While building agent flows, I kept hitting a gap: sequential-thinking helps models reason step-by-step — but what about cross-checking?

cognition-wheel runs 3 top-tier models (Claude-4, Gemini 2.5, OpenAI o3) in parallel, anonymizes them (Alpha / Beta / Gamma), and uses a random judge model to fuse the answers into one take.

The pain: • Models contradict each other — which one do you trust?

• Brand bias skews output

• One model fails? You’re stuck

The fix:

• 3 LLMs think in parallel

• Names masked to avoid bias

• Random judge model synthesizes a final answer

How it fits:

1. Call sequential-thinking for step-by-step reasoning

2. Pipe the result into cognition-wheel for fast consensus check → deep logic + fast cross-validation

Built this because I wanted multi-model reasoning without orchestration hell. Would love feedback, weird edge cases, or ideas on smarter judge selection.

Comments URL: https://news.ycombinator.com/item?id=44348271

Points: 3

# Comments: 0

We’re building CAIL.IO — your AI-powered phone operator. Our voice agents make calls on your behalf, handle hold music, ask questions, and return with clean summaries. Think LLMs + VoIP + calendar + real-world impact.

Hiring:

• AI Voice Agent Engineers, maybe someone has experience (LLM, TTS/STT)

• New Grads / Interns (agent logic, testing, QA, voice UX, fast learners)

Lots of voice tech + AI challenges. Small team, lots of ownership.

Email: jobs@cail.io | Site: https://cail.io

Started as a personal pain after moving to the US. Now works for both people and businesses. Built our own voice infra. iOS, Android for B2C, and web dashboard for B2B. Building full-time with my wife – just pushed the first version of the mobile app this week.

https://cail.io

Comments URL: https://news.ycombinator.com/item?id=43305140

Points: 1

# Comments: 0

Remote: Yes

Willing to relocate: Not currently, but occasional trips are okay for me

Technologies: TypeScript, JavaScript, Node.js, React, Next.js, Vue.js, Nuxt.js, GraphQL, Nest.js, Python, Swift, AWS, Google Cloud Platform, Azure, Kubernetes, Docker, PostgreSQL, Redis, Microservices, LLMs (GPT-4, Claude), Agents

Résumé/CV: https://podelenko.pro/, https://www.linkedin.com/in/nikita39

Email: n.podelenko@gmail.com

Hey! I'm Nikita, a Founding Fullstack Engineer with 11+ years experience working in startups and high-growth companies. I love building innovative products and tackling complex technical challenges. Some areas of personal interest right now are AI/LLM implementations, high-load systems, and cutting-edge fintech solutions. Looking for an early-stage startup in US with a cool idea to join as engineer #1 or #2.

Here is my simple native macOS app for correcting grammar — CMD+C.

I'm a non-native English speaker working in English-speaking teams, and I care about how my Slack messages and other communications come across. Frustrated with switching between grammar tools, apps that don't support some input boxes, and endless copy-pasting, I built CMD+C — a simple macOS app that corrects grammar on the fly in any app, with just a triple-click.

Features:

1) Triple-click "⌘+C" to correct any selected text instantly, no matter where you're typing.

2) Use your own API key (OpenAI, Anthropic) or access premium corrections with our plan.

3) View correction history with explanations from GPT why it was corrected and export JSON/CSV if needed.

How it works:

1) Intercept triple "⌘+C" shortcut in macOS

2) Process text with LLM (OpenAI, Anthropic) with custom prompt

3) Replace selected text with the corrected version and save it to better understand why and how it was corrected

CMD+C was built in 7 days, is free to use, and I plan to share the source code later this month.

I've never built anything before, so I'd love your feedback - let me know what you think! Hope someone finds it useful!

Comments URL: https://news.ycombinator.com/item?id=42036830

Points: 5

# Comments: 2

Remote: Yes

Willing to relocate: Not currently, but occasional trips are okay for me

Technologies: TypeScript, JavaScript, Node.js, React, Next.js, Vue.js, Nuxt.js, GraphQL, Nest.js, Python, Swift, AWS, Google Cloud Platform, Azure, Kubernetes, Docker, PostgreSQL, Redis, Microservices, LLMs (GPT-4, Claude), Agents

Résumé/CV: https://podelenko.pro/, https://www.linkedin.com/in/nikita39

Email: n.podelenko@gmail.com

Hey! I'm Nikita, a Founding Fullstack Engineer with 11+ years experience working in startups and high-growth companies. I love building innovative products and tackling complex technical challenges. Some areas of personal interest right now are AI/LLM implementations, high-load systems, and cutting-edge fintech solutions. Right now i'm building my macOS (cmd-c.app) app to compete against Apple Intelligent :-)

Remote: Yes

Willing to relocate: Not currently, but occasional trips are okay for me

Technologies: TypeScript, JavaScript, Node.js, React, Next.js, Vue.js, Nuxt.js, GraphQL, Nest.js, Python, Go, PHP, Java, AWS, Google Cloud Platform, Azure, Kubernetes, Docker, PostgreSQL, Redis, Microservices, LLMs (GPT-4, Claude), AI/Chatbots

Résumé/CV: https://podelenko.pro/, https://www.linkedin.com/in/nikita39

Email: n.podelenko@gmail.com

Hey! I'm Nikita, a Founding Fullstack Engineer with 11+ years experience working in startups and high-growth companies. I love building innovative products and tackling complex technical challenges. Some areas of personal interest right now are AI/LLM implementations, high-load systems, and cutting-edge fintech solutions.

Does not store logs, history is stored in a browser. Built with help from Claude :-)

Comments URL: https://news.ycombinator.com/item?id=40851253

Points: 4

# Comments: 6

Join Arro as we revolutionize access to credit for millions. As part of our engineering team, you'll contribute to a platform that combines financial education with innovative lending solutions. Enjoy a competitive salary, equity, remote work flexibility, and a culture focused on learning and growth. Apply now and make a real difference.

Arro is looking for a Senior Backend Engineer with 7+ years of experience, proficient in Node, Typescript, JavaScript, and AWS. Ideal candidates are problem solvers with strong CS fundamentals, eager to mentor, and skilled in agile environments. Join us in building fair access to credit. Benefits include competitive salary, equity, and more. No LeetCode at the interview, just a cool set of coding challenges!

Email for resumes: srinivasan@arrofinance.com

Join Arro in revolutionizing credit access for millions. As part of our engineering team, contribute to a platform that combines financial literacy with innovative credit solutions. Enjoy competitive salary, equity, remote work flexibility, and a culture focused on learning and growth. Apply now to make a real difference.

Arro is still seeking a Senior Backend Engineer with 7+ years of experience, proficient in Node, TypeScript, JavaScript, and AWS. Ideal candidates are problem solvers with strong CS fundamentals. Join us to build fair credit access. Benefits include competitive salary, equity, and more. No LeetCode on interview, just a cool set of coding tasks!

Apply at LinkedIn: https://www.linkedin.com/jobs/view/3812015694/

Join Arro in revolutionizing credit access for millions. As part of our engineering team, contribute to a platform that combines financial literacy with innovative credit solutions. Enjoy competitive salary, equity, remote work flexibility, and a culture focused on learning and growth. Apply now to make a real difference.

Arro is seeking a Senior Backend Engineer with 7+ years of experience, proficient in Node, Typescript, JavaScript, and AWS. Ideal candidates are problem solvers with strong CS fundamentals, eager to mentor, and skilled in Agile environments. Join us to build fair credit access. Benefits include competitive salary, equity, and more. No LeetCode on interview, just a cool set of coding tasks!

Apply at LinkedIn: https://www.linkedin.com/jobs/view/3812015694/

Remote: yes

Willing to relocate: yes

Technologies: full stack engineer, javascript, typescript, node.js, nuxt, nest, microservices, aws, gcp, postgres, vue, sql, devops, LLM, langchain, react, next, openai, llama

Résumé/CV: https://podelenko.pro/

Email: n.podelenko@gmail.com

Hello! I'm a Full-stack Software Engineer, bringing in more than 10+ years of experience, out of which more than 9 years have been focused specifically on the iGambling industry catering to its core business logic, game logic, and micro services architecture. Primary backend tech stack: Node.js (TS/JS) Personal projects: Python, PHP, Java and Go. DevOps: Kubernetes, Docker, Google Cloud, AWS, Terraform. Frontend: Vue/Nuxt, React/Next.

Currently working on backend infrastructure on Chrome Extension with 1.5m MAU and 100k DAU and my own AI-powered bot: gptask.io

I moved to the US in 2023 and am now seeking opportunities for a hybrid/on-site/remote job as a Full stack Software Engineer. I'm really want to work with AI related projects (Or EV related).

Remote: yes

Willing to relocate: yes

Technologies: full stack engineer, javascript, typescript, node.js, nuxt, nest, microservices, aws, gcp, postgres, vue, sql, devops, LLM, langchain, react, next, openai, llama

Résumé/CV: https://podelenko.pro/

Email: n.podelenko@gmail.com

Hello! I'm a Full-stack Software Engineer, bringing in more than ten years of experience, out of which more than eight years have been focused specifically on the iGambling industry catering to its core business logic, game logic, and microservices architecture. I complement my software development skills (with emphasis on backend namely TS/JS (Node.js)) with demonstrable experience in Python, PHP, Java and Go. Currently working on backend infrastructure on Chrome Extension with 1m MAU and 100k DAU and my own AI-powered bot: gptask.io DevOps: Kubernetes, Docker, Google Cloud. Frontend: Vue/Nuxt and React/Next.

I moved to the US in 2023 and am now seeking opportunities for a hybrid/on-site/remote job as a Fullstack Software Engineer. I'm really want to work with AI related projects (Or EV related).

Remote: yes

Willing to relocate: yes

Technologies: full stack engineer, js/ts, node.js, nuxt, nest, microservices, aws, gcp, postgres, vue, sql, devops, LLM, langchain

Résumé/CV: https://linkedin.com/in/nikita39

Email: n.podelenko@gmail.com

Last 8 years in iGambling industry - core business logic, game logic, microservices architecture, Launched a LLM Telegram bot this year - gptask.io