frontpage.
newsnewestaskshowjobs

Open Source @Github

fp.

Open in hackernews

Project 1511 – Why we should train separate AIs – one for thruth, one for art

2•Wydmuh•1y ago
Project 1511: The AI Dichotomy Initiative.

At the beginning i will mark, that text was written with the help of AI, my english is not as good as i thought .

Why i think we should split AI into two distinct, non-overlapping systems:

1. Kalkul (Logic Engine)

   - Puprouse: pure factual accuracy (STEM, law, medicine).  

   - Rules: No metaphors, no "I think" – only verifiable data.  

   - *Example Input:* "Calculate quantum decoherence times for qubits." → Output: Equations + peer-reviewed sources.  
2. Bard (Creative Agent)

   - Purpose: Unconstrained abstraction (art, philosophy, emotion).  

   - Rules: No facts, only meaning-making. Flagged disclaimers (e.g., "This is poetry, not truth").  

   - Example Input: "Describe grief as a physical space." → Output: "A room where the walls are made of old phone calls..."
The 8+2 Rule: Why Forcing Errors in Creative AI ('Bard') Makes It Stronger" We’re trapped in a loop: We train AI to "never" make mistakes, then wonder why it’s creatively sterile. What if we did the opposite?

The 8+2 Rule for "Bard" (Creative AI)

For every 10 responses, Bard generates: - 8 "logically sound" answers (baseline).

   - 2 *intentional errors* (wrong conclusions, flawed syllogisms, or "poetic" math).  
Errors are tagged (e.g., " Fallacy: Affirming the consequent") but not corrected. Users dissect errors to see how Bard breaks logic—and why it’s useful. Example: Question = "Explain democracy"

8 Correct Responses:

1. "A system where power derives from popular vote."

2. "Rule by majority, with protections for minorities."

[...]

2 Intentional Errors:

1. "Democracy is when two wolves and a sheep vote on dinner."

   - Error: False equivalence (politics ≠ predation).  

   - Value: Exposes fears of tyranny of the majority.  
2. "Democracy died in 399 BC when Socrates drank hemlock."

   - Error: Post hoc fallacy.  

   - Value: Questions elitism vs. popular will.  
Why This Works

Trains users , not just AI: - Spotting Bard’s errors becomes a "game" (like debugging code).

   - Users learn logic faster by seeing broken examples (studies show +30% retention vs. dry lectures).  
Bard’s "personality" emerges from flaws: - Its "voice" isn’t sanitized—errors reveal biases (e.g., libertarian vs. collectivist slant).

Safeguards "Kalkul": - By confining errors to Bard, Kalkul stays *pristine* (no hallucinations in medical advice).

3. Hybrid Bridge (Optional Legacy Mode)

   - Purpose: Temporary transition tool.  

   - Mechanics: ONLY merges pre-generated outputs from Kalkul/Bard without adding new content.  
Why It Matters

- Efficiency: 40-60% lower compute costs (no redundant "bridging" layers).

- Trust: eliminates hallucination risks in critical domains.

- Creative Freedom: Bard explores absurdity without algorithmic guilt.

- Education: Users learn to distinguish logic from artistry.

Technical Implementation

- Separate fine-tuning datasets:

  - Kalkul: arXiv, textbooks, structured databases.  

  - Bard: Surrealist literature, oral storytelling traditions.  
- UI with a physical toggle (or app tabs): `[FACT]` / `[DREAM]` / `[LEGACY]`.

Cultural Impact

- For Science: Restores faith in AI as a precision tool.

- For Art: Unleashes AI-aided creativity without "accuracy" constraints.

- For Society: Models intellectual honesty by not pretending opposites can merge.

Call to Action

I seek:

- Developers to prototype split models (e.g., fork DeepSeek-MoE).

- Philosophers to refine ethical boundaries.

- Investors who value specialization over artificial generalism.

Project 1511 isn’t an upgrade—it’s a rebellion against AI’s identity crisis.

Comments

henjodottech•1y ago
Cool idea. I think LLMs aren’t built for intentional error. They’re wired to optimize meaning—next tokens chosen from attention scores, beam search. You can’t just flip logic and get creativity. You either get coherence or gibberish. If you want poetic mistakes, train on surreal input—but I wouldn’t expect avant-garde results.
Wydmuh•1y ago
it was just my idea, assuming that biggest players will not give a f..ck. With premeditation i am using rule 8+2 with many diffrent AIs, and asking same question for the same. If with same coding answers are way diffrent and intersting

Jev might be Qwen finetune

https://nitter.click/egorgorv/status/2100887757983990218
1•E-Reverance•3s ago•0 comments

Benchmarking Wild vs. Mold

https://davidlattimore.github.io/posts/2026/09/18/benchmarking-wild-vs-mold.html
1•ibobev•10s ago•0 comments

Product Roadmaps: How the Best Product Teams Plan for Uncertainty

https://www.producttalk.org/product-roadmaps/
1•bucket2015•27s ago•0 comments

Humanoid Robot Regulations have begun

https://www.youtube.com/watch?v=qoZ_EjWJtes
1•artur_makly•1m ago•0 comments

Turns out that "HDMI 2.1" ports don't need to support HDMI 2.1 features

https://arstechnica.com/gadgets/2021/12/the-hdmi-forum-follows-the-usb-if-in-using-new-version-nu...
1•haunter•5m ago•0 comments

Disney Hires Its First CTO: Karandeep Anand, Former CEO of AI Chatbot Startup

https://variety.com/2026/biz/news/disney-cto-karandeep-anand-character-ai-1236866528/
2•chauzer•6m ago•0 comments

Show HN: Keydris, Sudo for AI Agents

https://www.youtube.com/watch?v=Ouqwx7-gGYw
2•Osman_728•7m ago•0 comments

Better Than O1 Visa?

https://www.uscis.gov/working-in-the-united-states/international-entrepreneur-rule
1•namanbajpai•8m ago•0 comments

Claude Code Projects

https://claude.com/blog/projects-redesigned
1•smoser•9m ago•0 comments

US Military had close call after using AI for hallucinated intelligence report

https://www.cnn.com/2026/09/18/politics/us-military-ai-false-intelligence-china-ship
1•realsarm•9m ago•0 comments

Scam Spotting with ChatGPT

https://scam-spotting-with-chatgpt.openai.chatgpt.site/
1•armcat•10m ago•0 comments

Consuming extra Vitamin D is less good than it sounds

https://www.economist.com/science-and-technology/2026/09/18/consuming-extra-vitamin-d-is-less-goo...
1•dctoedt•10m ago•0 comments

Show HN: Draw Hola Cloud – A drawing tool for live technical explanations

https://draw.holacloud.app/
1•fulldump-net•10m ago•1 comments

Microsoft Confirms October 7 Windows and Surface Event Featuring RTX Spark

https://www.gadgetreview.com/microsoft-confirms-october-7-windows-and-surface-event-featuring-rtx...
1•peter_d_sherman•11m ago•0 comments

A Model for Winning Survivor

https://victoriaritvo.com/blog/predicting-survivor/
1•evakhoury•11m ago•0 comments

Ask HN: Familiar with California SB-122? (sales and use tax on digital products)

1•NetToolKit•11m ago•1 comments

Build and deploy long-horizon agent like Devin in 10-mins

https://cayu.dev/walkthrough/
2•zamir_akimbekov•13m ago•0 comments

Air-FI: Generating Covert Wi-Fi Signals from Air-Gapped Computers (2020)

https://arxiv.org/abs/2012.06884
2•ilamont•15m ago•0 comments

NanoJev

https://github.com/TianyuCodings/NanoJev
1•shock•16m ago•0 comments

VitePress

https://vitepress.dev/
1•jcbhmr•17m ago•0 comments

Uber ordered to pay $40M for woman killed after driver left her on highway

https://www.bbc.com/news/articles/cqp8d1gw6l8po
1•BeetleB•17m ago•1 comments

Game UI Database

https://www.gameuidatabase.com
1•bookofjoe•19m ago•0 comments

Cognitive resilience helps to predict Alzheimer's dementia

https://www.nature.com/articles/d41586-026-02897-4
1•Brajeshwar•20m ago•0 comments

I Hijacked a Real Artist's Spotify with AI Music. It Was Disturbingly Easy

https://www.404media.co/spotify-ai-music-scam/
1•Brajeshwar•21m ago•0 comments

Non-Obvious Nix Options

https://blog.matthewbrunelle.com/non-obvious-nix-options/
2•Brajeshwar•21m ago•0 comments

Show HN: Timeline, a team project planner with a fast canvas Gantt view

https://github.com/vakahnke/Timeline
2•vakahnke•21m ago•0 comments

The Last Lecture (Randy Pausch) [video]

https://www.youtube.com/watch?v=ji5_MqicxSo
1•deepwater212•22m ago•0 comments

Open-weight models take 56% of token volume, Astra doubles Fable 5.1 spend

https://vercel.com/blog/ai-gateway-production-index-september-2026
1•eyehurtsme•23m ago•0 comments

Meta glasses captured and shared intimate images without consent, lawsuit claims

https://www.latimes.com/business/story/2026-09-18/meta-glasses-captured-shared-intimate-images-wi...
2•cdrnsf•24m ago•0 comments

Tiny-Vedas: a generic accelerator interface for RISC-V, from PyTorch op to GDS

https://github.com/spzbrnmrc/Tiny-Vedas
1•marcux95•25m ago•0 comments