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Fine-Tuning Tool-Calling LLMs: A Complete Guide Using XYZ-Aquila-SFT and Qwen3

Fine-Tuning Tool-Calling LLMs: A Complete Guide Using XYZ-Aquila-SFT and Qwen3

In this tutorial, we implement an end-to-end supervised fine-tuning pipeline for the XYZ-Aquila-SFT dataset, Hugging Face Transformers, PyTorch, and PEFT. We stream and inspect the dataset, parse multi-turn tool-use trajectories, extract structured tool calls, analyze corpus characteristics, and preserve embedded reasoning and observation patterns. We then convert tool schemas between message-embedded and structured formats, render […]

I’m Considering These 2 High-Yield Stocks for My TFSA

I’m Considering These 2 High-Yield Stocks for My TFSA

A Tax-Free Savings Account (TFSA) is an excellent vehicle for long-term wealth creation, allowing investors to earn tax-free returns on eligible investments within their available contribution room. However, investors should be selective when choosing TFSA investments, as selling stocks at a loss can permanently reduce their contribution room. Therefore, focusing on quality dividend stocks with […]

XRP has more users, fewer sellers and still can’t escape $1

XRP has more users, fewer sellers and still can’t escape $1

XRP is back near $1 even as network activity rebounds, whale deposits to Binance collapse, and derivatives exposure builds near recent lows. The token fell to about $0.98 this week before recovering toward $1, according to CryptoSlate data, extending a retreat that has erased much of its May rally. Crowd commentary around XRP simultaneously reached […]

Bitcoin holds $62,300 support as BTC attempts short-term recovery

Bitcoin holds $62,300 support as BTC attempts short-term recovery

Key takeaways Bitcoin trades near $63,567 on Friday after rebounding from support around $62,300. BTC remains below its 50-day, 100-day and 200-day EMAs, preserving the broader bearish bias. The RSI at 46 and a negative MACD signal weak momentum despite the recent stabilization. Bitcoin (BTC) shows signs of stabilization on Friday after recovering from a […]

Solana Rallies 7% After Breaking Multi-Week Downtrend

Solana Rallies 7% After Breaking Multi-Week Downtrend

Trusted Editorial content, reviewed by leading industry experts and seasoned editors. Ad Disclosure Solana climbed roughly 7% from its August 7 low to an August 10 intraday high, breaking above a descending trendline that had shaped price action since July. Market data shows SOL moved from about $72.49 to $77.36 during the rebound. That is […]

GLM-5.3 is here with advanced cyber capabilities — and reportedly already found a 'serious vulnerability' in Cursor

GLM-5.3 is here with advanced cyber capabilities — and reportedly already found a 'serious vulnerability' in Cursor

Chinese AI startup Z.ai, known internationally for its growing lineup of powerful, largely open source GLM series of language models, today released GLM-5.3 with substantial gains in long-horizon coding and a more consequential — and potentially sensitive — jump in cybersecurity capabilities. Already, GLM-5.3's cyber capabilities have found a "potentially serious vulnerability in Cursor," the […]

LDO surges as SharpLink seeks to stake $200m in ETH via Lido

LDO surges as SharpLink seeks to stake $200m in ETH via Lido

Key  takeaways SharpLink Gaming plans to stake $200 million worth of Ethereum through Lido. The allocation will be converted into wrapped staked ETH and held with Anchorage Digital. wstETH enables SharpLink to earn staking rewards while retaining access to DeFi liquidity. SharpLink Gaming (SBET) plans to allocate $200 million worth of Ethereum to Lido as […]