Aicosystem.dev — Deep AI Engineering

Agentic infrastructure
for demanding systems

Full-stack AI/ML engineering for organizations that cannot afford to get it wrong. Available for Production deployments & Due Diligence.

Engage → AgentFacts / KYA Standard — Published · ArXiv cs.MA
Standard Creator, AgentFacts KYA
Published ArXiv cs.MA · Multi-Agent Systems
Domains Inference · Agents · Identity
Deployment Cloud · On-Prem · Air-Gap
Clients Gov · Finance · Research · Web3
Open Standard — Apache 2.0

AgentFacts / Know Your Agent (KYA)

The universal metadata standard for AI agent verification, governance, and cross-organizational trust. Like nutrition facts for food — standardized transparency for agentic AI. Adopted in financial services, Web3, and regulated industries. Recognized in frontier research. Published on ArXiv cs.MA.

agentfacts.org →    Read the paper →

Core Services

Five practice areas — each production-grade, each battle-tested

01 / Inference Infrastructure

Deploy AI that performs

Model-agnostic, environment-agnostic inference systems built for real workloads. Cloud GPU optimization, open source inference, on-premises and air-gapped deployments. Your stack, not ours.

  • Cloud GPU acceleration & cost optimization
  • On-prem and air-gapped environment deployment
  • Open source inference (vLLM, Ollama, llama.cpp, etc.)
  • Inference commoditization strategy
  • Model selection, benchmarking & evaluation
  • Headless, environment-agnostic systems
02 / Agentic Systems

Multi-agent networks, at scale

Autonomous, goal-directed agent systems — from local private networks to internet-scale coordination. Built on published research in multi-agent architectures and agent identity.

  • Multi-agent network design & orchestration
  • Agent identity & KYA (AgentFacts standard)
  • Coding agents — security, governance, review
  • Agent-to-agent payments & coordination
  • MCP server design & implementation
  • RAG system design & deployment
  • Local and private agent deployments
03 / Knowledge & Data Systems

Context that compounds

From raw data to structured reasoning substrate. Knowledge graphs, graph databases, geospatial pipelines, Video RAG, and context engineering that makes your agents genuinely capable.

  • Context engineering & retrieval architecture
  • Knowledge graph design & implementation
  • Graph database systems (Neo4j, etc.)
  • GIS & geospatial dataset pipelines
  • Video RAG & multimodal retrieval
  • Data engineering & pipeline architecture
  • AI for science & research workflows
04 / Integration & Automation

Connect AI to what exists

Production-grade APIs, CLIs, and integration layers that wire AI capability into your existing systems — without rearchitecting everything. Voice, telephony, media, creative pipelines.

  • Custom API & CLI development
  • AI integration into existing infrastructure
  • Voice & telephony AI systems
  • Media processing (FFmpeg, transcoding, pipeline)
  • Image & video generation/editing workflows
  • Creative studio & production workflows
  • Customer engagement automation
05 / Strategy & Due Diligence

Clarity before commitment

Technical due diligence, AI governance advisory, rapid prototyping, and speaking engagements. For investors, boards, and leadership teams making consequential AI decisions.

  • Technical due diligence (AI/ML investments)
  • AI governance & agent compliance frameworks
  • Rapid prototyping & proof-of-concept
  • Executive workshops & speaking engagements
  • Research collaboration & co-publication
  • AI roadmap development
Sectors

Trusted by organizations where precision, security, and domain depth are non-negotiable. Cleared for sensitive environments. Experienced across regulated industries.

Government / GovCon
Venture Capital
Family Office / PE
Fintech
Web3 / Blockchain
Defense
Research Centers
Academic Labs
Pharma / Bio
Materials Discovery
Law Firms
Healthcare
Film / Creative
Enterprise SaaS
Research & Publications
ArXiv · cs.MA · 2025

AgentFacts: Universal KYA Standard for Agentic AI

The foundational paper establishing Know Your Agent (KYA) — cryptographic multi-authority verification and standardized metadata for AI agent governance across organizational boundaries.


Read on ArXiv →
Published · Multi-Agent Systems

Networked AI Agents & Inference Infrastructure

Research in post-training, agent identity verification, inference infrastructure design, and the coordination mechanics of large-scale multi-agent networks.


Request details →
Open Standard · Apache 2.0

AgentFacts 10-Category Framework

Core Identity · Baseline Model · Classification · Capabilities · Authentication · Compliance · Performance · Supply Chain · Verification · Extensibility. Model and framework agnostic.


agentfacts.org →
Workshops · Speaking

Executive Education & Technical Talks

Available for keynotes, workshops, and advisory engagements on agentic AI systems, inference strategy, agent governance, and the future of networked AI infrastructure.


Book a session →
Work Together

Start a conversation

Engagements begin with a scoped technical discussion — no sales process. If there's a fit, we move fast. Consulting, embedded engineering, advisory, due diligence, and speaking available.

For sensitive or government-adjacent work, NDA-first conversations are standard practice.

info@aicosystem.dev LinkedIn →
Typical engagement types
  • Technical due diligence (2–4 weeks)
  • Agentic system architecture & build
  • Inference infrastructure deployment
  • Knowledge system design
  • Rapid prototype / proof of concept
  • Executive workshop (half / full day)
  • Fractional AI CTO / advisory retainer
  • Research collaboration
Standard: NDA first · Minimum engagement varies · No offshore intermediaries