Find agent skills by outcome

- Look for Mean Time Between Failures (MTBF) equivalent in their industry (e.g.

service outages

- Aggregating sentiment from Glassdoor (internal culture)

Trustpilot/G2 (customer satisfaction)

Data

Use the most recent data available up to today

including financial filings

- Analyze revenue trends

debt-to-equity ratios

5 = Highly resilient (fortress balance sheet

monopoly-like position)

3 = Stable (predictable operations

low visible drama)

2 = Transitional (post-acquisition

new leadership)

4 = Strong (consistent performance

talent retention)

5 = Extreme short-term financial pressure (distress

activist investors)

0 = High instability (frequent CEO changes

lawsuits

5 = Hypergrowth / acquisition mode (explosive scaling

M&A spree)

Coding & Debugging

4 = Aggressive expansion (rapid hiring

new markets/products)

3 = Moderate growth (consistent hiring

regional expansion)

1 = Defensive stabilization (cost cuts

paused hiring)

0 = Clear contraction / distress (layoffs

shutdown signals)

- Never fabricate: financial figures

security incidents

Data

- Timestamp key data freshness (e.g.

As of [date from source]).

- For Recent Material Events

Financial Signals

- For private or low-visibility companies: search for funding news

Crunchbase/LinkedIn signals

- Use available tools (web_search

browse_page

Expanded Company Intel Report

## PRE-ANALYSIS INPUT VALIDATION

- If company name appears obviously fictional

defunct

- Objective: Maintain a neutral

unbiased perspective.

- Survival Competition: In Zone B

resource scarcity may trigger aggressive or energy-conserving behaviors.