| Context & Memory |
Sliding‑window curation, vector cache, episodic memory |
| Feedback Loops |
Compilers, CI, human review, self‑healing retries |
| Learning & Adaptation |
Agent RFT, skill libraries, variance‑based RL |
| Orchestration & Control |
Task decomposition, sub‑agent spawning, tool routing |
| Reliability & Eval |
Guardrails, eval harnesses, logging, reproducibility |
| Security & Safety |
Isolated VMs, PII tokenization, security scanning |
| Tool Use & Environment |
Shell, browser, DB, Playwright, sandbox tricks |
| UX & Collaboration |
Prompt hand‑offs, staged commits, async background agents |