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Discuss – Do AI agents deserve all the hype they are getting?

2•MicroWagie•1h ago•0 comments

Ask HN: Anyone Using a Mac Studio for Local AI/LLM?

47•UmYeahNo•1d ago•29 comments

LLMs are powerful, but enterprises are deterministic by nature

3•prateekdalal•5h ago•3 comments

Ask HN: Non AI-obsessed tech forums

27•nanocat•16h ago•21 comments

Ask HN: Ideas for small ways to make the world a better place

16•jlmcgraw•18h ago•20 comments

Ask HN: 10 months since the Llama-4 release: what happened to Meta AI?

44•Invictus0•1d ago•11 comments

Ask HN: Who wants to be hired? (February 2026)

139•whoishiring•4d ago•517 comments

Ask HN: Who is hiring? (February 2026)

313•whoishiring•4d ago•512 comments

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2•netfortius•13h ago•1 comments

AI Regex Scientist: A self-improving regex solver

7•PranoyP•20h ago•1 comments

Tell HN: Another round of Zendesk email spam

104•Philpax•2d ago•54 comments

Ask HN: Is Connecting via SSH Risky?

19•atrevbot•2d ago•37 comments

Ask HN: Has your whole engineering team gone big into AI coding? How's it going?

18•jchung•2d ago•13 comments

Ask HN: Why LLM providers sell access instead of consulting services?

5•pera•1d ago•13 comments

Ask HN: How does ChatGPT decide which websites to recommend?

5•nworley•1d ago•11 comments

Ask HN: What is the most complicated Algorithm you came up with yourself?

3•meffmadd•1d ago•7 comments

Ask HN: Is it just me or are most businesses insane?

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Ask HN: Is there anyone here who still uses slide rules?

123•blenderob•4d ago•122 comments

Kernighan on Programming

170•chrisjj•4d ago•61 comments

Ask HN: Any International Job Boards for International Workers?

2•15charslong•16h ago•2 comments

Ask HN: Anyone Seeing YT ads related to chats on ChatGPT?

2•guhsnamih•1d ago•4 comments

Ask HN: Does global decoupling from the USA signal comeback of the desktop app?

5•wewewedxfgdf•1d ago•3 comments

We built a serverless GPU inference platform with predictable latency

5•QubridAI•2d ago•1 comments

Ask HN: Does a good "read it later" app exist?

8•buchanae•3d ago•18 comments

Ask HN: Have you been fired because of AI?

17•s-stude•4d ago•15 comments

Ask HN: How Did You Validate?

4•haute_cuisine•1d ago•6 comments

Ask HN: Anyone have a "sovereign" solution for phone calls?

12•kldg•4d ago•1 comments

Ask HN: Cheap laptop for Linux without GUI (for writing)

15•locusofself•3d ago•16 comments

Ask HN: OpenClaw users, what is your token spend?

14•8cvor6j844qw_d6•4d ago•6 comments
Open in hackernews

PolyThink: A Multi-Agent AI System to Eliminate Hallucinations

9•kuberwastaken•9mo ago
Excited to announce PolyThink Alpha's early access! Our multi-agent AI system fights hallucinations with consensus-driven, accurate answers from multiple models. I'd love for you to join the waitlist at https://www.polyth.ink/ as I'm planning to randomly roll out invites starting May. Feedback will shape our final launch! I'd love thoughts and suggestions too! What would you like to see here?

Comments

consumer451•9mo ago
Very interesting. Will this be available as a meta model via API, allowing use in the coding tool of my choice?
kuberwastaken•9mo ago
Eventually yes, that's the plan! It's extremely good with code too, especially with more vague requests, tends to take about 2-3 rounds but almost always gets a great approach.
stereo•9mo ago
Isn’t this basically the Swiss cheese model? If your two input AIs hallucinate, or your consensus AI misunderstands the input, you will still have confabulations in the output?
TheKelsbee•9mo ago
I have this same thought, and have tried similar approaches.

OP: Have you trained or fine tuned a model that specifically reasons the worker model inputs against the user input? Or is this basically just taking a model and turning the temperature down to near 0?

kuberwastaken•9mo ago
Low temperature, heavy prompting to answer in a structured way. Sadly can't fine train models since this is API based but the approach does work!
kuberwastaken•9mo ago
From all my testing, this never really happened even once honestly, plus the judge model (that I've kept strictly a reasoning model) also evaluates individually before "judging" the consensus.
sks38317•9mo ago
I’m genuinely interested in how you arrived at the concept of using AI as a method to treat hallucinations. What inspired that approach?
tough•9mo ago
not op but LLM as Judge is a thing https://arxiv.org/abs/2411.15594
kuberwastaken•9mo ago
Honestly, personal use cases. I am a STEM student and deal with a lot of "hard" questions that are about 60% of the time miscalculated by LLMs, I used to manually paste in approaches from say ChatGPT to DeepSeek and now grok and asked them what do you think is better. I created this out of necessity to automate this then realized how cool it can be if it scales further haha