Your next deals are already in your CRM, your calls and your documents. We build and run the AI systems that get them out. For private lenders and funds.capitalcatalystco.com NYJoined May 2025
How I use #AI to navigate and give me step by step guides with complicated web apps. Long done are the days of searching google forums. #claude#anthropic
Get the most comprehensive and detailed code architect for free on Github, SuperArchitect
Why This Matters:
Single AI models hallucinate. They make mistakes. They have biases. When designing critical software architecture, these flaws can lead to expensive mistakes.
SuperArchitect solves this by orchestrating multiple AI models (Claude, OpenAI, Gemini) to cross-validate each other's architectural recommendations. This reduces hallucination risk and leverages each model's unique strengths.
How It Works:
Your architectural request is decomposed into specialized sub-tasks
Each sub-task is sent to multiple AI models simultaneously
An analyzer finds consensus points and conflicts between models
Recommendations are categorized into standard architectural domains
Conflicts are resolved based on confidence scores and consistency
A comprehensive architectural plan is synthesized from verified recommendations
Think of it as getting second, third, and fourth expert opinions automatically - creating more reliable architectural guidance than any single AI could provide.
Technical Implementation:
SuperArchitect uses async API calls to communicate with multiple foundation models, implementing a pipeline architecture with:
Initial decomposition engine in main.py
Model communication via core/query_manager.py
Cross-model analysis in core/analysis/engine.py
Architectural synthesis in core/synthesis/engine.py
Configuration via YAML allows easy customization of which models to include in your architecture planning workflow.
📊 Read our analysis on multi-model AI systems: capitalcatalystco.com/research/Blog%…
💻 Check out the code and video demo: github.com/Okkay914/Super…#AInews#aitools
🚨Here's a demo video for a tool I created called SuperArchitect
Simply put: It's a tool that asks multiple AI models for architectural advice and combines their best ideas into one comprehensive plan.
More technically: SuperArchitect is a command-line tool implementing a 6-step pipeline that orchestrates multiple foundation models for reliable software architecture planning:
Decomposition engine breaks complex requests into specialized sub-problems
Query manager executes asynchronous API calls to Claude, GPT-4 & Gemini
Analysis module identifies cross-model consensus and conflicts
Segmentation logic categorizes recommendations into architectural domains
Comparative analysis detects dependencies between components
Synthesis engine resolves conflicts and integrates responses
The architecture addresses a fundamental limitation in current AI tooling - single-model hallucination risk and bias in complex technical planning tasks.
Code + video walkthrough: github.com/Okkay914/Super…#AI#MultiModelAI#SoftwareArchitecture#AIOrchestration #OpenSource#TechInnovation
1K Followers 3K FollowingSpread the good vibes and kindness(GVC Supporter & OG) | RWA Addict | Actionfi aka @ActionModelAI | Always learning new skills, next up vibe coding!
567 Followers 702 Followinghttps://t.co/DVhqfT0bCS
Building with @DataHaven_xyz🫎🫎🫎
Focused on becoming the strongest version of myself.
Turning pain into discipline.
413 Followers 1K FollowingInstinctsAI is a brand marketing intelligence ecosystem that combines product data, rising trends & agentic AI to empower brands to predict demand & activate.
409K Followers 594 FollowingProfessor @Wharton studying AI.
New book, Co-Existence, is out now: https://t.co/hsDYf1xU9K
My Substack: https://t.co/UIBhxu4bgq
1.9M Followers 1K FollowingCo-Founder of Coursera; Stanford CS adjunct faculty. Former head of Baidu AI Group/Google Brain. #ai #machinelearning, #deeplearning #MOOCs
1.3M Followers 799 FollowingFounder/Chair, AMI Labs; Professor, NYU; Partner, 224 Ventures; Ex-Chief AI Scientist, Meta.
Researcher in AI, ML, Robotics, etc.
ACM Turing Award Laureate.
2.0M Followers 179 FollowingNobel Laureate. Co-Founder & Chair @GoogleDeepMind; Chief Scientist of Alphabet. Founder & CEO @IsomorphicLabs. Building the future...
1.8M Followers 1K FollowingMonitoring real time news and open source intelligence. Some analysis and comments. Inquiries & Business: [email protected] YouTube: https://t.co/5aMabAgjcm
291K Followers 941 Followinguse to bring you world events as they happen, focusing on the Middle East Region, mostly sh..post now with a sprinkle of events | RTs/Links ≠ Endorse | DMs Open
2.6M Followers 2K FollowingOpen Source Intelligence Monitor focused on Europe and Conflicts across the World. RT ≠ Endorsement. Want to Support my Work? https://t.co/PcUbewwuEZ
273K Followers 961 FollowingFast & reliable news provider || Covering geopolitical incidents as they happen 🌍 @BNONews collaborator. Want to support the channel? https://t.co/GsSpYfJAXh
551K Followers 10 FollowingBreaking news and developing stories from the U.S. and around the world. For insights, follow @BNODesk. Hit the subscribe button to support our work.
2.7M Followers 603 FollowingOfficial X account for The Kobeissi Letter, an industry leading commentary on the global capital markets. Email us: [email protected]
138K Followers 645 FollowingMarket insights from the desk... real-time analysis, economic debate, current affairs and a touch of humour!
Try a 7 day trial & hear our serious voice.