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

FTP Backdoor Exploitation: From NMAP Reconnaissance to Root Access

https://meetcyber.net/ftp-backdoor-exploitation-from-nmap-reconnaissance-to-root-access-36358347ddb8
1•ls1911•1m ago•0 comments

Specialized Bibliographic Databases

https://github.com/btrettel/specialized-bibs
1•btrettel•4m ago•0 comments

Show HN: Viewdown – A clean Markdown viewer for Mac

https://viewdown.app/
1•nvie81•5m ago•0 comments

Ask HN: What to do with lots of spare compute in colocation?

1•lazyweb•5m ago•0 comments

The first packet sent via RFC1149 avian carrier is up for auction at Christie's

https://onlineonly.christies.com/s/fine-printed-books-manuscripts-science/carrier-pigeon-internet...
1•peter_hansteen•6m ago•0 comments

Beginner's Guide to Detecting Honeypots with Honeypot-Auditor

https://medium.com/meetcyber/unmasking-deception-a-beginners-guide-to-detecting-honeypots-with-ho...
1•ls1911•6m ago•0 comments

The End of Many Big Things

https://olliegreen.info/posts/17/the-end-of-many-big-things/
1•Oarch•6m ago•0 comments

Amazon Is Perfecting Total Surveillance of Its Workforce

https://jacobin.com/2026/09/amazon-logistics-delivery-surveillance-tech
1•robtherobber•7m ago•0 comments

New evidence on data center employment effects

https://www.brookings.edu/articles/new-evidence-on-data-center-employment-effects/
1•gradus_ad•8m ago•0 comments

Delta waves and deep rest: what the slowest brain rhythm does while you sleep

https://medium.com/@6thMind/delta-waves-and-deep-rest-what-the-slowest-brain-rhythm-does-while-yo...
2•smanuel•10m ago•0 comments

Sprawling Islands in South China Sea

https://en.wikipedia.org/wiki/Spratly_Islands
1•silver92bullet•12m ago•0 comments

What China's Vibe-Coding Capital Can Tell Us About the A.I. Boom

https://www.newyorker.com/news/the-lede/what-chinas-vibe-coding-capital-can-tell-us-about-the-ai-...
1•surprisetalk•12m ago•0 comments

Startup Corbenic AI launches Galahad to secure AI memory and cut energy

https://app.dealroom.co/news/feed/belgian-startup-corbenic-ai-launches-galahad-to-secure-ai-memor...
3•Wetime•13m ago•1 comments

MultiTable: A Faster Hash Table at Any Physical Load Factor

https://arxiv.org/abs/2609.39233
1•woadwarrior01•14m ago•0 comments

Show HN: Built a little helper for answering questions while gaming

https://wizbert.com/
1•haukebri•14m ago•0 comments

TSMC Mulls Multibillion-Dollar Texas Campus for More AI Chips

https://finance.yahoo.com/technology/ai/articles/tsmc-mulls-multibillion-dollar-texas-102454782.html
1•osnium123•15m ago•0 comments

WSP WordPress MCP – Connect AI Agents to WordPress

https://github.com/bilalnaseer/wsp-wordpress-mcp
1•wspwordpressmcp•18m ago•0 comments

I Stopped Babysitting My Coding Agents

https://twitter.com/tomik99/status/2105997817953030333
1•tkarwatka-ok•19m ago•0 comments

Thiel: "If you're evil maybe you're kind of good"

https://www.mind-war.com/p/thiels-antichrist-confession-if-youre
3•kklisura•19m ago•1 comments

Amazon pledges $1B to towns hosting its data centers

https://www.aboutamazon.com/news/company-news/amazon-data-centers-built-together
1•tolugenius•19m ago•1 comments

Why my Gmail agent broker stays in Google's Testing mode

https://tinthe.dev/p/t/posts/why-seneschal-stays-small
1•tinthedev•26m ago•0 comments

100 Years of Student Radio History in the Dlarc College Radio Collections

https://blog.archive.org/2026/10/02/100-years-of-student-radio-history-in-the-dlarc-college-radio...
2•HieronymusBosch•29m ago•0 comments

Show HN: I Rebuilt the Million Dollar Homepage with a Harberger Tax

https://weiboard.fun/
2•willdn•31m ago•0 comments

Who's Ahead in the Global AI Talent Race?

https://carnegieendowment.org/features/whos-ahead-in-the-global-ai-talent-race
3•surprisetalk•32m ago•0 comments

Most recent AI-assisted coder makes first AI-assisted coder run again

https://github.com/jeffshrager/ExecutableArchaeology/blob/main/HeuristicCoder/HeuristicCoder_guid...
1•abrax3141•33m ago•0 comments

Embark Studios Build the Award-Winning Arc Raiders with Unreal Engine

https://www.unrealengine.com/developer-interviews/embark-studios-build-the-award-winning-arc-raid...
1•pjmlp•37m ago•0 comments

Azure's Weakest Link – Five Full Cross-Tenant Compromises

https://binsec.no/posts/2026/10/one-root-case
3•hland•39m ago•1 comments

Gog Games: DRM-free PC games

https://www.gog.com/en/
4•SchwKatze•39m ago•0 comments

Show HN: A Catalogue of Unknown Creatures

https://bul.peerdiem.com
1•afkqs•39m ago•0 comments

Redditor buys used CPU, turns out it was banned on Valorant and they are SoL

https://www.reddit.com/r/LinusTechTips/comments/1wvr096/wan_show_topic_redditor_buys_used_cpu_tur...
9•xbmcuser•40m ago•0 comments