# Speakers

> Speaker manifest for this vault. 1 person entity, 10 attributed notes.

## Vivek Trivedy

Entity note: [[entity-vivek-trivedy]]

**Action-items** (4):
- [[action-implement-filesystem]] — Implement Filesystem Abstractions
- [[action-tool-call-offloading]] — Implement Tool Call Offloading
- [[action-provide-bash]] — Provide Bash/Code Execution
- [[action-use-ralph-loops]] — Use Ralph Loops for Long-Horizon Tasks

**Claims** (3):
- [[claim-agent-equation]] — Agent = Model + Harness
- [[claim-long-horizon-compounds]] — Long-horizon execution requires compounding harness primitives
- [[claim-harness-overfitting]] — Post-training with a harness creates tool-logic overfitting

**Quotes** (3):
- [[quote-context-engineering]] — Harnesses as context delivery
- [[quote-harness-definition]] — If you're not the model, you're the harness.
- [[quote-intelligence-vs-usefulness]] — Intelligence vs Usefulness