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

Explaining the coexistence of economic freedom and big government

https://www.cambridge.org/core/journals/journal-of-institutional-economics/article/abs/hayekian-w...
1•paulpauper•46s ago•0 comments

Hollis Robbins on Average vs. Marginal

https://arnoldkling.substack.com/p/hollis-robbins-on-average-vs-marginal
1•paulpauper•1m ago•0 comments

Wellbeing, Youth and Survey Mode: Comparisons Across 23 Countries

https://www.nber.org/papers/w35058
1•paulpauper•1m ago•0 comments

Tmux-Kanban – a web board for managing real tmux sessions

https://github.com/linwk20/tmux-kanban
1•wkallan•2m ago•0 comments

Motorola sues social platforms and creators over posts, raising speech concerns

https://techcrunch.com/2026/04/15/motorola-sues-social-platforms-and-creators-over-posts-raising-...
1•abra_dabra•2m ago•0 comments

Any engineers here with experience of clinical data standards?

1•kalturnbull•2m ago•0 comments

Discovery of genetic switch could help turn rice into a perennial crop

https://phys.org/news/2026-03-discovery-genetic-rice-perennial-crop.html
1•PaulHoule•3m ago•0 comments

Wafer maximizes intelligence per watt by optimizing kernals

https://www.wafer.ai/blog/seed-round
1•sethbannon•4m ago•0 comments

Lint email HTML for client compatibility using caniemail data. CLI and library

https://github.com/stewartjarod/email-lint
1•stewartjarod•4m ago•0 comments

The Enshittificator [video]

https://vimeo.com/1168468796
2•aeinbu•6m ago•0 comments

Simon Oxley, famous tech logo designer, has died

https://en.wikipedia.org/wiki/Simon_Oxley
3•anigbrowl•7m ago•0 comments

Anr further skinny about Mythos

1•rkorlimarla•10m ago•0 comments

Emerging-Market Pioneer Mark Mobius Dies at 89

https://www.wsj.com/finance/investing/emerging-market-pioneer-mark-mobius-dies-at-89-5ed4e945
1•sonabinu•10m ago•0 comments

Tennessee is about to make building chatbots a Class A felony

https://old.reddit.com/r/artificial/comments/1slu23a/red_alert_tennessee_is_about_to_make_building/
2•mindcrime•11m ago•0 comments

The AI Labs Have a $7 Doritos Problem

https://vinvashishta.substack.com/p/the-ai-labs-have-a-7-doritos-problem
1•gmays•11m ago•0 comments

Google launches native Gemini app for Mac

https://9to5google.com/2026/04/15/gemini-app-mac/
2•quadrige•11m ago•0 comments

Coding agent methodology built from tool failure, not theory

https://gitlab.com/naive-x/naive-artifact-coding/-/blob/main/white-paper.md
1•haragx•17m ago•0 comments

Show HN: Experimental app for remixing and sharing Wikipedia content

https://testflight.apple.com/join/TcuN9rry
1•brokensegue•17m ago•0 comments

Pay Transparency in the EU (2026)

https://www.consilium.europa.eu/en/policies/pay-transparency/
2•andrewstetsenko•18m ago•0 comments

You can now suggest RSS feeds on Rawfeed.social

https://rawfeed.social/blog/rss-feed-suggestions
1•iozguradem•18m ago•0 comments

Claude Code can now do your job overnight

https://thenewstack.io/claude-code-can-now-do-your-job-overnight/
1•Brajeshwar•23m ago•0 comments

How to notify users about privacy policy changes without spamming everyone

https://www.openpolicy.sh/blog/building-update-flows
1•jamie_davenport•23m ago•0 comments

Ask HN: Are your product managers sending PRs?

1•subw00f•26m ago•1 comments

Reverse-enginnering a bluethoot termal printer (2021)

https://werwolv.net/posts/cat_printer/
1•Muhammad523•29m ago•0 comments

Show HN: Unseal.link – Paste a URL, set a price, let buyers unseal it via Stripe

https://unseal.link
1•beharefe•29m ago•1 comments

NoteSide

https://dylblake.dev/
2•dylblake03•30m ago•1 comments

PTEcorepractice – Free PTE Core Practice Platform for Canada PR Applicants

https://ptecorepractice.com
1•zzx•31m ago•0 comments

One Interface, Every Protocol

https://openbindings.com/blog/one-interface-every-protocol
2•clevengermatt•32m ago•3 comments

Sumida Aquarium Posts 2026 Penguin Relationship Chart, with Drama and Breakups

https://www.sumida-aquarium.com/special/sokanzu/en/2026/
2•Lwrless•32m ago•0 comments

LinkedIn data shows AI isn't to blame for hiring decline yet

https://techcrunch.com/2026/04/15/linkedin-data-shows-ai-isnt-to-blame-for-hiring-decline-yet/
3•caisah•33m ago•1 comments