Ilhan Toygan
Building frontier agentic systems.
I build frontier-grade multi-agent systems: orchestration, continuous evaluation, and execution controls — deploying advanced intelligence at scale.
Essays
The Age of Agency
Now
- Working on agentic systems that persist, act, and improve over time.
- Focusing on execution: state, tools, memory, replay, and evaluation.
- Exploring the path from reliable agents to self-improving systems.
Building
Delegation Runtime
State · tool execution · permissions · logging · replay.
Continuous Evaluation
Benchmarks, regressions, and gates — reliability as a first-class metric.
Execution Controls
Execution rules + approvals for real deployments.
Essays
Essays on agency, reliability, systems, and long-term trajectories.
Thesis
Verified Delegation
Capability is not enough. The bottleneck is operability:
governed execution, measurable reliability, and replayable history.
Delegation needs a control plane. Model-independent by default — compatible with frontier models and next-gen architectures. Capability + operability, as one stack; toward long-horizon agency.