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•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

Sonny Rollins Is Dead

https://www.nytimes.com/2026/05/25/arts/music/sonny-rollins-dead.html
1•diwank•21s ago•0 comments

Show HN: MCPs aren't enough, give Codex/Claude accurate memory of everything

https://timeglass.ai
1•midas•34s ago•0 comments

Maybe Programmers are Just Bad [video]

https://www.youtube.com/watch?v=qqUgl6pFx8Q
1•tosh•2m ago•0 comments

Sometimes, the Best Way to Explore a Landscape Is to Sit Down

https://www.nytimes.com/2026/05/26/realestate/gardening-madoo-sagaponack-bob-dash.html
1•mooreds•3m ago•0 comments

Quest: Training Frontier Deep Research Agents with Synthetic Tasks

https://arxiv.org/abs/2605.24218
1•Brajeshwar•3m ago•0 comments

Fifty years of 'More is different (2022)

https://ora.ox.ac.uk/objects/uuid:b009809d-be1d-4bb6-9cf8-2380124fb7e6
1•cratermoon•4m ago•0 comments

Investigation update: GitHub Enterprise Server signing key rotation

https://github.blog/security/investigating-unauthorized-access-to-githubs-internal-repositories/
1•brianmcnulty•4m ago•0 comments

Flipper Zero Can Detect Flock Cameras

https://old.reddit.com/r/TikTokCringe/comments/1to4xfh/dystopia_speed_run/
1•skadamat•4m ago•0 comments

Aperion Shield v0.7 – guardrails for AI coding agents now run as Git hooks

https://github.com/AperionAI/shield/releases/tag/shield-v0.7.0
1•ScottAperion•6m ago•0 comments

Co-Dfns versus BQN's Implementation

https://mlochbaum.github.io/BQN/implementation/codfns.html
1•tosh•8m ago•0 comments

We Can Do Hard Things

https://allenpike.com/2026/we-can-do-hard-things/
1•surprisetalk•8m ago•0 comments

An MCP server that gives agents a sandboxed Lisp REPL

https://andreasronge.github.io/ptc_runner/the-right-tool-for-code-mode.html
1•andreasronge•8m ago•1 comments

Avoid Using "< [Cdata[ ]]>" in RSS

https://waspdev.com/articles/2026-05-11/avoid-using-cdata-in-rss
1•surprisetalk•9m ago•0 comments

Show HN: Fono – dictation/assistant for Linux in one Rust binary

https://github.com/bogdanr/fono
1•bogdan_r•10m ago•0 comments

In a city of high-rises, 'cardboard grannies' collect waste for cash

https://www.cnn.com/2026/05/23/china/hong-kong-cardboard-grannies-intl-hnk
1•mooreds•10m ago•0 comments

AI Is Taking over the Most Cursed Job in the World

https://www.wired.com/story/ai-takes-over-debt-collection/
2•srameshc•12m ago•0 comments

AI Startup Says It Will Pay People $2k a Month to Masturbate

https://decrypt.co/368866/ai-startup-pay-people-2000-month-masturbate
5•ajay-d•14m ago•0 comments

I Rebuilt the 1997 Ultima Online Client from Scratch So a Bot Can Play It

https://github.com/xrip/uo-client
1•xrip•15m ago•0 comments

A Practical MS‑DOS Problem Contributed to C++

https://freshsources.com/blog/files/0efc66caabe2cb443a6acae6aca0f707-0.html
2•pjmlp•15m ago•0 comments

Fail or Not? Unrealistic Game

https://pdfearn.blogspot.com/
1•iLzKiiSG•15m ago•0 comments

The Asymptote of Intent

https://beforetheprompt.substack.com/p/the-asymptote-of-intent
2•marcuscog•17m ago•0 comments

NimbleRx Acquired by Swoop

https://swoop.com/blog/swoop-acquires-nimble-adding-prescription-fulfillment-and-pharmacy-connect...
2•zelias•18m ago•0 comments

MCP: Security Design Considerations for AI-Driven Automation by NSA [pdf]

https://www.nsa.gov/Portals/75/documents/Cybersecurity/CSI_MCP_SECURITY.pdf
1•myworkaccount2•20m ago•0 comments

FIFA World Cup turns up gentrification pressures in Mexico City, say experts

https://www.cbc.ca/news/world/mexico-gentrification-fifa-9.7200235
1•simojo•20m ago•0 comments

As Trump Politicizes Justice Dept., Prosecutors Struggle with Grand Juries

https://www.nytimes.com/2026/05/26/us/politics/trump-justice-department-grand-juries.html
1•duxup•20m ago•1 comments

Iana-Data

https://github.com/case/iana-data/
1•mooreds•22m ago•0 comments

A Chinese Peasant's Italian Roots (2001)

https://www.latimes.com/archives/la-xpm-2001-dec-23-mn-17560-story.html
1•thunderbong•22m ago•0 comments

The Causal Effect of Income Is (Often) Zero

https://www.maximum-progress.com/p/the-causal-effect-of-income-is-often
2•surprisetalk•23m ago•0 comments

Battery-powered Starlink Mini is likely on the way

https://www.theverge.com/tech/937090/battery-powered-starlink-mini-rumor
2•bookofjoe•24m ago•1 comments

The Baby Fund

https://protortyp.github.io/posts/the-baby-fund/
1•protortyp•24m ago•0 comments