Portfolio index

Independent systems record / 02

April 2026–present

Bees

A policy-governed multi-agent orchestration prototype built around explicit task dependencies, bounded authority, structured outputs, model routing, and bounded local-inference validation.

State
Advanced engineering prototype / pre-alpha
Authorship
Independent Creator
Spotlight

A current-state engineering record with authorship and maturity kept explicit.

Verified evidence

August 2026 résumé snapshot
373 contract assertionsThe loopback-only Ollama result is a bounded validation, not a live end-to-end provider route.

Technologies and themes

  • AI systems
  • AI security
  • C#
  • .NET
  • Local inference

Governed orchestration

Useful orchestration is controlled progress: dependencies establish readiness, authority bounds action, and evidence determines what can advance.

Conceptual authority modelIllustrative · not execution telemetry

  1. 01 / Readiness

    Establish readiness before dispatch

    Bees begins with explicit task dependencies rather than treating more agents as an automatic improvement. Its implemented foundation validates task DAGs, gates dependency-ready dispatch, and constrains concurrency before work can move.

  2. 02 / Authority

    Keep authority bounded as work moves

    The orchestration layer manages bounded agent reservations and lifecycle, enforces cumulative budgets and least-authority grants, and requires structured, hash-bound outputs.

  3. 03 / Evidence

    Require evidence before advancement

    Evidence-gated routing records exact provider, runtime, adapter, and model identity; qualifies workloads; preserves quality during reselection; and checkpoints or stops safely when no defensible route exists. The August 2026 résumé snapshot records 373 contract assertions and a bounded loopback-only Ollama validation using quantized Qwen2.5-Coder 3B Instruct on an NVIDIA RTX 3060.