CuriosAI

CuriosAI is an AI-powered multiagent web searching tool. Inspired by Perplexity, but focusing in the usuer looking for trust answer to evryday questions. Using search engines like Brave, SERPAPI, Tavily and SearXNG to stay current, CuriosAI ensures you always get the most up-to-date information.

Agents Origins and Influences

1. Swarm (Multi-Agent Coordination)

   • Swarm-like architectures inspire the idea of multiple independent agents working in parallel, each focusing on a specific piece of the query.

2. Stanford’s Storm (Question Generation + Prewriting)

   • Storm-style techniques encourage multi-perspective questioning, ensuring thorough coverage and deeper exploration of a topic before drafting final content.

3. MindSearch (Graph-Based Task Decomposition & Parallel Execution)

   • From MindSearch, we integrate the concept of parallel searches and the dynamic breakdown of a larger query into smaller, more focused subtasks.

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Typical Search Flow

1. User Submits Query

   • The user enters a query via the UI Agent (just like any standard search).
   • The Orchestrator Agent then decides how to break down or parallelize the tasks.

2. Multi-Perspective Generation (only in proSearch )

   • The Perspective Generator proposes different ways to explore the query (for example, brainstorming subtopics or specific angles).

3. Information Retrieval

   • The Information Retriever fetches data for each subtopic in parallel.
   • This approach, inspired by multi-agent orchestration (from Swarm and MindSearch), speeds up the discovery of relevant sources.

4. Final Write-Up

   • The Article Writer turns the refined data into a cohesive, easy-to-read response (including citations).
   • The result is sent to the UI Agent, which displays it in the user’s familiar interface.

**High-Level Flow for Search and Pro Search **

SEARCH ARCHITECTURE SEPARATION

The search services are now completely separated to prevent cross-contamination:

Regular Search Service (src/services/search/regular/regularSearchService.ts)

• Uses: SearchRetrieverAgent + SearchWriterAgent
• Flow: User Query → Retriever → Writer → Final Answer
• NO Pro features, NO SwarmController, NO Perspectives

Pro Search Service (src/services/search/pro/proSearchService.ts)

• Uses: SwarmController (includes PerspectiveAgent)
• Flow: User Query → SwarmController → Perspective Generator → Retriever → Writer → Final Answer
• Includes Pro features like perspectives

Unified Router (src/services/search/searchService.ts)

• Routes to appropriate service based on isPro flag
• Maintains backwards compatibility
• Ensures complete separation between flows

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Search User Query | v UI Agent <----> Orchestrator Agent | +--> Information Retriever --> Article Writer ^ | (direct response) | Final Answer to User

ProSearch typically features four operational agents:

1. UI Agent/Orchestrator Agent/Swarm Controller

   • Role: The “conductor” of all other agents.
   • Key Function: Receives the user’s request from the UI Agent, breaks it into subtasks (possibly via question generation), and delegates work to the other specialized agents.

2. Perspective Generator

   • Role: Brainstorms angles, questions, and viewpoints about the user’s query.
   • Key Function: Ensures a broad and deep coverage of the topic, taking inspiration from Storm’s prewriting approach.

3. Information Retriever

   • Role: Gathers raw data from the web or any configured search API (e.g., SearXNG).
   • Key Function: Executes optimized search queries, collects relevant links and snippets, and feeds them back for refinement.

4. Article Writer

   • Role: Produces a final written response or article.
   • Key Function: Takes the refined data from the Research Analyst and composes a coherent, citation-backed write-up or summary.

Pro Search Flow User Query | v UI Agent <----> Orchestrator Agent / Swarm contrller | +--> Perspective Generator --> RetrieverAgent --> AgentWriter ^ | (response with perspectives) | Final Answer to User

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Benefits

1. Depth & Breadth

   • By splitting queries into subtopics and handling them in parallel, ProSearch ensures more comprehensive coverage of complex subjects.

2. Quality Outputs

   • Dedicated roles (Research Analyst, Article Writer) improve the final answer’s clarity, accuracy, and usefulness.

3. Familiar Front-End

   • The standard “search-and-results” interface remains intact. ProSearch operates behind the scenes, maintaining user comfort and continuity.

4. Scalability

   • Additional agents (like fact-checkers or domain experts) can be introduced seamlessly if the project grows in scope.

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Keeping It Simple for the User

Despite the advanced behind-the-scenes coordination:

• User Interaction: The user still types a query and sees search results or a generated article, much like any normal search engine.
• Insights: Partial updates (“Searching…,” “Summarizing…,” “Drafting…”) are shown in the UI, enhancing transparency).

1. User Types Guest (visitor / free users) – Visitors who haven’t registered or logged in. Normal (standard /regular / signed / free tier ) – Logged-in users on the free tier. Premium (Pro / paid / subscriptor)– Logged-in users on the paid (subscriber) tier. This way, “Premium” clearly indicates the user is subscribed, avoiding confusion with any “Pro” references.

2. Subscription Tiers Free Tier – Available for Standard users. Paid Tier (or “Pro Tier” to keep some “Pro” branding) – For Premium users. You can call your paid tier “Premium” —just make sure it aligns with your user naming. For instance, Premium user on the Premium (Paid) tier.

THREE SELECTOR

Run inside the input container in home page and has three options

Regular /page -> Pro /page 1.Search Rearch -> ProSearch ProSearchResults 2.Insights InsightsResults-> Research ResearchResults 3. Labs LabsResuls-> Pro Labs ProLabsResuls (soon)

Input Mode Route Page Component Pro Parameter Search /search SearchResults No Pro Search /pro-search ProSearchResults ?pro=true Insights /insights-results InsightsResults No Research /research-results ResearcherResults ?pro=true Labs /labs-results LabsResults No Pro Labs /pro-labs-results LabsResults ?pro=true

TARGET AUDIENCE

CuriosAI is designed to cater to a diverse audience, focusing primarily on the following groups: Researchers and Academics: With its Academic Search Mode, CuriosAI is tailored for users seeking scholarly articles and papers, making it an ideal tool for academic research and study. Content Creators and Writers: The Writing Assistant Mode supports individuals engaged in writing tasks, helping them generate content without needing extensive web searches. General Users: The app's All Mode allows everyday users to conduct comprehensive searches across the web, appealing to those looking for general information or multimedia content. Data Analysts and Students: The Wolfram Alpha Search Mode is particularly beneficial for users needing calculations or data analysis, making it suitable for students and professionals in technical fields. Social Media Enthusiasts: The Reddit Search Mode targets users interested in community discussions and opinions, providing insights from social media platforms. Tech Enthusiasts and Developers: As an open-source platform, Perplexica attracts developers and tech enthusiasts who are interested in customizing the application or contributing to its development. Overall, Sanp aims to serve anyone looking for a powerful search engine that understands user queries and delivers accurate, contextually relevant information.

DESIGN

Logo and Icon Curios logo, consists of: A dynamic icon that evokes concepts like exploration and Navegation to teh information lead by AI simbolzed by a Compass

Color Palette The color scheme includes: A techy dark blue that evolves the traditional hyperlink blue into a more modern tone12 Warm earthy hues and darker blue tones for sophistication1 Two shades of turquoise or sea-blue: A lighter shade for the icon, evoking creativity and progress A darker shade for the wordmark, representing excellence and professionalism3

Typography Primary typeface: FK Display for the wordmark1 Secondary typeface: FK Grotesk for most applications, keeping the identity in the Florian Karsten family1

Design Elements Minimalist aesthetic across various brand touchpoints1 Vibrant animations that bring the asterisk icon to life1 Posters with eclectic graphics anchored by the grounded Perplexity wordmark1 Some elements feature patterns with gradients and Art Deco-inspired designs2

Brand Personality Emphasizes curiosity, discovery, and transparency4 Aims to be approachable while maintaining a sophisticated edge4 Draws inspiration from vintage tech aesthetics, particularly Apple ads from the 80s and 90s4 The overall design approach balances minimalism with thoughtful details, creating a cohesive and visually appealing brand identity that reflects CuriosAI's mission of providing accessible, high-quality information through advanced AI technology.

Agent Guidelines Read and update agent guidelines for this app that are used by the AI agent as context when generating new components or modules in this app.

DESIGN APPROACH

sophisticated-minimalist

KEY FEATURES

Clean, dark interfaces with subtle gradients, geometric patterns, and Art Deco-inspired elements. Focus on whitespace and typography to create a premium, tech-forward experience that remains approachable.

SHAPES

Geometric shapes with Art Deco influence. Rounded corners on interactive elements contrast with sharp angles in decorative patterns. Subtle drop shadows and glows add depth without overwhelming.

TYPOGRAPHY

Hierarchical type system using FK Displayor Montserrat Bold for branding, FK Grotesk for headings, and Inter for body text. Large, bold headlines contrast with refined body text to create clear visual hierarchy.