The runtime layer under the prompt stack.
I'm an Agent Systems Operator and founder of Vektra Industries. I design the runtime layer beneath the prompt stack — the part most AI products skip. Memory that persists across sessions. Identity that survives model swaps. Reasoning frames that branch without drifting. Multi-model routing that holds voice. The infrastructure that turns a chat wrapper into a system.
Seven years in high-volume operations taught me how systems actually fail. Not from lack of ideas — from missing structure. Bad foundations. Load-bearing decisions made without anyone realising they were load-bearing. I walked away with one conviction: understand the structure before you touch anything.
So I build production agent systems — and run one myself. ILO is the operator running on a Hermes-class stack. Self-funded, shipped solo, no VC, no team — built alongside frontier models as engineering partners. AI-native delivery, not theatre.
Vital Statistics
What I architect, build, and run.
Cognitive Architecture
Agent Runtime
Web Apps & Platforms
Method & Foundations
Operating lenses
How I approach systems and delivery — the mental models behind every engagement.
Systems thinking
First-principles analysis of constraints, load, and failure modes before any implementation. Understand the forces on a system before writing code.
Strategic decisions
Trade-offs, sequencing, and resource allocation under uncertainty. Prefer positioning over reaction — long horizon over short noise.
Foundations & architecture
Seven years in operations showed that systems fail from weak foundations. Structure, interfaces, and recovery paths come before features.
Operational delivery
Logistics under pressure: clear objectives, tight feedback, execution without theater. Outcomes and uptime matter more than demos.
AI systems & agents
Production agents with memory, routing, tools, and approvals — not chat wrappers. Architecture that stays coherent as models and tools change.
Product vision
Future-facing product direction grounded in what can be shipped and operated. Ambition with a build path — not speculative cosplay.
Where the structure was built.
Jan 2026 — Present
Agent Systems Operator · Founder
Vektra Industries
- Design the runtime layer beneath the prompt stack — memory that persists across sessions, identity that survives model swaps, reasoning frames that branch without drifting, and multi-model routing that holds voice.
- Built and operate ILO — a production Hermes-class AI operator (memory, tools, channels, approvals). Proof that agent systems can be engineered and hosted, not just prompted.
- Operate the parent structure across four frontiers — AI, Software, Robotics, and Communications — all pointed at the same problem.
7+ Years
Operations & Logistics
High-Volume Operations
- Seven years in high-volume operations taught me how systems actually fail — not from lack of ideas, but from missing structure, bad foundations, and load-bearing decisions made without anyone realising they were load-bearing.
- Logistics under pressure: scheduling, resource allocation, and securing objectives with zero margin for theater.
- Walked away with one conviction that carries into every system I build: understand the structure before you touch anything.
Shipped, running, verifiable.
ILO
Production Hermes-class agent — memory, tools, Telegram, approvals. The class of system I build and host for clients.
See the ArchitectureLineage Engine
The architecture beneath the operator. Cognitive frameworks that compound across every frontier — the layer that turns a chat wrapper into a system.
See the ArchitectureVektra Industries
The parent structure: AI, Software, Robotics, and Communications. Self-funded, shipped solo — 20+ live deployments, no VC, no team.
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