Building – Earlybirds Invest https://earlybirdsinvest.com Latest Crypto News Sun, 14 Sep 2025 01:28:02 +0000 en-US hourly 1 https://wordpress.org/?v=6.9.7 https://i0.wp.com/earlybirdsinvest.com/wp-content/uploads/2024/12/cropped-New-Project-2024-12-17T235703.455.png?fit=32%2C32&ssl=1 Building – Earlybirds Invest https://earlybirdsinvest.com 32 32 240146708 The debate behind SB 53, the landmark California bill trying to prevent AI from building nukes https://earlybirdsinvest.com/the-debate-behind-sb-53-the-landmark-california-bill-trying-to-prevent-ai-from-building-nukes/ https://earlybirdsinvest.com/the-debate-behind-sb-53-the-landmark-california-bill-trying-to-prevent-ai-from-building-nukes/#respond Sun, 14 Sep 2025 01:28:01 +0000 https://earlybirdsinvest.com/the-debate-behind-sb-53-the-landmark-california-bill-trying-to-prevent-ai-from-building-nukes/

When it comes to AI, as California goes, so goes the nation. The biggest state in the US by population is also the central hub of AI innovation for the entire globe, home to 32 of the world’s top 50 AI companies. That size and influence have given the Golden State the weight to become a regulatory trailblazer, setting the tone for the rest of the country on environmental, labor, and consumer protection regulations — and more recently, AI as well.

Now, following the dramatic defeat of a proposed federal moratorium on states regulating AI in July, California policymakers see a limited window of opportunity to set the stage for the rest of the country’s AI laws. In the early hours of Saturday morning, the California State Assembly voted in favor of SB 53, a bill that would require transparency reports from the developers of highly powerful, “frontier” AI models. The bill, which has passed both parts of the state legislature, now goes to Gov. Gavin Newsom to either be vetoed or signed into law.

The models targeted represent the cutting-edge of AI — extremely adept generative systems that require massive amounts of data and computing power, like OpenAI’s ChatGPT, Google’s Gemini, xAI’s Grok, and Anthropic’s Claude.

AI can offer tremendous benefits, but as the bill is meant to address, it’s not without risks. And while there is no shortage of existing risks from issues like job displacement and bias, SB 53 focuses on possible “catastrophic risks” from AI. Such risks include AI-enabled biological weapons attacks and rogue systems carrying out cyberattacks or other criminal activity that could conceivably bring down critical infrastructure. Such catastrophic risks represent widespread disasters that could plausibly threaten human civilization at local, national, and global levels. They represent risks of the kind of AI-driven disasters that have not yet occurred, rather than already-realized, more personal harms like AI deepfakes.

Exactly what constitutes a catastrophic risk is up for debate, but SB 53 defines it as a “foreseeable and material risk” of an event that causes more than 50 casualties or over $1 billion in damages that a frontier model plays a meaningful role in contributing to. How fault is determined in practice would be up to the courts to interpret. It’s hard to define catastrophic risk in law when the definition is far from settled, but doing so can help us protect against both near- and long-term consequences.

By itself, a single state bill focused on increased transparency will probably not be enough to prevent devastating cyberattacks and AI-enabled chemical, biological, radiological, and nuclear weapons. But the bill represents an effort to regulate this fast-moving technology before it outpaces our efforts at oversight.

SB 53 is the third state-level bill to try to specifically focus on regulating AI’s catastrophic risks, after California’s SB 1047, which passed the legislature only to be vetoed by the governor — and New York’s Responsible AI Safety and Education (RAISE) Act, which recently passed the New York legislature and is now awaiting Gov. Kathy Hochul’s approval.

SB 53, which was introduced by state Sen. Scott Wiener in February, requires frontier AI companies to develop safety frameworks that specifically detail how they approach catastrophic risk reduction. Before deploying their models, companies would have to publish safety and security reports. The bill also gives them 15 days to report “critical safety incidents” to the California Office of Emergency Services, and establishes whistleblower protections for employees who come forward about unsafe model deployment that contributes to catastrophic risk. SB 53 aims to hold companies publicly accountable for their AI safety commitments, with a financial penalty up to $1 million per violation.

“The science of how to make AI safe is rapidly evolving, and it’s currently difficult for policymakers to write prescriptive technical rules for how companies should manage safety.”

— Thomas Woodside, co-founder of Secure AI Project

In many ways, SB 53 is the spiritual successor to SB 1047, also introduced by Wiener.

Both cover large models that are trained at 10^26 FLOPS, a measurement of very significant computing power used in a variety of AI legislation as a threshold for significant risk, and both bills strengthen whistleblower protections. Where SB 53 departs from SB 1047 is its focus on transparency and prevention

While SB 1047 aimed to hold companies liable for catastrophic harms caused by their AI systems, SB 53 formalizes sharing safety frameworks, which many frontier AI companies, including Anthropic, already do voluntarily. It focuses squarely on the heavy-hitters, with its rules applying only to companies that generate $500 million or more in gross revenue.

“The science of how to make AI safe is rapidly evolving, and it’s currently difficult for policymakers to write prescriptive technical rules for how companies should manage safety,” said Thomas Woodside, the co-founder of Secure AI Project, an advocacy group that aims to reduce extreme risks from AI and is a sponsor of the bill, over email. “This light touch policy prevents backsliding on commitments and encourages a race to the top rather than a race to the bottom.”

Part of the logic of SB 53 is the ability to adapt the framework as AI progresses. The bill authorizes the California Attorney General to change the definition of a large developer after January 1, 2027, in response to AI advances.

Proponents of the bill were optimistic about its chances of being signed by the governor should it pass the legislature. On the same day that Gov. Newsom vetoed SB 1047, he commissioned a working group focusing solely on frontier models. The resulting report by the group provided the foundation for SB 53. “I would guess, with roughly 75 percent confidence, that SB 53 will be signed into law by the end of September,” said Dean Ball — former White House AI policy adviser, vocal SB 1047 critic, and SB 53 supporter — to Transformer.

But several industry organizations rallied in opposition, arguing that additional compliance regulation would be expensive, given that AI companies should already be incentivized to avoid catastrophic harms. OpenAI has lobbied against it, and technology trade group Chamber of Progress argues that the bill would require companies to file unnecessary paperwork and unnecessarily stifle innovation.

“Those compliance costs are merely the beginning,” Neil Chilson, head of AI policy at the Abundance Institute, told me over email. “The bill, if passed, would feed California regulators truckloads of company information that they will use to design a compliance industrial complex.”

By contrast, Anthropic enthusiastically endorsed the bill on Monday. “The question isn’t whether we need AI governance – it’s whether we develop it thoughtfully today or reactively tomorrow,” the company explained in a blog post. “SB 53 offers a solid path toward the former.” (Disclosure: Vox Media is one of several publishers that have signed partnership agreements with OpenAI, while Future Perfect is funded in part by the BEMC Foundation, whose major funder was also an early investor in Anthropic. Neither organization has editorial input into our content.)

The debate over SB 53 ties into broader disagreements about whether states or the federal government should drive AI safety regulation. But since the vast majority of these companies are based in California, and nearly all do business there, the state’s legislation matters for the entire country.

“A federally led transparency approach is far, far, far preferable to the multi-state alternative,” where a patchwork of state regulations can conflict with each other, said Cato Institute technology policy fellow Matthew Mittelsteadt in an email. But “I love that the bill has a provision that would allow companies to defer to a future alternative federal standard.”

“The natural question is whether a federal approach can even happen,” Mittelsteadt continued. “In my opinion, the jury is out on that but the possibility is far more likely that some suggest. It’s been less than 3 years since ChatGPT was released. That is hardly a lifetime in public policy.”

But in a time of federal gridlock, frontier AI advancements won’t wait for Washington.

The catastrophic risk divide

The bill’s focus on, and framing of, catastrophic risks is not without controversy.

The idea of catastrophic risk comes from the fields of philosophy and quantitative risk assessment. Catastrophic risks are downstream of existential risks, which threaten humanity’s actual survival or else permanently reduce our potential as a species. The hope is that if these doomsday scenarios are identified and prepared for, they can be prevented or at least mitigated.

But if existential risks are clear — the end of the world, or at least as we know it — what falls under the catastrophic risk umbrella, and the best way to prioritize those risks, depends on who you ask. There are longtermists, people focused primarily on humanity’s far future, who place a premium on things like multiplanetary expansion for human survival. They’re often chiefly concerned by risks from rogue AI or extremely lethal pandemics. Neartermists are more preoccupied with existing risks, like climate change, mosquito vector-borne disease, or algorithmic bias. These camps can blend into one another — neartermists would also like to avoid getting hit by asteroids that could wipe out a city, and longtermists don’t dismiss risks like climate change — and the best way to think of them is like two ends of a spectrum rather than a strict binary.

You can think of the AI ethics and AI safety frameworks as the near- and longtermism of AI risk, respectively. AI ethics is about the moral implications of the ways the technology is deployed, including things like algorithmic bias and human rights, in the present. AI safety focuses on catastrophic risks and potential existential threats. But, as Vox’s Julia Longoria reported in the Good Robot series for Unexplainable, there are inter-personal conflicts leading these two factions to work against each other, much of which has to do with emphasis. (AI ethics people argue that catastrophic risk concerns over-hype AI capabilities and ignores its impact on vulnerable people right now, while AI safety people worry that if we focus too much on the present, we won’t have ways to mitigate larger-scale problems down the line.)

But behind the question of near versus long-term risks lies another one: what, exactly, constitutes a catastrophic risk?

SB 53 initially set the standard for catastrophic risk at 100 rather than 50 casualties — similar to New York’s RAISE Act — before halving the threshold in an amendment to the bill. While the average person might consider, say, many people driven to suicide after interacting with AI chatbots to be catastrophic, such a risk is outside of the bill’s scope. (The California State Assembly just passed a separate bill to regulate AI companion chatbots by preventing them from participating in discussions about suicidal ideation or sexually explicit material.)

SB 53 focuses squarely on harms from “expert-level” frontier AI model assistance in developing or deploying chemical, biological, radiological, and nuclear weapons; committing crimes like cyberattacks or fraud; and “loss of control” scenarios where AIs go rogue, behaving deceptively to avoid being shut down and replicating themselves without human oversight. For example, an AI model could be used to guide the creation of a new deadly virus that infects millions and kneecaps the global economy.

“The 50 to 100 deaths or a billion dollars in property damage is just a proxy to capture really widespread and substantial impact,” said Scott Singer, lead author of the California Report for Frontier AI Policy, which helped inform the basis of the bill. “We do look at like AI-enabled or AI potentially [caused] or correlated suicide. I think that’s like a very serious set of issues that demands policymaker attention, but I don’t think it’s the core of what this bill is trying to address.”

Transparency is helpful in preventing such catastrophes because it can help raise the alarm before things get out of hand, allowing AI developers to correct course. And in the event that such efforts fail to prevent a mass casualty incident, enhanced safety transparency can help law enforcement and the courts figure out what went wrong. The challenge there is that it can be difficult to determine how much a model is accountable for a specific outcome, Irene Solaiman, the chief policy officer at Hugging Face, a collaboration platform for AI developers, told me over email.

“These risks are coming and we should be ready for them and have transparency into what the companies are doing,” said Adam Billen, the vice president of public policy at Encode, an organization that advocates for responsible AI leadership and safety. (Encode is another sponsor of SB 53.) “But we don’t know exactly what we’re going to need to do once the risks themselves appear. But right now, when those things aren’t happening at a large scale, it makes sense to be sort of focused on transparency.”

However, a transparency-focused bill like SB 53 is insufficient for addressing already-existing harms. When we already know something is a problem, the focus should be on mitigating it.

“Maybe four years ago, if we had passed some sort of transparency legislation like SB 53 but focused on those harms, we might have had some warning signs and been able to intervene before the widespread harms to kids started happening,” Billen said. “We’re trying to kind of correct that mistake on these problems and get some sort of forward-facing information about what’s happening before things get crazy, basically.”

SB 53 risks being both overly narrow and unclearly scoped. We have not yet faced these catastrophic harms from frontier AI models, and the most devastating risks might take us entirely by surprise. We don’t know what we don’t know.

It’s also certainly possible that models trained below 10^26 FLOPS, which aren’t covered by SB 53, have the potential to cause catastrophic harm under the bill’s definition. The EU AI Act sets the threshold for “systemic risk” at the smaller 10^25 FLOPS, and there’s disagreement about the utility of computational power as a regulatory standard at all, especially as models become more efficient.

As it stands right now, SB 53 occupies a different niche from bills focused on regulating AI use in mental healthcare or data privacy, reflecting its authors’ desire not to step on the toes of other legislation or bite off more than it can reasonably chew. But Chilson, the Abundance Institute’s head of AI policy, is part of a camp that sees SB 53’s focus on catastrophic harm as a “distraction” from the real near-term benefits and concerns, like AI’s potential to accelerate the pace of scientific research or create nonconsensual deepfake imagery, respectively.

That said, deepfakes could certainly cause catastrophic harm. For instance, imagine a hyper-realistic deepfake impersonating a bank employee to commit fraud at a multibillion-dollar scale, said Nathan Calvin, the vice president of state affairs and general counsel at Encode. “I do think some of the lines between these things in practice can be a bit blurry, and I think in some ways…that is not necessarily a bad thing,” he told me.

It could be that the ideological debate around what qualifies as catastrophic risks, and whether that’s worthy of our legislative attention, is just noise. The bill is intended to regulate AI before the proverbial horse is out of the barn. The average person isn’t going to worry about the likelihood of AI sparking nuclear warfare or biological weapons attacks, but they do think about how algorithmic bias might affect their lives in the present. But in trying to prevent the worst-case scenarios, perhaps we can also avoid the “smaller,” nearer harms. If they’re effective, forward-facing safety provisions designed to prevent mass casualty events will also make AI safer for individuals.

If Gov. Newsom signs SB 53 into law, it could inspire other state attempts at AI regulation through a similar framework, and eventually encourage federal AI safety legislation to move forward.

How we think about risk matters because it determines where we focus our efforts on prevention. I’m a firm believer in the value of defining your terms, in law and debate. If we’re not on the same page about what we mean when we talk about risk, we can’t have a real conversation.

Update, September 13, 2025, 11:55 am ET: This story was originally published on September 12 and has been updated to reflect the outcome of the California State Assembly vote.

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Report: Apple is building an AI-powered web search for Siri https://earlybirdsinvest.com/report-apple-is-building-an-ai-powered-web-search-for-siri/ https://earlybirdsinvest.com/report-apple-is-building-an-ai-powered-web-search-for-siri/#respond Wed, 03 Sep 2025 23:55:11 +0000 https://earlybirdsinvest.com/report-apple-is-building-an-ai-powered-web-search-for-siri/

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AI Meets WordPress: Telex Transforms Site Building https://earlybirdsinvest.com/ai-meets-wordpress-telex-transforms-site-building/ https://earlybirdsinvest.com/ai-meets-wordpress-telex-transforms-site-building/#respond Tue, 02 Sep 2025 22:50:23 +0000 https://earlybirdsinvest.com/ai-meets-wordpress-telex-transforms-site-building/

At the recent WordCamp US 2025 event in Portland, WordPress introduced Telex, a new artificial intelligence (AI) tool designed to help users build website components through written prompts.

Matt Mullenweg, the company’s CEO, described Telex as a basic but promising product tailored for the WordPress ecosystem.

Telex focuses on creating Gutenberg blocks, which are the building units of a WordPress site, such as text sections, images, or layout columns.

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In a short demonstration, Mullenweg showed how a developer used Telex to produce a simple animated block for marketing use. Instead of writing code manually, users just describe what they need, and the tool handles the rest.

The service is currently available at telex.automattic.ai and marked as experimental. When someone enters a prompt, Telex generates a downloadable .zip file. This file can then be uploaded as a plugin to either a WordPress site or WordPress Playground.

On May 27, WordPress announced the formation of a dedicated team to explore how AI can be used to improve its tools and services. Telex is one of the first public examples of this work.

Initial feedback from users suggested that Telex still needs improvement. Some of the outputs did not function properly or required manual adjustments.

Mullenweg acknowledged these issues and stated that the tool is still in its testing phase. Still, he expressed confidence in what the technology might enable in the future.

On August 26, Google introduced a new image-focused model called Gemini 2.5 Flash Image. How does it work? Read the full story.


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Miners, not ETFs, are building the financial backbone of Bitcoin https://earlybirdsinvest.com/miners-not-etfs-are-building-the-financial-backbone-of-bitcoin/ https://earlybirdsinvest.com/miners-not-etfs-are-building-the-financial-backbone-of-bitcoin/#respond Sun, 17 Aug 2025 13:27:26 +0000 https://earlybirdsinvest.com/miners-not-etfs-are-building-the-financial-backbone-of-bitcoin/

The following is a guest post and opinion from Armando Aguilar, Head of Capital Formation and Growth at TeraHash.

ETFs may dominate the headlines, but the real architects of Bitcoin’s liquidity are the miners quietly building balance sheets. Since the April 2024 halving, the role of miners as a whole has shifted from pure producers to systemic stabilizers. While institutions celebrate inflows, miners are doing the hard work of anchoring Bitcoin-native finance (BTCFi).

In this article, I explore the way miners are emerging as financial actors, how they’re deploying balance-sheet strategies, and what BTCFi infrastructure still lacks in order for this evolution to succeed.

From Hashrate to Balance Sheets: The Post-Halving Pivot

The 2024 halving slashed block rewards, tightening margins across the industry. As a result, many miners had to restructure their operations not just to survive, but to manage capital with greater precision. No longer content with selling block rewards at market, miners began behaving more like corporate treasuries: timing BTC sales, collateralizing reserves, and building financial buffers.

As of mid-2025, statistics show that Bitcoin miners collectively hold over 104,500 BTC (roughly $12.7 billion), while corporate treasuries added 159,107 BTC in Q2 alone. What appears to be passive “HODLing” is, in fact, a deliberate liquidity strategy—one that reduces exposure to short-term volatility while preserving long-term upside.

This shift coincides with aggressive growth in network scale: by mid-2025 Bitcoin’s hashrate surged past 970 million TH/s, achieving almost 60 % YoY growth. As miners scale up operations, they’re also expanding financial exposure, treating balance-sheet management as strategically as hashrate optimization.

We’re witnessing a full-cycle pivot. Rather than merely producing Bitcoin, miners are actively shaping its capital markets.

Treasury-Driven Mining: Three Pillars of Strategy

  • Collateralization: Rather than diluting equity, miners are borrowing against BTC holdings to fund operations. This approach allows for tactical spending without giving up long-term exposure.
  • Timing: Some firms now treat BTC sales like macro trades, holding through downturns or locking in gains during rallies. These are not knee-jerk moves, but properly thought-out, structured exit strategies based on clear goals and market signals.
  • Liquidity Buffers: Miners are no longer operating paycheck-to-paycheck. Many are building BTC reserves as cushions for market stress, giving them breathing room when network fees or hash competition spike. Public miners that maintain transparent BTC holdings and avoid forced sales are often viewed as more stable, strategic, and better aligned with institutional expectations.

Naturally, the 2024 halving didn’t create this mindset, but it certainly accelerated it. Post-2024, these financial strategies became necessary for survival rather than merely optional.

Signaling Power: When Miners Move Markets

Miners have begun sending deliberate signals to the broader ecosystem. Holding BTC is about more than just a belief in the protocol now. It’s a message: “This asset matters, and we’re managing it accordingly.”

When large public miners delay sales, markets take notice. Their actions now influence sentiment and pricing, much like central banks adjusting interest rates. This dynamic used to be the domain of exchanges—not anymore.

Some countries are now exploring BTC for strategic reserves. Chainalysis even published a report on the subject earlier this year, pointing out the U.S., the Czech Republic, Switzerland, and others among the prominent supporters of the idea.

Meanwhile, major names like Saylor’s MicroStrategy and Marathon Digital are accumulating and disclosing BTC positions with the same transparency you would expect from institutional asset managers.

Put simply, when miners act like treasuries, mining itself turns into institutional capital management, setting the tone for Bitcoin’s financial maturity as a global asset. Whether the headlines reflect this or not, that’s exactly what we’re seeing now.

The BTCFi Gap: Infrastructure Still Playing Catch-Up

Yet, while miners mature, BTCFi remains fragile. The infrastructure meant to support this financial layer is still underdeveloped.

Settlements remain slow, with confirmation delays limiting composability. Liquidity is siloed across fragmented protocols with minimal coordination. Instruments are often trust-based, lacking the neutrality BTC-native systems demand.

Projects are continuously experimenting—custody-free lending protocols, BTC-backed stablecoins, hash-rate forwards—but most of these tools are still in the early stages, far from broader adoption.

This gap between maturing miner behavior and underdeveloped protocol infrastructure is dangerous. Left unresolved, it could turn a stabilizing force into a point of failure. If BTCFi stalls, miners could stand to lose credibility just as their role becomes essential.

That’s why real infrastructure is necessary here:

  • Cross-protocol interoperability so miners can allocate capital efficiently across platforms.
  • Robust oracles that reflect true market prices and mining inputs without manipulation risk.
  • Incentive models that reward transparency and penalize extractive behavior.

Without these, reserves meant to stabilize the system could become systemic liabilities…

Conclusion: Recognize the Role or Prepare to Fail

Miners didn’t ask for this role, but they’ve stepped into it. In a system without a central bank, someone must set the floor. Today, it’s miners who are holding reserves, managing risk, and acting with systemic foresight.

If BTCFi fails to mature, it won’t be because miners fell short. It will be because the ecosystem refused to acknowledge the financial infrastructure they were already building and support the actors holding it all together.

Pull-quote:

“Bitcoin turns institutional when miners act like treasuries. And that’s exactly what’s happening—whether the headlines catch up or not.”

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Building a High-Speed Crypto Sniper Bot for Market Edge and Lightning-Fast Trades https://earlybirdsinvest.com/building-a-high-speed-crypto-sniper-bot-for-market-edge-and-lightning-fast-trades/ https://earlybirdsinvest.com/building-a-high-speed-crypto-sniper-bot-for-market-edge-and-lightning-fast-trades/#respond Thu, 07 Aug 2025 09:47:46 +0000 https://earlybirdsinvest.com/building-a-high-speed-crypto-sniper-bot-for-market-edge-and-lightning-fast-trades/
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In today’s crypto ecosystem, milliseconds matter. The explosive growth of digital assets and the ever-increasing number of trading platforms have turned fast execution into a potent competitive advantage. Whether you’re an institutional trader, an ambitious developer, or a passionate retail participant, understanding how to build a high-speed crypto sniper bot can mean the difference between market triumph and just missing out.

This comprehensive guide explores the nuances of creating a lightning-fast crypto sniper bot — from fundamentals and architecture to sophisticated strategies, deployment, and risk management. Drawing on insights from the realm of Cryptocurrency Exchange Development Services, this blog will empower you with the knowledge to get started, refine your craft, and position yourself for operational success.

Every second — sometimes every millisecond — can dramatically shift your profit margin. Price slippage, network congestion, and smart contract delays mean that “being first” isn’t just a catchphrase; it’s an execution imperative.

To turn a sniper bot concept into reality, it’s essential to leverage robust APIs offered by digital asset platforms. Many professional developers and institutions work with Cryptocurrency Exchange Development Services to ensure seamless and scalable integration. These services bridge the gap between your trading logic and the real-world exchange infrastructure, handling everything from secure authentication to real-time price feeds.

Before diving into code, let’s examine the critical components that distinguish a sniper bot:

  • Market Data Listener: Continuously listens for price, liquidity, and trade updates.
  • Trigger Engine: Reacts to specific market conditions (e.g., new listing, price movement).
  • Order Executor: Sends buy/sell orders with minimal delay.
  • Risk Module: Controls order sizes, stop-losses, and take-profits to minimize losses.
  • Monitoring Dashboard: Visualizes activity and alerts you to anomalies or opportunities.

Successful crypto bot development relies on a blend of technology and infrastructure:

  • Programming Language: Python, Node.js, or Go are common choices for low-latency code.
  • Web3 Libraries: For interacting with decentralized exchanges (DEX), libraries such as web3.py or ethers.js are imperative.
  • API Wrappers: Ccxt for centralized exchanges, custom SDKs for specific platforms.
  • Automated Testing Tools: pytest, unittest, or custom simulation suites.
  • Servers: VPS or dedicated servers close to exchange nodes for reduced latency.

Step 1: Local Environment

  • Install Python (3.8+), Node.js (if required).
  • Use virtual environments for dependency management.
  • Install essential libraries (pip install ccxt web3).

Step 2: Sandbox Accounts

  • Register demo accounts on centralized and decentralized exchanges.
  • Obtain API keys and configure environment variables securely.

APIs are the lifeline of any trading bot. Understanding REST, WebSocket, and RPC endpoints is critical:

  • REST APIs: Suitable for account management and non-realtime transactions.
  • WebSocket APIs: Enable real-time data streaming and ultra-fast order placement.
  • Private vs. Public Endpoints: Authenticate securely; use encrypted channels.

A sniper bot is only as good as the strategy that drives it. Popular sniper strategies include:

  • Token Launch Snipe: Monitor new listings and snipe in the first transaction block.
  • Liquidity Pool Snipe: Detect major liquidity injections to enter at optimal prices.
  • Flash Arbitrage: Identify and exploit price discrepancies across venues within seconds.

Define clear entry and exit rules, backtest thoroughly, and prioritize capital preservation.

Below is a simplified illustration in Python (expandable upon request):

  • Colocate servers: Host infrastructure in the same region/data center as the exchange.
  • Optimize networking: Use WebSockets, persistent HTTP connections, and minimal dependencies.
  • Code efficiency: Profile for bottlenecks; remove extraneous loops and unnecessary checks.

No strategy should go live without thorough backtesting:

  • Obtain historical tick-level data.
  • Simulate past scenarios, adjusting for slippage and exchange latency.
  • Analyze win-rate, drawdown, and max exposure.

Sniper bots inherently walk the line between sharp trading and regulatory scrutiny. Be aware:

  • Front-running: Illegal in many jurisdictions; always respect exchange rules.
  • Arbitrage: Monitor fees, latency, and withdrawal/deposit times.
  • Market Impact: Large orders may move the market against you.

Building is half the battle — maintaining operational resilience is the rest:

  • Implement logging, error tracking, and automated restart scripts.
  • Use dashboards (Grafana, Kibana) for real-time insights.
  • Regularly patch dependencies and rotate secrets.
  • Incorporate predictive analytics using machine learning for price prediction.
  • Reinforcement learning agents can dynamically adjust snipe strategies in volatile conditions.
  • Use anomaly detection to flag unexpected market moves or bot errors.
  • Never hardcode API keys; use encrypted vaults or environment variables.
  • Rate-limit API calls to avoid bans and detection.
  • Periodically review code for vulnerabilities, especially with open-source dependencies.
  • Ensure compliance with exchange terms of service and regional regulations.
  • Stay updated on changing KYC/AML laws.
  • Never deploy bots that could disrupt fair market operations or violate ethical trading practices.
  • Use Docker for containerization, enabling rapid scaling and easy maintenance.
  • Set up CI/CD pipelines for robust testing and smooth deployment.
  • Monitor performance continuously and be ready to pause during high-volatility events or outages.
  • Scale horizontally with multiple servers for redundant execution.
  • Implement distributed event queues for large volume handling.
  • Profile system resource consumption and upgrade infrastructure accordingly.
  • Ignoring test environments or deploying untested code.
  • Overleveraging or risking more capital than you can afford to lose.
  • Disregarding security — one compromised key could mean total loss.

Anecdotes from the field:

  • Success Story: A developer built a sniper bot for DeFi launches, netting consistent profits by acting within the first few blocks after new tokens went live — carefully adhering to best practices and running continuous safety checks.
  • Cautionary Tale: An inexperienced team neglected proper error handling, causing repeated account lockouts and loss of trading privileges during high-traffic events. Learn from mistakes — robust bot management is mission-critical.

Building a high-speed crypto sniper bot requires a comprehensive approach — blending technical mastery, strategic insight, vigilance, and respect for evolving market rules. With a focus on modular design, robust infrastructure, security, and ethical integrity, you’re well-positioned to compete in the fast lane of crypto trading.

Partner with codezeros for bespoke crypto development and unlock the next level of automated trading. Whether you’re seeking Cryptocurrency Exchange Development Services, smart contract audits, or end-to-end crypto bot development, our experts deliver tailored solutions for your business growth. Contact us today to start building your edge!

Hey, Sunil here. I wanted to take a moment to thank you for reading until the end and for being a part of this community.

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Ripple CTO Back in Code, Here's What He's Building for XRP https://earlybirdsinvest.com/ripple-cto-back-in-code-heres-what-hes-building-for-xrp/ https://earlybirdsinvest.com/ripple-cto-back-in-code-heres-what-hes-building-for-xrp/#respond Tue, 05 Aug 2025 09:59:17 +0000 https://earlybirdsinvest.com/ripple-cto-back-in-code-heres-what-hes-building-for-xrp/

A couple of days after surprising the XRP community with the news that he had built and deployed a fully operational XRPL server out of his own pocket, Ripple CTO David Schwartz is already thinking about what comes next — and no, it is not more hardware. This time, it is about visibility.

Back in early August, Schwartz said he is planning to write a custom monitoring tool to track the performance and activity of his setup. This is specifically to support tools like rrdtool or Cacti.

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Title news

It might sound like a side project, but it is actually based on the same ideas that went into the hardware build: keep it simple, strong and built specifically for XRPL. The server, which is in a New York datacenter and runs Ubuntu with a 9950X processor, 256 GB RAM and a 10 Gbps unmetered link, is already syncing and providing live connectivity. 

Schwartz confirmed it can realistically handle 192 server connections and possibly more but wants to keep plenty of headroom in reserve for moments of network stress or instability.

What’s next?

There are not any monitoring graphs yet, but that is what the next step is for. Actually, while one of his followers suggested using Grafana, Schwartz just dismissed it, saying that it is not necessary for what he is building. 

It is not about fancy dashboards — it is about understanding how the infrastructure performs under pressure and making sure it stays reliable, even in unpredictable situations.

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The project is still personal and independent, with no official Ripple involvement, but the implications for XRPL’s decentralization are real. With Schwartz back in the trenches running infrastructure directly, the network might gain not only more connectivity but also sharper insights into how it performs outside the lab.

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Enhanced sanctions compliance: Building for scale and trust https://earlybirdsinvest.com/enhanced-sanctions-compliance-building-for-scale-and-trust/ https://earlybirdsinvest.com/enhanced-sanctions-compliance-building-for-scale-and-trust/#respond Sun, 06 Jul 2025 14:42:22 +0000 https://earlybirdsinvest.com/enhanced-sanctions-compliance-building-for-scale-and-trust/

At Kraken, we are committed to building a secure and reliable platform for our clients. Over the past few years, we have significantly strengthened our global compliance framework. We invest deeply in the people, processes and systems that keep our platform safe.

We recently reached an important milestone on that journey. This concludes a multi-year effort to strengthen the sanctions compliance program across the board. This achievement reflects not only the continued engagement with regulators (such as finalizing commitments over the past few years), but also the continued advances in Kraken’s approach to risk, surveillance and operational excellence.

As part of ongoing work with US regulators, Kraken recently completed its third final certification of the US Treasury Department’s Office of Foreign Assets Control (OFAC) (OFAC).

Companywide efforts towards common goals

What began as an initiative to enhance sanctions control is a comprehensive effort to build one of the industry’s most robust, scalable and future compliance programs.

What Kraken will enhance compliance:

  • GEOIP Firewall and VPN Screening
    A sophisticated tool that actively restricts unauthorized access based on geographical and network indicators.
  • A comprehensive screening
    End-to-end product, client, and transaction-level screening ensures real-time risk detection.
  • Over 100 Embedded Internal Controls
    Automatic checks and balances built into every tier of Kraken’s infrastructure.
  • Upgraded policies, procedures, and processes
    An overview redesign of how compliance is approached across teams and workflows.
  • Strict risk assessment, auditing, training
    Regular assessments and company-wide education to sharply align our defenses.
  • Sanctions are controlled at all layers
    Overall protection measures integrated throughout Kraken’s architecture.
  • Regulatory benchmarks and licensing expansions
    Tools and standards that allow for smoother licensing, and faster time to market globally.
  • Active engagement with regulatory authorities
    Open and constructive dialogue that helps shape thoughtful and effective regulations.
  • Strengthening due diligence for investors, M&As and product launches
    Strategic compliance is integrated into the way we grow.

All of these upgrades are a step towards our bigger goal. It is to make Kraken the most trusted and secure venue for code. Together, these features help protect clients, strengthen trust and strengthen Kraken’s role as a responsible industry leader.

Built for scale designed for reliability

Strong compliance is not just a risk reduction, but a strategic advantage. With these improvements, Kraken is ideally positioned below:

  • Expand our business to new countries and expand with new products
  • Promote stronger banking relationships
  • Navigate the regulatory environment with confidence
  • Mitigate audit and operational risks
  • Supports faster and safer growth across the market

The compliance infrastructure we build is scalable, resilient, dynamic, and designed to not only meet today’s demands, but also predict tomorrow’s demands. We are proud of how far we have come and are even more excited about where we are heading. Because at Kraken, we don’t just build responsibly. It’s how we can lead the way, create a safer industrial ecosystem and accelerate the adoption of crypto.

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Building Trust With U.S. Regulators Is Essential For Advancing Crypto Adoption https://earlybirdsinvest.com/building-trust-with-u-s-regulators-is-essential-for-advancing-crypto-adoption/ https://earlybirdsinvest.com/building-trust-with-u-s-regulators-is-essential-for-advancing-crypto-adoption/#respond Thu, 26 Jun 2025 10:53:27 +0000 https://earlybirdsinvest.com/building-trust-with-u-s-regulators-is-essential-for-advancing-crypto-adoption/

Reporter

Rachel Wolfson

Reporter

Rachel Wolfson

About Author

Rachel Wolfson has been covering the cryptocurrency, blockchain and Web3 sector since 2017. She has written for Forbes and Cointelegraph and is the host and founder of Web3 Deep Dive podcast.

Last updated: 


Why Trust Cryptonews

Cryptonews has covered the cryptocurrency industry topics since 2017, aiming to provide informative insights to our readers. Our journalists and analysts have extensive experience in market analysis and blockchain technologies. We strive to maintain high editorial standards, focusing on factual accuracy and balanced reporting across all areas – from cryptocurrencies and blockchain projects to industry events, products, and technological developments. Our ongoing presence in the industry reflects our commitment to delivering relevant information in the evolving world of digital assets. Read more about Cryptonews

After being considered the Wild Wild West for years, crypto adoption in the United States is quickly gaining traction.

Most notably, institutions are flooding into the crypto space due to the rise of tokenized treasuries and real-world asset (RWA) tokenization. The current market capitalization of tokenized US treasuries stands at a whopping $7.4 billion.

A number of US states are also looking at implementing a Strategic Bitcoin Reserve (SBR). This would allow states to hold Bitcoin (BTC) as part of their investment strategy. Both Texas and New Hampshire have recently signed a bill to add Bitcoin to their balance sheets.

Moreover, the regulatory landscape in the US is finally becoming crypto-friendly. The US Securities and Exchange Commission (SEC) recently clarified that protocol staking is not a securities transaction under US law when performed under certain conditions.

Policies implemented under the Trump administration have further accelerated the institutionalization of cryptocurrencies. The repeal of The Staff Accounting Bulletin (SAB) 121 has enabled traditional financial institutions to offer custodial services for digital assets. Citibank is actively exploring adding crypto custody, while JPMorgan Chase plans to offer crypto investments to its clients through a third-party custodian.

Crypto Companies Work With Regulators

Although the crypto sector continues to make strides, industry experts believe that none of this would be possible without working with policymakers and regulators.

Margaret Rosenfeld, chief legal officer at Everstake, told Cryptonews that working with US regulators has become essential for cryptocurrency companies.

“Effective crypto regulation depends on more than legal theory, as it requires a deep understanding of the underlying technology,” Rosenfeld said. “Without that technical fluency, there’s a risk of applying legacy financial frameworks to decentralized systems in ways that don’t fit and ultimately hinder innovation.”

Rosenfeld explained that the decentralized staking provider, Everstake, helped to educate the SEC on staking. She noted that this influenced the SEC’s decision to clarify that protocol staking is not a security.

“At Everstake, we didn’t just send lawyers into the SEC – we brought engineers and operators to the table. We explained the technical structure of staking, validator responsibilities, and how non-custodial delegation works. That kind of technical fluency is critical for good policy. Without it, regulators are left applying legacy frameworks to new infrastructure in ways that can miss the mark,” Rosenfeld commented.

Rosenfeld noted that providing both legal and technical insight can help regulators gain a clearer understanding of what they are evaluating.

“Soon after our meeting, the SEC issued guidance acknowledging for the first time that some staking models – like those we operate – fall outside the scope of securities regulation. It was a meaningful step forward and a real example of how collaborative, technically informed engagement can shape better policy,” she said.

Blockchain Advocacy Groups Educate Policymakers

Blockchain advocacy groups also work closely with US policymakers to ensure that legislation is passed to push forward with crypto adoption in the country. Most recently, the Texas Blockchain Council helped push for the passing of the Texas SBR.

Lee Bratcher, founder and president of the Texas Blockchain Council, told Cryptonews that the Texas Blockchain Council worked with legislative champions, policy advisors, and industry stakeholders to ensure that Senate Bill 21 (SB21) was not only technically sound, but also politically feasible.

“The groundwork we’ve laid over the past few years helped pave the way for this breakthrough,” Bratcher said. “Our success was rooted in years of building trust with lawmakers, demystifying Bitcoin, and linking it to core values like fiscal conservatism, sovereignty, and energy innovation.”

Bratcher further remarked that US states should not only tailor their messaging to local political and economic contexts, but also to core ideas. In this case, Bratcher pointed out that the Texas Blockchain Council educated policymakers on how Bitcoin can serve as a modern reserve asset, which he believes is gaining bipartisan traction.

“Given the bi-partisan support for this bill, Texas Governor Abbott determined that it would go into effect immediately rather than the typically September 1st effective date,” Bratcher said.

Texas Senator Charles Schwertner also partnered with the Texas Blockchain Council to pass SB21. Chairman Schwertner told Cryptonews that Texas is currently the only state with a direct $10 million appropriation for acquiring Bitcoin. He added that working with the Texas Blockchain Council enabled him to learn how a SBR allows Texas to diversify its investment approach.

The Texas Blockchain Council further anticipates that the Texas Comptroller’s Office and the Texas Treasury Safekeeping and Trust Company will begin developing a prudent Bitcoin acquisition and custody strategy.

Major US Crypto Exchange Builds Trust With Lawmakers To Boost Crypto Adoption

US-based cryptocurrency exchange Coinbase also regularly dedicates time to educate policymakers.

In February the SEC dropped its lawsuit against Coinbase, ending a contentious years-long legal battle. The leading cryptocurrency exchange has since submitted a number of documents and requests to drive mainstream adoption of cryptocurrency in the US.

For example, the Coinbase website shows that on May 30 the exchange submitted a request to urge the US Treasury to exclude unrealized crypto gains and losses from the Corporate Alternative Minimum Tax (CAMT). CAMT imposes a 15% minimum tax on the adjusted financial statement income (AFSI) of large corporations for taxable years.

In addition to focusing on US policies, Coinbase recently secured a Markets in Crypto-Assets (MiCA) license from the Luxembourg Commission de Surveillance du Secteur Financier. This enables the exchange to offer crypto products across European Union countries and will likely result in further influence on EU crypto regulations.

Challenges To Consider Before Crypto Adoption

While it’s notable that crypto companies and advocacy groups are helping shape US regulations, a number of challenges remain.

For instance, Rosenfeld pointed out that one of the biggest challenges is the technical complexity of blockchain infrastructure.

“When regulators lack technical fluency in how protocols work, it’s easy for overly broad or misapplied rules to take hold – sometimes unintentionally stifling innovation,” she said.

In order to overcome this, Rosenfeld believes that crypto entities need more dialogue that includes not just lawyers and lobbyists, but also engineers and protocol builders.

“Regulators are now willing to listen when industry participants take the time to explain the underlying mechanics. That’s the path forward: collaboration built on mutual education and transparency,” she stated.


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Pakistan building Bitcoin ‘super team’ with Michael Saylor joining CZ on crypto council https://earlybirdsinvest.com/pakistan-building-bitcoin-super-team-with-michael-saylor-joining-cz-on-crypto-council/ https://earlybirdsinvest.com/pakistan-building-bitcoin-super-team-with-michael-saylor-joining-cz-on-crypto-council/#respond Mon, 16 Jun 2025 14:58:35 +0000 https://earlybirdsinvest.com/pakistan-building-bitcoin-super-team-with-michael-saylor-joining-cz-on-crypto-council/

Michael Saylor, the billionaire Bitcoin advocate and executive chairman of Strategy, is backing Pakistan’s state-led Bitcoin pivot, according to new footage and media reports emerging from Islamabad.

A call with top officials marks the latest escalation in Pakistan’s plan to formalize a Strategic Bitcoin Reserve (SBR).

The video footage, posted on X by Finance Ministry media officer Hamid Raza Wattoo, shows Saylor with Finance Minister Muhammad Aurangzeb and Minister of State for Blockchain and Crypto Bilal Bin Saqib. The meetings follow Pakistan’s public announcement of the SBR on 28 May at the Bitcoin 2025 conference in Las Vegas.

Saylor’s outreach aligns with his long-standing call for sovereign Bitcoin reserves. While he has previously lobbied U.S. policymakers to adopt a Bitcoin strategy, his Islamabad support signals an interest in showcasing Pakistan as a geopolitical proof of concept. He is reportedly becoming an official advisor to the government’s Bitcoin reserve plan via the Pakistan Crypto Council.

Binance founder Changpeng “CZ” Zhao was also appointed a strategic adviser to the council in early April. His remit includes steering blockchain infrastructure, shaping the regulatory framework, and mentoring national digital-asset initiatives. This gives Islamabad a direct line to the world’s largest exchange as it pursues the Bitcoin reserve plan.

Pakistan’s reserve plan, championed by Bin Saqib, was introduced as a state initiative with plans to acquire Bitcoin using state assets and mine additional BTC using domestic energy resources. The Pakistan Crypto Council (PCC), which Bin Saqib also leads, has proposed allocating up to 2 GW of surplus energy to power mining facilities and data centers.

IMF tensions and energy politics

The plan has sparked tensions with international lenders. The IMF raised concerns about grid stress and fiscal strain if 2 GW were diverted for mining. Pakistan is currently seeking a new bailout agreement, and its power infrastructure is considered fragile.

Despite this, the PCC has continued promoting the reserve as a path toward “digital non-alignment”, leveraging Bitcoin to reduce dependence on the U.S. dollar and traditional credit channels. A PCC delegation even pitched the reserve to Donald Trump’s crypto-aligned economic team on 4 June in Washington.

Pakistan’s crypto policy remains complex. While the reserve is government-led, general crypto trading remains technically illegal under the State Bank of Pakistan (SBP) guidelines. The government is reportedly preparing a Digital Assets Authority bill, which may offer legal clarity when Parliament’s Standing Committee on Finance reconvenes.

Regional analysts are also watching closely. Pakistan’s pivot could ripple across South Asia. However, the move could unsettle major creditors like China, which has poured billions into Pakistan’s energy sector through the China-Pakistan Economic Corridor (CPEC).

What’s next?

It remains to be seen how Saylor plans to assist in an ongoing role in implementing the reserve and whether he will be working directly with CZ.

In the meantime, the SBR initiative is advancing quickly. With a sovereign reserve, surplus energy, and now the world’s most prominent Bitcoin evangelist in the picture, Pakistan is testing whether a fragile economy can hedge its bets with digital gold.

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Building Together: Execution-Layer Client Ecosystem Fundraise https://earlybirdsinvest.com/building-together-execution-layer-client-ecosystem-fundraise/ https://earlybirdsinvest.com/building-together-execution-layer-client-ecosystem-fundraise/#respond Sat, 14 Jun 2025 11:26:20 +0000 https://earlybirdsinvest.com/building-together-execution-layer-client-ecosystem-fundraise/

Ethereum’s diverse client ecosystem is at the foundation of all that we’re building together. This includes both execution-layer and consensus-layer clients, both of which are essential parts of Ethereum’s post-merge future.

Supporting execution-layer (formerly “Eth1”) clients remains one of the Ethereum Foundation’s highest priorities. These client teams have supported Ethereum’s growth over the past several years, and they will continue to provide critical infrastructure for the network post-merge, as Ethereum transitions to a Proof of Stake consensus system. Since January 2020, the EF has spent more than $10M on execution-layer client R&D. Our steadfast support will continue as these teams adapt and scale along with the broader community.

At the same time, we believe it is healthy for Ethereum clients to receive funding and support from a broader range of community stakeholders, reflecting the growth and diversification of the ecosystem.

Collaborative efforts, and specifically those dedicated to supporting teams and builders that maintain a diverse set of Ethereum clients, are a lasting and impactful way to benefit Ethereum in the long-term.

Building together

Today, we’re excited to announce that Compound Grants, Kraken, Lido, Synthetix, The Graph and Uniswap Grants are donating $250K each to support Ethereum execution-layer client teams. This project is the result of several months of work, and will supplement the significant funding provided by the Ethereum Foundation this year. This fundraise will have no impact on the EFs continued financial support for these teams.

The support of capable and leading entities from across industries will strengthen and further the innovations taking place on Ethereum.

This project represents an effort to secure Ethereum’s long-term growth, health and decentralization. Each of these elements can be exemplified by client diversity, strength of the teams themselves, and our confidence that Ethereum will continue to succeed as they succeed.

Why begin with this approach?

Part of our goal with this first round is to lessen risks that come from reliance on any single team or entity as we all work to maintain quality open source products in a diverse, decentralized, and sustainable way.

We continue to work towards more decentralized funding mechanisms for Ethereum’s public goods, and this is one more step that enables larger groups of participants to directly support client development and maintenance.

Recipients

With this goal of client diversity and the network’s success at heart, we are proud to announce the recipients of this round: Besu, Erigon, Geth, Nethermind, and Nimbus.

As a public good, Ethereum benefits from shared responsibility. This is true in terms of client diversity and the depth and width of the ecosystem’s ability to support itself.

Ethereum is a project with the potential to change and improve the very core of human, social and market interactions on a global scale. With groundbreaking applications and innovation on the network and ever-increasing adoption, the Ethereum community is pushing the boundaries of what’s technically and technologically feasible with each new day. We’re excited to take this next step to continue that growth, and ask that you join us in our effort to strengthen Ethereum by guaranteeing that Ethereum remains a diverse and sustainable project, and one that is maintained by many for a long time to come. 🚀

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