frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

fp.

Open in hackernews

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

2•Wydmuh•11mo 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•11mo 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•11mo 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

Does threatening an AI agent's existence make it a better gambler?

https://handyai.substack.com/p/does-threatening-an-ai-agents-existence
1•surprisetalk•2m ago•0 comments

Show HN: A visual planner for the Gridfinity modular storage system

https://gridfinitylayouttool.com/
1•veroz•2m ago•0 comments

Number Go Down

https://twitter.com/allenf32/status/2045477517201477686
1•simonebrunozzi•3m ago•0 comments

Deep Moats and Platform Shifts in Computing

https://semiconductor.substack.com/p/deep-moats-and-platform-shifts-in
1•naves•4m ago•0 comments

Starting from Scratch

https://shvbsle.in/starting-from-scratch/
1•kn81198•7m ago•0 comments

Friday Studio AI runtime: Turn prompts, skills, & tools into reliable config

https://github.com/friday-platform/friday-studio
3•Vpr99•12m ago•2 comments

A Dark-Money Campaign Is Paying Influencers to Frame Chinese AI as a Threat

https://www.wired.com/story/super-pac-backed-by-openai-and-palantir-is-paying-tiktok-influencers-...
4•qwikhost•15m ago•1 comments

AI doesn't replace us, but commodizes us

https://qihqi.github.io/posts/what-if-ai-commodizes-us/
1•qihqi•17m ago•0 comments

Shut out from the US, the world’s largest EV maker thinks it can stay on top

https://www.cnn.com/2026/04/30/china/china-ev-byd-stella-li-interview-intl-hnk
1•breve•18m ago•0 comments

The Road to a Billion-Token Context

https://cacm.acm.org/news/the-road-to-a-billion-token-context/
2•pseudolus•22m ago•0 comments

Tessera: Unlocking Heterogeneous GPUs Through Kernel-Granularity Disaggregation

https://arxiv.org/abs/2604.10180
1•matt_d•22m ago•0 comments

AI actors and writers will be ineligible for Oscars

https://www.reuters.com/lifestyle/ai-actors-writers-will-be-ineligible-oscars-2026-05-01/
4•pseudolus•25m ago•2 comments

Trump tears up part of EU tariff deal to raise import duties on cars and lorries

https://www.theguardian.com/us-news/2026/may/01/trump-tears-up-eu-tariff-deal-raises-import-dutie...
4•exceptione•26m ago•0 comments

Detecting Meaning Bifurcation in Frozen LLMs

https://huggingface.co/spaces/RiverRider/srt-adapter-v1.0-demo
1•spacebacon•28m ago•0 comments

GitHub Copilot: Upcoming Deprecation of GPT-5.2 and GPT-5.2-Codex

https://github.blog/changelog/2026-05-01-upcoming-deprecation-of-gpt-5-2-and-gpt-5-2-codex/
3•zorrn•28m ago•0 comments

Show HN: Stealth Benchmark test if AI coding interview tools can be detected

https://github.com/blindCodes/stealth-benchmark
1•html5ninja•37m ago•0 comments

I built a Claude Code skill for structured decision making

https://github.com/juanallo/six-hats-skill/tree/main
2•juan_allo•38m ago•0 comments

Billnode – six tiny calculators for freelancers and small ecom shops

https://billnode.app/
1•howtobatman101•41m ago•0 comments

Scientific writing for early-career researchers

https://tiagojct.eu/notes/sw/
2•tiagojct•46m ago•0 comments

Under crushing hypergravity, fruit flies adapt–and recover

https://phys.org/news/2026-05-hypergravity-fruit-flies-recover.html
2•bookmtn•46m ago•0 comments

Cigna's exit adds to Obamacare marketplace upheaval

https://www.msn.com/en-us/money/general/cigna-s-exit-adds-to-obamacare-marketplace-upheaval/ar-AA...
3•petethomas•47m ago•0 comments

Show HN: Fast, privacy-first macOS configuration bootstrapper for (MDM) Macs

https://mac.olegkoval.com/
1•orthodoz•52m ago•0 comments

Man dies covered in necrotic lesions after amoebas eat him alive

https://arstechnica.com/health/2026/05/amoebas-eat-man-alive-over-months-in-puzzling-ultra-rare-c...
7•luafox•55m ago•0 comments

WMO: Likelihood Increases of El Niño

https://wmo.int/media/news/wmo-likelihood-increases-of-el-nino
3•reqo•56m ago•0 comments

Stackless coroutines for gamedev in ~200 lines of C++

https://vittorioromeo.com/index/blog/sfex_coroutine.html
2•SuperV1234•1h ago•0 comments

The docs diff is the plan

https://spicadust.com/blog/the-docs-diff-is-the-plan
2•AirswitchAsa•1h ago•0 comments

New scooters roll out in Denver, replacing Lime and Bird

https://denverite.com/2026/04/27/veo-scooters-denver-switch/
2•maerF0x0•1h ago•0 comments

GameStop Preparing Offer for eBay

https://www.wsj.com/business/deals/gamestop-preparing-offer-for-ebay-1678e6de
4•mudil•1h ago•2 comments

Railway introduced undoable deletes for database volumes

https://railway.com/changelog/2026-05-01-undoable-deletes
4•appveyor•1h ago•1 comments

No woman in England or Wales can be prosecuted for an abortion any more

https://www.cosmopolitan.com/uk/reports/a71163004/england-wales-decriminalise-abortion/
6•embedding-shape•1h ago•1 comments