# Dev Log: Documentation Update for Agent's Choice (Prime Picks)

**Date:** 2026-05-08

## Overview
The goal of this task was to update the system documentation to accurately reflect the current state of the codebase, specifically focusing on the recent architectural and feature changes related to the "Agent's Choice" (Prime Picks) filter.

## Actions Taken
1. **Reviewed Recent Logs:** Read the recent dev logs from May 2026 to understand the progression of the 504 Gateway Timeout issue and its ultimate resolution.
2. **Updated README.md:** Added "Agent's Choice (Prime Picks)" to the Key Features list, describing the async Two-Pass Pipeline and Tiered Strategy Injection.
3. **Updated AGENTS.md:** Appended a new sub-section (7.10 Recent Fixes (May 2026)) under section 7. Documented the Pass 1 Smart Floor, Pass 2 xAI Mastermind (using `grok-4-fast-reasoning`), Tiered Strategy Injection, Caching in the `prime_picks` table, and the Graceful Fallback logic.
4. **Updated Documentation/Feature_Deals_Dashboard.md:** Added the "Agent's Choice (Prime Picks)" toggle feature to the Filtering sub-section.
5. **Updated Documentation/System_Architecture.md:**
   - Documented the new `generate_prime_picks` Celery background task under the "Data Lifecycle (Task Workflows)" section.
   - Documented the "Agent's Choice Mastermind (Pass 2)" AI Component under the "AI Components (xAI Integration)" section, highlighting the payload optimization to prevent timeouts.

## Outcome
The documentation now accurately matches the newly deployed asynchronous architecture for the Agent's Choice filter, providing future developers and agents with the necessary context (the "what" and the "why") to maintain and build upon the system without reintroducing timeouts or hallucinations.