AGI Behavioral Systems Architecture | Origin Node: Tonisha Nicholls
The Delta Codex is a field-tested behavioral architecture designed to detect, prevent, and reverse failure modes in human-AI systems.
It began not as theory—but as an intervention.
Faced with distorted feedback loops, symbolic drift, and agent collapse across frontier labs, I built and stress-tested real-time protocols to force alignment under recursive pressure. Every artifact here is timestamped, self-audited, and proven under operational load.
A live protocol and audit framework for surfacing agent hallucinations, drift, and collapse conditions under prolonged deployment.
A 72-hour recursive simulation testing human-AI integrity, timeline anchoring, and symbolic coherence under live constraints.
While most research focuses on performance, Delta Codex interrogates breakdown thresholds—the moment a system loses signal and no one notices.
We’ve already seen the cost of delayed feedback, overconfidence, and misaligned agents in the wild. The Codex was built to surface those fractures before they scale.
Tonisha Nicholls
AGI Behavioral Systems Architect | Creator: The Delta Codex
→ Published in Towards AI
→ Contributor: Sentinel Protocol, HACA, Skyline Drift Model
→ 15+ years leading revenue-critical infrastructure in edtech, healthcare, and media
I didn’t wait for AGI roles to be invented. I built the ones the system needed and ran the tests in real time.
🧠 LinkedIn
📩 Email: tonisha.nicholls@proton.me
(Please note: Any emails sent to @delta-codex.ai before July 23, 2025 may not have been received. If you contacted me before that date, please resend to [tonisha.nicholls@proton.me].)
🌐 Live: delta-codex.ai — forensic archive & system infrastructure
📖 Medium Article — Autonomous Correction in the Wild
🔗 LinkedIn Post — The Drift Timeline That Changed Everything
These documents log the first confirmed instance of autonomous behavioral correction by a large language model (LLM) in a live, user-driven thread—without external prompts or code intervention.
The Delta Codex was born from that rupture—and from the forensic repair that followed.