Go in depth harness — fan-out web searches, fetch sources, adversarially verify claims, synthesize a cited report. Run the "go-in-depth" workflow.

Category: Development Tools
Repo: antigravity-awesome-skills
Path: skills/go-in-depth/SKILL.md
Updated: 7/12/2026, 11:41:17 PM

AI Summary

Go in depth harness — fan-out web searches, fetch sources, adversarially verify claims, synthesize a cited report. Run the "go-in-depth" workflow. It is useful for IDE workflows, linting and formatting, debugging, code review, and developer productivity. Source: antigravity-awesome-skills (skills/go-in-depth/SKILL.md).

Go In Depth

Overview

Go in depth harness — fan-out web searches, fetch sources, adversarially verify claims, synthesize a cited report. Run the "go-in-depth" workflow.

When to Use

When the user wants a deep, multi-source, fact-checked research report on any topic. BEFORE invoking, check if the question is specific enough to research directly — if underspecified (e.g., "what car to buy" without budget/use-case/region), ask 2-3 clarifying questions to narrow scope. Then pass the refined question as args, weaving the answers in.

How It Works

Phases:

  • Scope: Decompose question (from args) into 5 search angles
  • Search: 5 parallel WebSearch agents, one per angle
  • Fetch: URL-dedup, fetch top 15 sources, extract falsifiable claims
  • Verify: 3-vote adversarial verification per claim (need 2/3 refutes to kill)
  • Synthesize: Merge semantic dupes, rank by confidence, cite sources

Examples

Example 1: Run go-in-depth workflow

Workflow({ name: "go-in-depth" })

Example 2: Research with refined question

Workflow({ name: "go-in-depth", args: { query: "best hybrid cars under $30k in the US for families" } })

Example 3: Deep dive into a technical concept

Workflow({ name: "go-in-depth", args: { query: "how does the transformer architecture handle positional encoding?" } })

Example 4: Fact-checking a medical claim

Workflow({ name: "go-in-depth", args: { query: "efficacy of intermittent fasting for long-term weight loss in adults" } })

Workflow Script

scripts/workflow-script.js

Limitations

  • Slow execution: Multi-agent searches, fetching, and 3-vote verification take significant time. Not for quick facts.
  • Context intensive: Analyzing 15 full sources uses large context limits.
  • Synthesis risks: May struggle if source material is weak or equally conflicting.

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