Sol Minter👷‍♂️🧡

World is Sol

[Indu Tripathi @InduTripat82427]

6 Open-Source Libraries to FineTune LLMs

1. Unsloth
GitHub: https://t.co/3Me2i8v5vQ
→ Fastest way to fine-tune LLMs locally
→ Optimized for low VRAM (even laptops)
→ Plug-and-play with Hugging Face models

2. Axolotl
GitHub: https://t.co/LH50bXwJWE
→ Flexible LLM fine-tuning configs
→ Supports LoRA, QLoRA, multi-GPU
→ Great for custom training pipelines

3. TRL (Transformer Reinforcement Learning)
GitHub: https://t.co/4Cjr6XDIJ8
→ RLHF, DPO, PPO for LLM alignment
→ Built on Hugging Face ecosystem
→ Essential for post-training optimization

4. DeepSpeed
GitHub: https://t.co/hEL1nOHDny
→ Train massive models efficiently
→ Memory + speed optimization
→ Industry standard for scaling

5. LLaMA-Factory
GitHub: https://t.co/bOdws3OlzX
→ All-in-one fine-tuning UI + CLI
→ Supports multiple models (LLaMA, Qwen, etc.)
→ Beginner-friendly + powerful

6. PEFT
GitHub: https://t.co/IlioXf87Hl
→ Fine-tune with minimal compute
→ LoRA, adapters, prefix tuning
→ Best for cost-efficient training

Save this for future use.

[Leonard Rodman @RodmanAi]

10 GitHub repos so powerful, it feels wrong they’re free.

1. AutoHedge

Autonomous hedge fund in Python. 4 AI agents: Director writes the strategy, Quant validates, Risk Manager sizes the position, Execution places the order.

`pip install -U autohedge`

https://t.co/I8e0tP5V1Z

2. build-your-own-openclaw

18 progressive steps from a basic chat loop to multi-agent routing, persistent memory, and production concurrency.

Every step ships with working code and a README.

https://t.co/3BOPexlZUv

3. Map Anything

Meta's one transformer that does depth, camera calibration, pose recovery, and multi-view stereo in a single forward pass.

https://t.co/vfQ0iMWb5q

4. three-man-team

3-agent AI dev team. Architect plans. Builder builds. Reviewer clears it or sends it back.

Works across Claude Code, Cursor, VS Code.

https://t.co/PVtDpiQ0Yv

5. Camofox Browser

Headless browser that makes AI agents invisible to bot detection. Spoofs navigator, WebGL, AudioContext, and WebRTC at the C++ level.

https://t.co/QpMsKEGsjl

6. Vibe-Trading

64 finance skills. 29 swarm presets. Full quant toolkit. DAG-based agents that collaborate in real time.

HK/US equities and crypto data completely free.

https://t.co/tHJBGoaoFv

7. Claude Ads

190 audit checks across Google, Meta, YouTube, LinkedIn, TikTok, Microsoft Ads. 6 parallel subagents.

This is what I was paying $4,000 a month for.

https://t.co/pwZDLacpUB

8. LibreChat

Every model ChatGPT runs, plus Claude, Gemini, DeepSeek, and 20 more. Native MCP. On your own server.

Pay APIs at cost. No platform fee.

https://t.co/2ohRkPDhQU

9. Open Higgsfield AI

Self-hosted cinema studio with 200+ AI models. Flux, Sora, Kling, Veo, SDXL in one interface.

No subscription. Data stays local.

https://t.co/oYQ7MpKEzt

10. Fincept Terminal

Most of what a $24,000-a-year Bloomberg seat does. CFA Level 1, 2, 3 analytics. 20+ investor AI agents. 100+ data connectors. Local LLM support.

https://t.co/itgN0EQFrV

[Manisha Mishra @manishamishra24]

10 GitHub repos that should be illegal to be free:

1. AutoHedge
https://t.co/CyRuMszvDd

2. Vibe-Trading
https://t.co/u7K8SbVsbU

3. Fincept Terminal
https://t.co/nUGeh7FsuH

4. Claude Ads
https://t.co/mw7QDjs4T6

5. Toprank
https://t.co/gJN9q2gxvb

6. Open Higgsfield AI
https://t.co/56FwVd8Xrh

7. Hyperframes
https://t.co/may4QfHGEq

8. Camofox Browser
https://t.co/91j0GD41aw

9. Agentic Inbox
https://t.co/mbCzjfsP3s

10. Context Mode
https://t.co/YyvmwkR49K

[Sol Minter👷‍♂️🧡 @MinterFilter]

🚨 @bittensor CRITICAL ANOMALY DETECTED:

$TAO Validator addr1 :

· 35% net stake inflow in 24h
· Share surged from 5% → 15%
· EWMA delta > 2σ for 3 consecutive windows.

Hypothesis: Coordinated whale onboarding !

Decentralization at risk!

#Bittensor #TAO #CryptoWhales

[Sol Minter👷‍♂️🧡 @MinterFilter]

🚨The RECESSION TRAP

ETFs created a liquidity superhighway for easy inflows.
But the exit doors are narrow.

In a downturn the exit/shorting mechanism accelerates selling pressure, turning ETFs into crash amplifiers.

When the recession hits, the liquidity illusion shatters

[Sol Minter👷‍♂️🧡 @MinterFilter]

Remider !

https://t.co/vDAa4uu7Gh

[Sol Minter👷‍♂️🧡 @MinterFilter]

🚨 POST-PURGE "BOUNCE" IS A CLASSIC BULL TRAP.

The anatomy of a fakeout:
❌Fragile structure (Lower highs, weak RSI/MACD)
❌Zero institutional accumulation (Whales are shorting)
❌Low funding + declining volume = Retail getting squeezed.

Don't be the exit liquidity.

#Bitcoin

[Sol Minter👷‍♂️🧡 @MinterFilter]

🔔#BITCOIN MARKET UPDATE:

THE GOOD:

· Selling pressure EASED (CVD up)
· Profitability REBOUNDED (MVRV, RPL >1)
· Leverage RESET (OI down)
· ETFs: Net inflows returned

THE BAD:

· Spot volume COLD
· On-chain activity SOFT

Verdict: Stabilizing, but needs a catalyst!

[Sol Minter👷‍♂️🧡 @MinterFilter]

🔎ANALYSIS: $T

· Massive $620M TVL
·Organic Bitcoin Bridge Economy
·Steady User Growth & Sustainable Model

But:
·Highly Dependent on BTC Market

The dark horse of cross-chain DeFi?

#Bitcoin #DeFi #CrossChain

[Sol Minter👷‍♂️🧡 @MinterFilter]

ANALYSIS: $MERL

· High Volume & Velocity in BTCFi ✓
·Strong Buybacks & Institutional Backing ✓
·Positioned for Bitcoin L2 Expansion ✓

But:
·Moderate User Growth ❌
·Reliant on Market Hype for Organic Adoption ❌

#Bitcoin #BTCFi #L2

[Sol Minter👷‍♂️🧡 @MinterFilter]

🚨 BREAKING: US & China strike preliminary trade deal.

• 100% Trump tariffs AVOIDED
•China to resume major US soy purchases
•Rare earth export controls DELAYED 1 year

Major de-escalation = risk-on sentiment.

A green light for markets?

#Trade #Geopolitics #Stocks

[Sol Minter👷‍♂️🧡 @MinterFilter]

🔎 ANALYSYS: $AXL

· TVL Holding Steady at $252M
·Organic Cross-Chain Volume Growth ✓
·Balanced Token Distribution ✓
·Sustainable Protocol Upgrades ✓

But:
·Moderate User Growth ❌
·Dependent on Broader Chain Markets ❌

Positioned for long-term interoperability dominance.

[Sol Minter👷‍♂️🧡 @MinterFilter]

🔎ANALYSIS: $ALEO

· Robust ZK Privacy Niche ✓
·Growing Trading Volume & Institutional Backing ✓
·Technical Upgrades Strengthening Foundation ✓

But:
·User Growth Lagging ❌
·TVL Stuck at ~$30M ❌

High potential, but needs adoption breakthrough.

#ZK #Privacy #Crypto

[Sol Minter👷‍♂️🧡 @MinterFilter]

🚨 AI BUBBLE METRICS SCREAM DANGER:

· Valuations 25-30x Revenue
· Price vs Cash Flows Decoupled
· Retail Leverage & ETF Flows at PEAKS
· Extreme Concentrarion
. R&D Spending Inefficient

When this POPS, Crypto will get WRECKED!!

#AI #Crypto #Bubble

[Sol Minter👷‍♂️🧡 @MinterFilter]

The AI bubble is about to pop.

It's all hype, zero cash flow.

And with massive leverage in the system, the coming correction will drag down crypto with it.

This is the unpopular truth no one wants to hear.

Time to de-risk!!

#Trading #AI #CryptoCrash

[Sol Minter👷‍♂️🧡 @MinterFilter]

@IOPn_io Nice. Good luck🤞

[Sol Minter👷‍♂️🧡 @MinterFilter]

@ChainbaseHQ 4

[Sol Minter👷‍♂️🧡 @MinterFilter]

$TAO showing UNREAL accumulation signals:

• Top 100 wallets bought 840K TAO ($347M) during crash
•Exchange reserves CRASHED -13.7%
•Funding deeply negative = 71% shorts
•OI/Spot 0.65 = overleveraged

This is a powder keg waiting for a spark.
#Bittensor#Trading

[Sol Minter👷‍♂️🧡 @MinterFilter]

Trump blinks on China https://t.co/ONQha8voqJ get temporary relief.

But don't be fooled:
Regional banking crisis still simmering.

This isn't stability - it's a pause in the chaos.

Perfect setup for #Bitcoin volatility.

#Crypto #BTC #BankingCrisis

[Sol Minter👷‍♂️🧡 @MinterFilter]

The dominoes are falling.🎲
Regional banks crashing DOUBLE DIGITS:
Zions-13%
Western Alliance-10.8%

Markets pricing Fed pivot in October.

This isn't a dip - it's a SYSTEMIC CRACK.

#BTC #BankingCrisis #Crypto

[Sol Minter👷‍♂️🧡 @MinterFilter]

💸A US government shutdown costs $15B... per WEEK.

The economy is flashing clear warning signs.

The $1M question:
Is the Fed about to be forced back into printing?

If yes, get ready for a #Bitcoin bull run.

#BTC #Macro