cashcrown // How we build it

Research agent — from sources to a report

// 01Problem

On-demand research eats an analyst's hours: searching, reading, checking and writing up — repetitive yet slow.

// 02Pipeline

// 03The data path

step 1/4

[ Scraping (SSRF-guard) ]
   ↓
DeepSeek-V4
   ↓
Gemma 3
   ↓
Raport + przypisy

Scraping (SSRF-guard)

step 1/4

Scraping (SSRF-guard)

[ Scraping (SSRF-guard) ]
   ↓
DeepSeek-V4
   ↓
Gemma 3
   ↓
Raport + przypisy

fetches public sources safely (rebinding-protected)

step 2/4

DeepSeek-V4

Scraping (SSRF-guard)
   ↓
[ DeepSeek-V4 ]
   ↓
Gemma 3
   ↓
Raport + przypisy

plans steps, judges credibility and synthesizes findings

step 3/4

Gemma 3

Scraping (SSRF-guard)
   ↓
DeepSeek-V4
   ↓
[ Gemma 3 ]
   ↓
Raport + przypisy

summarizes long sources into concise notes

step 4/4

Raport + przypisy

Scraping (SSRF-guard)
   ↓
DeepSeek-V4
   ↓
Gemma 3
   ↓
[ Raport + przypisy ]

assembles a report with source links; a human approves

// 04Models in this recipe

DeepSeek-V4 Qwen3 / Qwen3-Coder Gemma 3 / Gemma 4

// 05Try it live

Give a public URL — see how we extract structured data from it (with SSRF protection).

// 06What it shipped as

ProductRank Sentinel Case studyRank Tracking

// //FAQ

What is Agent badawczy?

Gathers public sources, verifies, synthesizes and writes a cited report — under supervision.

Which models make up Agent badawczy?

Scraping (SSRF-guard) → DeepSeek-V4 → Gemma 3 → Raport + przypisy

← all recipes Build this at your side

cashcrown // How we build it

Research agent — from sources to a report

// 01Problem

On-demand research eats an analyst's hours: searching, reading, checking and writing up — repetitive yet slow.

// 02Pipeline

// 03The data path

step 1/4

[ Scraping (SSRF-guard) ]
   ↓
DeepSeek-V4
   ↓
Gemma 3
   ↓
Raport + przypisy

Scraping (SSRF-guard)

step 1/4

Scraping (SSRF-guard)

[ Scraping (SSRF-guard) ]
   ↓
DeepSeek-V4
   ↓
Gemma 3
   ↓
Raport + przypisy

fetches public sources safely (rebinding-protected)

step 2/4

DeepSeek-V4

Scraping (SSRF-guard)
   ↓
[ DeepSeek-V4 ]
   ↓
Gemma 3
   ↓
Raport + przypisy

plans steps, judges credibility and synthesizes findings

step 3/4

Gemma 3

Scraping (SSRF-guard)
   ↓
DeepSeek-V4
   ↓
[ Gemma 3 ]
   ↓
Raport + przypisy

summarizes long sources into concise notes

step 4/4

Raport + przypisy

Scraping (SSRF-guard)
   ↓
DeepSeek-V4
   ↓
Gemma 3
   ↓
[ Raport + przypisy ]

assembles a report with source links; a human approves

// 04Models in this recipe

DeepSeek-V4 Qwen3 / Qwen3-Coder Gemma 3 / Gemma 4

// 05Try it live

Give a public URL — see how we extract structured data from it (with SSRF protection).

// 06What it shipped as

ProductRank Sentinel Case studyRank Tracking

// //FAQ

What is Agent badawczy?

Gathers public sources, verifies, synthesizes and writes a cited report — under supervision.

Which models make up Agent badawczy?

Scraping (SSRF-guard) → DeepSeek-V4 → Gemma 3 → Raport + przypisy

← all recipes Build this at your side