7.

Test WhatsApp Assistant →
🔥 1-on-1 LIVE EXECUTIVE LAB • SRI LANKA

Master AI Agent Workforces for Your Business in Just 1 Day.

Stop paying LKR 300,000+ every month to outside marketing agencies. Join Lead AI Architect Shehan Sahabandu for a private, 1-on-1 live coaching lab. Build, launch, and automate your website, daily updates, Meta Ads, and WhatsApp sales agents directly on your desktop workstation.

  • ✓ Full setup of WordPress + Antigravity AI Agents on your local machine.
  • ✓ Autonomous Meta Ads (Facebook & Instagram) targeting & automated scaling.
  • ✓ Instant 24/7 WhatsApp auto-reply and qualified lead capture pipeline.
  • ✓ Permanent operational independence: never depend on third-party agencies again.
1-on-1 Intensive Packages
LKR 50,000 / starting
Hands-on, guided setup on your own laptop or cloud instance. Reserve 15–20 Min Free Demo → 📞 Direct Call / WhatsApp: 077 186 5578
Chat with Lead AI Architect