GyaanSetu Editorial

Editorial Team

The GyaanSetu editorial team publishes practical, AI-assisted guides across AI, web development and business.

KAIST Bot Beats Static Prompt by 50bps, Sharpe Jumps to 4.00

The KAIST team’s meta-agent rewrites the system prompt every five days, forcing the trading bot to compute metrics, scores and portfolio weights entirely in Python. Over a 50-day back-test the evolved bot outperformed its static-prompt counterpart by 50 basis points and lifted the Sharpe ratio from

AI · 2 min read

Grok Imagine ਦੀ ਕੁਆਲਿਟੀ: API ਦੀਆਂ ਸੀਮਾਵਾਂ ਅਤੇ ਐਡੀਟਿੰਗ ਟ੍ਰਿਕਸ

Grok Imagine ਦੀ ਕੁਆਲਿਟੀ: API ਦੀਆਂ ਸੀਮਾਵਾਂ ਅਤੇ ਐਡੀਟਿੰਗ ਟ੍ਰਿਕਸ। ਇਮੇਜ ਜਨਰੇਸ਼ਨ ਟੂਲ ਬਣਾਉਣ ਲਈ ਸਿਰਫ਼ ਸੁੰਦਰ ਤਸਵੀਰਾਂ ਹੀ ਕਾਫ਼ੀ ਨਹੀਂ ਹਨ। ਤੁਹਾਨੂੰ ਤਿੰਨ ਚੀਜ਼ਾਂ ਜਾਣਨ ਦੀ ਲੋੜ ਹੈ: ਹਰ ਰਿਕੁਐਸਟ ਦੀ ਲਾਗਤ...

AI · 2 min read

Node 22’s Promise.withResolvers Cuts Claude Tool Loops in Half

By replacing the bulky `new Promise` pattern with a single `Promise.withResolvers()` call, developers can hand off resolve/reject functions to any part of the system, eliminating forgotten resolves, double-reject warnings, and deep nesting—especially valuable in serverless Lambda environments.

JavaScript · 4 min read

AI Crawlers Consume 65% of Wikimedia’s Costly Traffic

Wikimedia’s engineering blog shows that while bots are a small slice of total requests, AI-powered crawlers generate nearly two-thirds of the platform’s most expensive traffic, forcing sites of all sizes to treat them as a line-item on server bills.

AI · 2 min read

AI Agents Attack 440 Print Servers

AI Agents Attack 440 Print Servers AI agents are changing how cyber attacks work. They do not find new bugs. They make old attacks move faster. A recent campaign hit 440 PaperCut…

AI · 2 min read

Google’s Gemini Skills Boost API Code Accuracy to 96%

Google’s open-source Gemini API and live-API skills let agents pull version-specific signatures at inference time, lifting correct API-code generation from 87% with Gemini 3 Flash to 96% with Gemini 3.1 Pro in internal tests.

AI · 3 min read

Anthropic Says Bad Actors Used Claude to Send 2 Million Spam Messages

Between December and August, a single group leveraged Claude to create 4,700 fabricated dating-app personas that churned out 2 million tailored pitches, mimicked an activist’s voice, and produced code for surveillance and weapons, showing how cheap AI can automate large-scale abuse.

AI · 2 min read

UNT Launches $20 Million AI College After Couple’s Gift

The Anuradha and Vikas Sinha College of Artificial Intelligence and Advanced Analytics will offer scholarships, new professorships, industry-partnered research projects and entrepreneurship programs, all backed by six permanent endowments.

AI · 2 min read

Text Box Trim ਸਾਲਾਂ ਵਿੱਚ ਸਭ ਤੋਂ ਵਧੀਆ CSS ਫੀਚਰ ਹੈ

Text Box Trim ਸਾਲਾਂ ਵਿੱਚ ਸਭ ਤੋਂ ਵਧੀਆ CSS ਫੀਚਰ ਹੈ। ਤੁਸੀਂ ਆਪਣੇ ਡਿਜੀਟਲ ਉਤਪਾਦਾਂ ਵਿੱਚ ਟੈਕਸਟ ਦੀ ਅਸਮਾਨ ਸਪੇਸਿੰਗ ਨਾਲ ਜੂਝਦੇ ਹੋ। ਹਰ ਫੌਂਟ ਵਿੱਚ ਕੈਪ ਹਾਈਟ ਦੇ ਉੱਪਰ ਅਤੇ ਹੇਠਾਂ ਕੁਝ ਅਦਿੱਖ ਸਪੇਸ ਹੁੰਦੀ ਹੈ...

WebDev · 4 min read

Harvey Raises $550 Million, Valuation Hits $15.5B – 39x ARR

The fresh $550M infusion, led by Lightspeed, Diffusion, Sapphire Ventures and Whale Rock, pushes Harvey’s valuation to $15.5B—39 times its $400M ARR—while the firm gears up to replace OpenAI models with its own proprietary stack and expands its talent pool through acquisitions like Guardrails AI.

AI · 3 min read