📰 KuBrief | Weekly PR Round-Up This week’s big headline: KuMining Launched KAS Cloud Mining Swipe through for your weekly update on @KuMiningCom 👇 #KuCoin# #KuBrief# #WeeklyUpdate# #KuMining#

📰 KuBrief | Weekly PR Round-Up This week’s big headline: KuCoin earns the ISO/IEC 42001 certification—the world’s first standard for Artificial Intelligence Management Systems. Swipe through for your weekly update on how we’re pairing high-level security with responsible AI governance. 👇 #KuCoin# #KuBrief# #WeeklyUpdate# #AI# #Web3#

📢 BrownDust2 | BEAUTY ON DUTY PV 🌊 Another sizzling summer has arrived, and BrownDust2’s bikini agents are here to cool things down! This time, we've even got a surprise cow cosplay?! 😲 Get ready for thrilling missions in the summer heat, with daring agents flawlessly carrying out their duties in bikinis—and a special shock as PR manager Teresse herself transforms in a cow costume for the ultimate promotion! Don’t miss out on BrownDust2’s exciting and special second summer!

🟥 Things I'm looking at today 🟥 Powered by @yeet Subscribe: Crypto higher, ETH ETF inflow streak ends, Broadcom outlook disappoints Crypto * BTC: 78,893 (+2%) | BTC.D: 59.6% (+0.1%) * ETH: 2,429 (+1%) | BNB: 713 (+4%) | SOL: 102 (+3%) * Fear & Greed: 64 | 24h Liq: $286m * BTC ETFs: +$101M | ETH ETFs: -$48M * Top Gainers: MARSCOIN, BR, AKE, USELESS, PONS * Crypto higher, as ETH ETF inflow streak ends * Strategy holds $66b reserves, second to Berkshire * BTC-Nasdaq correlation falls to 33%: Grayscale * BTC downside limited above $76,350: Bitfinex * Average BTC investor in profit at $80K: Schwab * ETH top pick, expect 3-5x move: Hayes * HYPE enters Hashdex US index ETF at 3.4% weight * Multicoin sells HYPE, has sold 75% from peak * PONS ATH, AI coin winner for on-chain stock pairs * Pons launchpad fees ATH, tops all meme chains * Robinhood Chain DEX volume hits ATH $2.67b * Robinhood Chain RWAs top $100m, 2x in 3 days * Hot money rotating out of AI into crypto: CZ * X foiled mass password-reset attack: US AG * CFTC moves to dismiss CME’s perps lawsuit * Kraken parent delays IPO to Q2 2027 * Wyoming taps Chainlink for FRNT reserves * Tokenised equity holders +134% m/m to ATH * Rain exploit drains $1.1m from card users * Sui protocol Full Sail winds down after exploit * Kalshi seeks CFTC nod for first US WTI perp * NJ asks SC to rule on Kalshi sports contract case * Kalshi faces $500K daily fine in Michigan * DOJ seizes $560K in Hamas funding probe * Singapore proposes ban on stablecoin yield * Coinbase launches 10x BTC futures in Canada Macro * NASDAQ: $26,220 (+0.5%) | Gold: $4,430 (+1%) * Stock market fear at two month high * Trump considers declaring Iran war over * US escorts 40 tankers through Hormuz * US destroyed 28 ships in Hormuz on Tuesday * Rename Hormuz the Trump Strait?: Trump * Iran launches new attacks on US bases * Signs of fresh JPY market intervention * BoJ prefers Quarter-Point rate hike * Global bond rout gathers pace on inflation fears * US Private payrolls data weaker than expected * US subprime auto delinquencies rate hits ATH * Gold, Silver now legal tender in Texas * US gets control of over 65b bbl of Venezuela’s oil * Xi to visit White House on Sep 24: Trump * PBOC fixes CNY at strongest since Feb 2023 * BRICS overtakes G7 in economic output * US moves to isolate Nicaragua * Germany nears destroying all ties with us: Putin * Qatar, UAE turn to LNG ship transfers * 10 years jail for NGOs aiding migrants: Greece * DOJ widens beef price probe to 8 retailers AI & Tech * Broadcom slumps, on weaker Q3 outlook * Researchers fear safety disaster ahead of Astra * OpenAI building automated shutdown for rogue AI * 78% odds OpenAI ships Astra today: Polymarket * Trump admin backs OpenAI in NYT copyright suit * OpenAI sued over Tumbler Ridge mass shooting * Altman warns of AI bubble * Google ships Gemini 3.8 Flash, it 'works harder' * Google avoids break-up in ad-tech antitrust case * Anthropic tightens testing, training safeguards * NYSE used Anthropic Glasswing to fix cyber flaws * Claude Commerce Agents goes open source * Meta drops Muse Spark 1.3, claims beats GPT-5.6 * AI token use will not count in reviews: Meta * Microsoft names half its org 'Agents and Infra' * Wonderful raises $550m at $5b, 2x+ in 6 months * AfterQuery becomes YC's fastest-ever unicorn * AI firms doing 'terrible job' on PR: Bessent * NYC bans AI for students until high school * Snowflake surges after market on stellar Q2 * Nvidia now ~8% of S&P 500, tops 4 sectors * Uber is laying off 10% of staff * Uber to launch robotaxis in London @YEET: Crypto's Casino Just passed $3.2B in lifetime volume! gm

# Useful but Little-Known Features of Claude Agent SDK 🌍 Need different agent configurations based on runtime conditions? Factory functions let you dynamically generate agent definitions! Claude Agent SDK supports the factory function pattern to create customized AgentDefinitions on the fly, adapting prompts, models, and tools to runtime context. 📌 Title: Dynamic Agent Definitions (Factory Functions) 🔗 URL: 🧩 Overview By creating factory functions that return `AgentDefinition`, you can dynamically generate agents customized to runtime conditions such as security level, user permissions, or environment. Agents are created at query time, so each request can use different configurations. For example, a strict security review can use the `opus` model while a routine review uses `sonnet`, all from the same factory function. 🛠 How to Use ```python # Python - generate agents based on security level from claude_agent_sdk import query, ClaudeAgentOptions, AgentDefinition def create_security_agent(security_level: str) -> AgentDefinition: is_strict = security_level == "strict" return AgentDefinition( description="Security code reviewer", prompt=f"You are a {'strict' if is_strict else 'balanced'} security reviewer...", tools=["Read", "Grep", "Glob"], model="opus" if is_strict else "sonnet", # Switch model by importance ) # Call factory at query time async for message in query( prompt="Review this PR for security issues", options=ClaudeAgentOptions( allowed_tools=["Read", "Grep", "Glob", "Agent"], agents={ "security-reviewer": create_security_agent("strict") }, ), ): if hasattr(message, "result"): print(message.result) ``` ```typescript // TypeScript function createSecurityAgent(level: "basic" | "strict"): AgentDefinition { const isStrict = level === "strict"; return { description: "Security code reviewer", prompt: `You are a ${isStrict ? "strict" : "balanced"} security reviewer...`, tools: ["Read", "Grep", "Glob"], model: isStrict ? "opus" : "sonnet", }; } for await (const message of query({ prompt: "Review this PR for security issues", options: { allowedTools: ["Read", "Grep", "Glob", "Agent"], agents: { "security-reviewer": createSecurityAgent("strict") } } })) { if ("result" in message) console.log(message.result); } ``` 🏗 Integration into Production Systems - Assign different models and tool sets based on user permission levels or subscription plans - Read conditions from environment variables or config files to generate environment-appropriate agents - Switch `model` based on task importance to optimize the cost-quality tradeoff - Combine multiple factory functions to dynamically compose diverse agent teams 💡 Use Cases 🔐 Use opus for critical security reviews, sonnet for routine reviews 👥 Multi-tenant systems that dynamically adjust available tools based on user permissions 🌐 Generate agents with localized prompts based on region or language settings ⚠️ Caveats - Factory functions are called synchronously at query time, so avoid heavy processing inside them - Generated agents follow the same constraints as regular AgentDefinitions (e.g., subagents cannot spawn subagents) - Since configurations are generated dynamically, log which configuration was used for easier debugging ✨ The factory function pattern lets one codebase serve diverse use cases with tailored agents. Instead of hardcoding conditionals, delegate to factories! #ClaudeAgentSDK# #AIAgent#