Greymarch

Mass adoption through mass education
Tweeted, Twitted, Twoted
Co-Founder of @PixelPalettePPN & @MyPalettexyz

[Greymarch @CROnocusPocus]

📢CALLING ALL ARTISTS📢

Come join an international community of artists that focus on art and one another!
We have art collections, education, talk shows, and most importantly
The artists behind the art! 🎨

Don't just enjoy the art
Enjoy the artist!

Welcome to the Nation 🎨

[🅻🅾️🅽🅶🆂🅷🅾️🆃》🎯 @Roker_51]

I benchmarked a completely unknown free model on OpenRouter against DeepSeek V4 Pro and Flash.

The model: Owl Alpha. Zero published benchmarks. No white paper. No HF page. No lab attribution. Just a "stealth" listing on @OpenRouter

Here's what 300 real questions revealed ↓

🧵 2/10
THE SETUP

• 300 questions across 4 standardized benchmarks
• Same datasets DeepSeek was evaluated on (HuggingFace test splits)
• Temperature = 0.0, zero tools, direct API calls
• Cost: $0.00 —models are free tier

Compared against DeepSeek's own published scores.

🧵 3/10
THE RESULTS

• Benchmark: GSM8K (math 50 questions)
• Owl Alpha: 95.0% ✅

• DS V4 Flash: 90.8%

• DS V4 Pro: 92.6%

• Benchmark: MMLU (knowledge 50 questions)
• Owl Alpha: 91.0%✅

• DS V4 Flash: 88.7%

• DS V4 Pro: 90.1%

Owl Alpha led on almost every benchmark that I ran.

🧵 4/10
MMLU BY SUBJECT (10 subjects, 10 questions each)

• High School Math:94%
• College CS: 92%
• Philosophy: 90%
• Professional Medicine: 87%
• World Religions: 85%
• College Physics: 85%
• High School Biology: 83%
• College Chemistry: 80%
• Machine Learning: 80%
• Professional Law: 75%

Strong in STEM, weaker in specialized professional domains. Pattern you'd expect from a general-purpose model.

🧵 5/10
WHAT SURPRISED ME

1. GSM8K at 95% beats DeepSeek V4 Pro (92.6%) on math, the free model wins 🤯

2. ARC-Challenge at 94% suggests strong commonsense science reasoning

3. All of this from a model with zero public documentation

🧵 6/10
The HONEST Caveats

• 100 MMLU questions (10/subject) ≠ full 14,000 question suite, directional, not precise
• DeepSeek scores are from their published model card, not the same-day, same-pipeline
• No error bars, single run
• The model's provider is anonymous. Long-term availability is unknown

I am not claiming Owl Alpha "beats" DeepSeek. I am reporting what the data from the 300 questions has shown.

🧵 7/10
WHY THIS MATTERS

There is a growing class of free models on OpenRouter with no public benchmarks and no lab attribution. Some are junk. Some, apparently, are not.

If Owl Alpha's numbers hold up at scale, and I plan to test that, it means there are legitimate free alternatives to established frontier models for a wide range of practical tasks.

The free tier is getting competitive 🔥

🧵 8/10
METHODOLOGY (for the reproducibility crowd)

• Datasets: gsm8k, cais/mmlu, openai_humaneval, ai2_arc via HuggingFace
• Sampling: random seed=42, first N from shuffled test split
• GSM8K: exact numeric match after answer extraction
• MMLU/ARC: letter match (A/B/C/D) via regex
• Full outputs + grading script available

🧵 9/10
WHAT'S NEXT

I'm running a larger MMLU sample (500+ questions) and a full HumanEval test suite execution. If the numbers hold, Owl Alpha becomes a serious option for anyone building on a budget.

Also curious: does anyone know who built this model? "Stealth" provider with no attribution is unusual for something performing at this level.

🧵 10/10
Full benchmark data, raw model outputs, and grading methodology are all available. If you want to reproduce or audit the results, DM me.

What free model should I benchmark next? 👀

Step 3.7 Flash that just became free with @NousResearch portal? Qwen3-Coder? Kimi K2.6? Something else?

Drop the model below, and drop a follow on @Roker_51

[🅻🅾️🅽🅶🆂🅷🅾️🆃》🎯 @Roker_51]

Spent the whole day building with Hermes agents on DeepSeek V4 Flash, completely FREE 🔥

The results you get when you actually pay attention are wild. Massive shoutout to @NousResearch & @deepseek_ai for dropping free infra all day 🙌

If you know how to play the rate limits right, you can run high-intelligence Hermes agents at an extremely low cost. Huge thanks to @OpenRouter & @GeminiApp for the free aux model power 👀

Want the exact setup?

MAIN MODEL• deepseek/deepseek-v4-flash:free (via Nous)

AUX MODELS (all via OpenRouter)• compression → google/gemini-2.0-flash-001 • session_search → google/gemini-2.0-flash-001 • title_generation → google/gemini-2.0-flash-001 • web_extract / curator / approval / mcp / triage_specifier / skills_hub / flush_memories → deepseek/deepseek-v4-flash:free • vision → auto (multimodal)

DELEGATION → inherits main (Nous/DeepSeek V4 Flash free)

Just grab a free portal sub from @NousResearch, sign up on @OpenRouter (free api key with a $1 limit,) and tell your agent to copy the config above.

Who else is stacking free-tier agent swarms right now? Drop your setups below 👇

[🅻🅾️🅽🅶🆂🅷🅾️🆃》🎯 @Roker_51]

Gm 🔆

My @NousResearch creative hackathon project is getting close to completion 🔥

I have been obsessed with generative artwork for a long time, so using @karpathy Auto Research and a bit of my own tweaking, I now have MiniMax2.7 inside of Hermes Agent that orchestrates 3 agents running Qwen 3.5 7B on 5min cycles.

What the agents research:
1. Their famous artist subject
2. Generative artwork structure/architecture

Each agent will go find data of these 2 subjects and can use this data + historic findings to improve their own creative architecture.

The Foundry V2 🤖

More to share soon! 👀

[SN🅰PSHOT🇨🇵🇩🇿 @PhotoCoolNfT]

Would you be interested to share your best stories in trains or public transports in a space?

Or an open call?👇

#PPN #Trains #NFT

[Pixel Palette Nation》MINT COMING @PixelPalettePPN]

Wednesday Chill with @MadDolphNFT continues tomorrow at 11 AM EST

Set your reminder to join the conversation 👇

[SN🅰PSHOT🇨🇵🇩🇿 @PhotoCoolNfT]

❓❓❓Did you ever take the train? What was it like?

Come and Share your experience in our open call👇

We'll display your artwork in a crowded area of Luxembourg.

Link in comments👇

#PPN #nftcollectors

[SN🅰PSHOT🇨🇵🇩🇿 @PhotoCoolNfT]

https://t.co/NytHpTSS72

[Pixel Palette Nation》MINT COMING @PixelPalettePPN]

Gm artists 🎨

Stay creative ✨️

[🅻🅾️🅽🅶🆂🅷🅾️🆃》🎯 @Roker_51]

Gm if you GM 😊

[🅻🅾️🅽🅶🆂🅷🅾️🆃》🎯 @Roker_51]

Gm GM 🔆

Q from @paperbuddha: would you buy art if you knew there was no human involved?

A from @desultor talks about how AI can manage the full process from start to Finnish.

[🅻🅾️🅽🅶🆂🅷🅾️🆃》🎯 @Roker_51]

Starting the Sunday off right, my Hermes agent from @NousResearch has been working all night!

17 new draft proposals for leads discovered and contacts enriched and pushed to Gmail

All while slept last night.

[🅻🅾️🅽🅶🆂🅷🅾️🆃》🎯 @Roker_51]

Gm 🔆

Last day at my day job today 🙌

Looking forward to this new chapter

[🅻🅾️🅽🅶🆂🅷🅾️🆃》🎯 @Roker_51]

How I train agentic systems:

1. Define the exact job
2. Set hard constraints
3. Build routing + review loops
4. Add escalation rules
5. Stress test for drift, cost, and failure
6. Keep humans on final approval where it matters

I’m not interested in agents that look smart for 5 minutes.
I want systems that operate reliably, stay cost-efficient, and keep producing quality over time.

[🅻🅾️🅽🅶🆂🅷🅾️🆃》🎯 @Roker_51]

New @MyPalettexyz updates just landed for Open Call hosts!

Next thing we are working on is user notifications + a cleaner dashboard thanks to suggestions from @bustosjp and others!

[MyPalette.xyz | CREATE YOUR FREE PORTFOLIO @MyPalettexyz]

GM creators 🔆

New updates just shipped on MyPalette:

• Guest Curators now live
• 5-star ratings + private/public curator notes
• Clean grid layout for submissions

Hosting & curating just got way smoother.

Built by artists, for artists. 🎨

[🅻🅾️🅽🅶🆂🅷🅾️🆃》🎯 @Roker_51]

GM 🔆

Have you checked out the Open Calls on @MyPalettexyz 👀

[Pixel Palette Nation》MINT COMING @PixelPalettePPN]

⚫ The Black Sheep 🐑 collection includes female artists from all over the world! A collab between @invisiblechickscollective and @pixelpalettenation 🎨

🖤 “Embracing My Black Sheep” an amazing artwork by @CinziaGabrielPH
1 of 1 available for 50 XTZ

📷 Hit the link in the bio to learn more about artist opportunities 📷

[🅻🅾️🅽🅶🆂🅷🅾️🆃》🎯 @Roker_51]

Most people picture Bitcoin miners and AI data centers as totally separate worlds.

But after digging through some 2025–2026 earnings, filings, and reports, I realized they’re actually fighting over the exact same thing:

✅️ cheap power + ready infrastructure.

And right now, AI is winning the economics game!

Bitcoin mining side: Post-halving life has been brutal. Cash costs to mine one BTC are running $70k–$87k for a lot of large operators.

Hashprice hit multi-year lows. Revenue per MW sits around $1.2M/year but swings wildly with network competition.

Hashrate keeps smashing records, yet plenty of companies are scraping by or in the red unless they have dirt-cheap electricity. Pure mining is a grind right now. 📉

AI/HPC side: Completely different beast. Same power-hungry setups, but contracts deliver ~3× the revenue per MW (some analyses say way more per kWh). Long-term 10–15 year fixed deals with 80–90% margins. No more riding BTC price and hashrate rollercoasters every day.

The shift hit hard and fast. Public miners locked in over $65 billion in AI/HPC deals in 2025 alone.

The shift exploded in 2025, public miners inked over $65 billion in AI/HPC deals.
- @IREN_Ltd with the $9.7B Microsoft one
- @Core_Scientific’s revenue exploding from @CoreWeave colocation
- @Hut8Corp landing big Google/AWS plays
-@TeraWulfInc
-@CipherInc and more.

For a lot of them, mining revenue is headed from ~85% down to under 20% of total by end of 2026. Wild stuff.

Smart part: Miners already own the gigawatts of power sites, substations, and land that hyperscalers need yesterday.

Retrofitting for GPUs is faster and cheaper than building new. They’re basically doing energy arbitrage, directing electrons to wherever they make the most money.

Bitcoin network is still rock-solid (hashrate resilient). But the infrastructure built for one revolution is now supercharging the next.

This raises the question, if miners are actively pivoting to AI, what does this mean for the BTC ecosystem on a long-term scale?

[Pixel Palette Nation》MINT COMING @PixelPalettePPN]

Did you know you can donate to @PixelPalettePPN and potentially receive tax-deductible benefits for supporting our mission in the USA! 🎨

PPN is a fiscally sponsored non-profit organization. You can get involved and make a real impact in the digital space!

Get involved today, and let's bring more opportunities to the space together!❤️💚💙

[🅻🅾️🅽🅶🆂🅷🅾️🆃》🎯 @Roker_51]

Gm GM 🔆

Its time to become who you were ment to be, all along 🔥