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What Is Harness Engineering? The AI Development Shift Every Tech Leader Needs to Understand

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What Is Harness Engineering? The AI Development Shift Every Tech Leader Needs to Understand

Something fundamental shifted in software development in late 2025 — and most organisations haven’t caught up yet. In February 2026, OpenAI published a landmark engineering blog revealing that a small team of three engineers had shipped one million lines of production code over five months without writing a single line manually. Every line was generated by an AI coding agent called Codex. The methodology behind that achievement has a name: harness engineering. For CTOs, product owners, and founders commissioning software today, understanding this shift is no longer optional — it is becoming the lens through which modern software quality and delivery speed must be evaluated.

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From Prompt Engineering to Harness Engineering: A Brief History







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The way engineers have worked with AI models has evolved rapidly through three distinct phases — and each phase reflects a deeper understanding of how AI actually produces reliable output.




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Between 2022 and 2024, the dominant paradigm was prompt engineering: crafting the right instruction to get the best possible single response from a model. In 2025, context engineering emerged as the more sophisticated approach, focusing on what information surrounds a model’s context window at any given moment.

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Harness engineering goes further still. Rather than optimising a single instruction or a single session, it asks: how do you design the entire environment in which an AI agent operates — across multiple sessions, multiple agents, and days or weeks of autonomous work?

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As OpenAI’s Ryan Lopopolo summarised the lesson from their internal experiment: the hardest challenges in agentic software development now centre on designing environments, feedback loops, and control systems — not on writing code.

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What Is a Harness, Exactly?

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A harness is everything surrounding an AI agent except the model itself. It includes the structured documentation the agent reads, the architectural rules it must follow, the feedback loops that flag errors, and the tooling that lets it verify its own work. Without a well-designed harness, even the most capable AI model produces unreliable, inconsistent results.

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The term borrows from horse tack — the equipment that both constrains and enables a horse to pull a load effectively. The metaphor is deliberate. An AI model is powerful but undirected; the harness channels that power towards a coherent, verifiable outcome.

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In practice, a harness typically comprises three interconnected layers:

  • Context engineering: ensuring the agent has access to the right information at the right moment — architecture documents, design decisions, product specifications, and progress logs — all versioned and stored inside the repository itself.

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  • Architectural constraints: mechanically enforced rules that prevent the agent from drifting outside the intended code structure, regardless of how many tasks it completes autonomously.

  • Entropy management: a recurring process that scans for outdated documentation, replicated anti-patterns, and accumulated technical debt, and opens corrective actions before problems compound.





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What the OpenAI Experiment Actually Proved





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The OpenAI internal experiment is the most concrete evidence to date that harness engineering works at production scale. Starting from an empty repository in August 2025, a team of just three engineers used Codex to build a fully functional internal product. By the time they published their findings, the repository contained approximately one million lines of code across application logic, CI configuration, observability tooling, tests, and documentation.


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Roughly 1,500 pull requests were opened and merged. The team reported delivering at approximately ten times the speed of conventional manual development.

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Crucially, early progress was slow — not because the model was incapable, but because the harness was not yet ready. Performance only accelerated as the environment was progressively improved.

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Three engineering practices proved decisive:

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  1. A legible repository environment — rather than a single oversized instruction file, the team built a structured documentation directory with architecture maps, design documents, execution plans, and product specifications. The AGENTS.md file became an index, not an encyclopaedia.

  2. Programmatic enforcement of architecture — a layered domain structure was enforced mechanically through custom linters and structural tests. If generated code violated these boundaries, the linter blocked it automatically.

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  3. End-to-end verification tooling — the application was made bootable per git worktree, and browser developer tools were wired into the agent’s runtime, allowing Codex to reproduce bugs, validate fixes, and reason about UI behaviour without human intervention.



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Why Generic Tooling Outperforms Specialised Tooling





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One of the more counterintuitive findings from harness engineering research involves the tools given to agents. The natural instinct when building a domain-specific AI agent is to create bespoke, highly specialised tools for every task. Vercel’s engineering team discovered the opposite.


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Their sophisticated internal text-to-SQL agent — built over months with complex specialised tooling — was outperformed by a dramatically simpler architecture. When they stripped it down to a single batch command tool, performance improved by 3.5 times, token usage dropped by 37 per cent, and the success rate rose from 80 per cent to 100 per cent.

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The reason is straightforward: large language models have been trained on billions of tokens of standard developer tooling — bash commands, grep, npm, git. They understand these tools natively. Bespoke schemas, by contrast, introduce friction the model must work around.

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This has direct implications for any organisation building or commissioning AI-powered software systems. A well-structured harness with generic, familiar tooling will consistently outperform a more complex one built around proprietary abstractions.

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What This Means If You Are Commissioning Software in 2026







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Harness engineering is not merely an internal concern for AI research teams. It is already reshaping what it means to build production software at speed and at scale — and it changes the questions that technical decision-makers should be asking of any development partner.

The role of the software engineer is evolving from writing code to designing the systems that make AI write reliable code. For CTOs and founders, the practical implications are significant:

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  • Delivery speed is no longer constrained by headcount in the same way — a well-harnessed agent system can scale output dramatically with a small team.

  • Code quality depends increasingly on environmental design, not just on individual developer skill.

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  • Technical debt now accumulates differently and requires active management processes, not just periodic refactors.

  • Choosing a development partner who understands agentic workflows is becoming a meaningful competitive differentiator.



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At Codescrum, we have been working at the intersection of software engineering and emerging AI methodologies for over 13 years. As harness engineering matures from experimental practice to industry standard, we are actively integrating these principles into how we architect and deliver software for clients across sectors — from government and finance to education and retail.


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Conclusion

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Harness engineering represents the clearest articulation yet of where software development is heading: away from code as the primary output of engineering effort, and towards environment design, feedback architecture, and structured knowledge management as the real drivers of quality and velocity.

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OpenAI’s experiment proved it is possible. The broader industry — from Anthropic to Vercel — is now formalising the practices. The question for any organisation building digital products in 2026 is not whether to engage with this shift, but how quickly.

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If you are evaluating how AI-assisted development methodologies could accelerate your next project — or if you want to work with a team that understands both the opportunity and the discipline required to implement it responsibly —



get a free consultation and estimate for your project

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and let’s talk about what we can build together.


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JPMorgan: Stablecoin Transaction Surge Masks Modest Market Cap Future

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Brian Armstrong's Bold Prediction: AI Agents Will Soon Dominate Global Financial

TLDR

  • Annual stablecoin transaction volume is projected at $17.2 trillion for 2026
  • Increasing velocity allows existing stablecoin supply to process more transactions without proportional market cap expansion
  • The stablecoin market has expanded by approximately $100 billion year-over-year, exceeding $300 billion when yield-generating tokens are included
  • JPMorgan forecasts market capitalization will only reach $500-$600 billion by 2028, far below trillion-dollar predictions
  • Business-to-consumer and merchant transactions are experiencing the fastest expansion, with Asian markets dominating adoption

The stablecoin sector is experiencing unprecedented transaction activity, yet the circulating supply may not expand proportionally. This assessment comes from banking giant JPMorgan.

In a recent analysis spearheaded by managing director Nikolaos Panigirtzoglou and his team, the emphasis was placed on escalating stablecoin velocity as the critical metric. Velocity represents the frequency at which individual stablecoin units circulate within a given timeframe.

Elevated velocity enables a constrained stablecoin supply to facilitate substantially greater transaction throughput. Consequently, even with dramatic increases in stablecoin-based payments, the aggregate market capitalization need not expand proportionately.

“As stablecoin payment infrastructure achieves broader adoption, operational efficiency improves, driving velocity higher,” the research team explained. “Elevated velocity will probably constrain the overall expansion trajectory of the stablecoin ecosystem.”

Current onchain stablecoin transaction activity stands at approximately $17.2 trillion annually, extrapolated from 2026 year-to-date metrics. This substantial figure demonstrates genuine advancement in practical stablecoin utilization.

The aggregate stablecoin market capitalization has increased by nearly $100 billion in the past twelve months. Including yield-bearing variants, the total surpasses $300 billion.

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This expansion has actually exceeded the broader cryptocurrency market’s performance, which analysts interpret as evidence that stablecoins serve purposes beyond speculation or serving as trading collateral.

Payment Applications Fuel Expansion

According to JPMorgan’s analysis, business-to-consumer and merchant payment applications are accelerating faster than peer-to-peer transfers. The bank referenced data from venture capital firm a16z crypto to substantiate this finding.

Peer-to-peer transactions continue to represent the dominant portion of total stablecoin activity. However, the migration toward merchant-based payments indicates stablecoins are penetrating mainstream commercial applications.

Asian markets continue to lead global stablecoin adoption, according to the analysts.

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JPMorgan also highlighted the enactment of the GENIUS Act in the United States as a catalyst for increased transaction volume. This legislation established more definitive regulatory guidelines for stablecoin operations.

JPMorgan Maintains Conservative Forecast

This analysis represents a continuation of JPMorgan’s skeptical stance toward optimistic stablecoin forecasts. In December 2024, the research team stated they did not anticipate the stablecoin market achieving trillion-dollar valuations.

Their forecast indicated the market would approximate $500 to $600 billion by 2028. Previously in May 2024, they characterized trillion-dollar predictions from other analysts as “excessively optimistic.”

The current report maintains this conservative outlook. While robust transaction growth is undeniable, the fundamental dynamics of velocity suggest market capitalization will likely expand more gradually than raw transaction figures might imply.

Asian territories maintain their position as global leaders in stablecoin activity, with merchant payment integration continuing to broaden, according to the latest data referenced in JPMorgan’s analysis.

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Iran War Doubles Fuel Costs, Spirit Airlines Shuts Down After 34 Years

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Iran War Doubles Fuel Costs, Spirit Airlines Shuts Down After 34 Years

Spirit Airlines halted all operations early on May 2, 2026, ending 34 years of service. A fuel cost surge tied to the U.S.-Iran War wiped out the carrier’s path back to profitability.

The final flight landed in Dallas shortly after 1 a.m. EST, with the systemwide shutdown set for 3 a.m. Spirit had filed for Chapter 11 in November 2024 and again in August 2025 before preparing for Chapter 7 liquidation.

Fuel Costs From the Iran War Broke the Math

Jet fuel prices roughly doubled after the Iran conflict escalated in early 2026. Supply disruptions through the Strait of Hormuz drove the spike. Spirit reported the war added $10 million to $15 million a week to its costs.

Fuel typically accounts for between 25% and 33% of airline operating expenses. For an ultra-low-cost carrier built on thin margins, the macro shock left no room to absorb the increase. Pandemic-era debt and grounded Pratt & Whitney aircraft had already weakened the balance sheet.

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The $500 Million Bailout That Never Closed

Spirit had been negotiating roughly $500 million in federal aid under the Trump administration. Bondholders balked at terms that would have handed the U.S. government an equity stake. Republican lawmakers also resisted the package.

Talks stalled while the airline burned through cash reserves. Spirit confirmed all flights were cancelled and customer service was offline.

“It is with great disappointment that on May 2, 2026, Spirit Airlines started an orderly wind-down of our operations, effective immediately.”

— Spirit Airlines official statement

Spirit’s exit removes between 1.8% and 3.4% of U.S. domestic capacity. Analysts expect fares on overlapping routes to climb roughly 20% on average.

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Up to 17,000 jobs, including contractors, are at risk in the wind-down. JetBlue and Frontier said they would help stranded Spirit passengers with rebookings.

The post Iran War Doubles Fuel Costs, Spirit Airlines Shuts Down After 34 Years appeared first on BeInCrypto.

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Bitcoin can reclaim $100K without a new narrative

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Crypto Breaking News

Bitcoin has stalled below the $100,000 threshold, marking a run of almost five months without a breakout above that level. As of the latest market close, BTC hovered around $78,250 after a February nadir of about $60,000, underscoring a slow, grinding recovery amid broader market dynamics. In parallel, tech markets—especially AI-focused equities—have captured the spotlight, with investors rotating capital away from crypto in search of different risk-reward profiles. Nvidia (NVDA), the leading AI stock by market cap, has gained about 5.08% since the start of the year, while Bitcoin has faced a roughly 10% dip over the same period, illustrating a diverging performance within risk assets.

MN Trading Capital founder Michael van de Poppe suggested that Bitcoin may not require a fresh narrative to push back above $100,000. In a post on X, he asked what narrative would drive BTC to the milestone and concluded that “price moves upwards, and the narrative will create itself.” He continued that “price action and the math of accumulation” should guide decisions, noting that certain price regions still look favorable for accumulation as the market awaits catalysts.

“Price moves upwards, and the narrative will create itself,” van de Poppe said, adding: “That’s why simply using math, statistics, and logic is required in order to succeed, and that these regions on Bitcoin are still good for accumulation.”

Key takeaways

  • Bitcoin has not traded above $100,000 in nearly five months, with the last instance on Nov. 13. As of now, BTC sits around $78,000s, reflecting a delayed breakout from a broader downtrend since the Oct. 10 liquidation event.
  • Over the past 30 days, Bitcoin has risen about 14.5% according to CoinMarketCap, but the year-to-date picture remains negative versus some tech peers, underscoring a split in risk sentiment.
  • Market attention has shifted toward AI and other tech sectors, contributing to a comparatively underwhelming price action for BTC despite ongoing macro considerations such as inflation, rates, and regulation.
  • Regulatory signals and potential legislative clarity around crypto—especially the CLARITY Act—are seen by some insiders as meaningful for the sector, though opinions vary on how much they will move BTC prices in the near term.
  • Analysts highlight that while policy advances may ease long-term adoption, they are unlikely to serve as immediate, decisive catalysts for a sharp BTC rally without accompanying macro or liquidity-driven dynamics.

Bitcoin’s price arc and the search for catalysts

The path to a sustained breakout above $100,000 has been uneven. The most consequential recent event was the October liquidation episode, which many market participants trace as a turning point contributing to a multi-month downtrend. Bitcoin’s bounce off mid-year lows brought it back toward the $78,000 area, but it has struggled to sustain momentum above the round-number threshold. The absence of a clear, persistent narrative has left traders relying more on mathematical models and defined accumulation zones than on a single, obvious driver.

Analysts have long debated what could light a fresh fire under Bitcoin. Some have framed the topic around broader macro policy and market structure—particularly the interplay between Federal Reserve policy, inflation expectations, and liquidity conditions. In recent months, attention has also centered on potential regulatory catalysts, including proposed legislation in the United States that could define clearer rules for the industry and stablecoin markets.

Policy catalysts and market outlook

On the regulatory front, opinions are mixed about how much a policy milestone could lift Bitcoin’s momentum. Veteran trader Peter Brandt told Cointelegraph in December that while the CLARITY Act would represent a positive step for the broader crypto industry, it is unlikely to act as a major catalyst for a fresh pricing surge in Bitcoin. “Is it a world-shaking macro development? No. Needed for sure, but not something that should redefine value,” Brandt remarked.

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Meanwhile, major players have pressed for a swift resolution to policy debates. Coinbase chief legal officer Faryar Shirzad stated on Friday that “It’s time” for the CLARITY Act to be finalized, referencing newly published stablecoin yield provisions that could shape the regulatory landscape. And at a Bitcoin Conference in Las Vegas this week, White House crypto advisor Patrick Witt teased a forthcoming “big announcement” concerning President Donald Trump’s proposed Bitcoin reserve, signaling continued political attention to crypto policy developments.

Beyond policy, market watchers keep an eye on potential demand catalysts such as spot Bitcoin ETFs and the ongoing evolution of institutional adoption. In the near term, however, investors appear to be waiting for a confluence of favorable liquidity conditions, clearer regulatory clarity, and a convincing price impulse from macro fundamentals or sector-specific catalysts before committing to a sustained rally above $100,000.

For investors and traders, the current landscape underscores a nuanced risk-reward dynamic. The narrative around Bitcoin remains self-generated to a degree—prone to acceleration as price action crosses key thresholds and accumulation zones prove fruitful. Yet the market’s bifurcation—between crypto-focused momentum and broader tech and policy developments—means that a breakout could hinge on a combination of factors, rather than a single event.

As the market navigates these crosswinds, participants will be watching for renewed liquidity signals, fresh regulatory milestones, and any unexpected macro shifts that could tip BTC back into the spotlight. The trajectory remains uncertain, but the path forward will likely be defined by how the price responds to the next set of catalysts and how the narrative evolves in tandem with data-driven momentum.

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Sources: CoinMarketCap data on Bitcoin price performance; Nvidia stock performance data; Cointelegraph reporting on the CLARITY Act and market commentary; remarks from Peter Brandt via Cointelegraph; Faryar Shirzad statements on regulatory timing; Patrick Witt remarks at the Bitcoin Conference in Las Vegas.

Risk & affiliate notice: Crypto assets are volatile and capital is at risk. This article may contain affiliate links. Read full disclosure

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Bitcoin above $78K, ETH, SOL, DOGE higher as Senate clears Clarity Act yield hurdle

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What next as majors surge 10% to recover war-driven losses

The S&P 500 just closed at another record high while bitcoin made another run to the $80,000 level earlier Saturday.

The largest crypto traded at $78,180 in Asian hours Saturday, up 0.8% on the week and recovering from a Wednesday low near $75,500 that came on the back of fresh Iran military escalation reports. The bounce arrived alongside Friday’s reports that Tehran had relayed a new ceasefire proposal to Washington through Pakistan, which sent WTI crude falling nearly 3% to around $102 a barrel.

Equities had a much better week. The S&P 500 closed 0.3% higher Friday at an all-time high, marking a fifth straight weekly gain on the back of strong tech mega-cap earnings.

The Nasdaq 100 advanced 0.9% to its own record. Apple gained 3.2% after a better-than-expected revenue outlook. Oracle climbed 6.5% on news it had joined the list of AI firms working with the Pentagon’s classified networks.

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A big crypto development was on the policy side.

The Senate released the long-negotiated Clarity Act compromise text Friday, ending months of negotiations between crypto firms and bank lobbyists. The agreement, hashed out by Senators Thom Tillis and Angela Alsobrooks, would ban stablecoin issuers from offering yield based purely on holding reserves but preserves activity-based reward programs that crypto firms structure as incentives for using their platforms.

Coinbase, which had been at the center of the talks, signaled support immediately, with Chief Legal Officer Paul Grewal stating the language “preserves activity-based rewards tied to real participation on crypto platforms and networks, which is what the bank lobby said they wanted.”

A markup, the Senate Banking Committee hearing where the bill gets formally debated and amended, can now proceed and clears the way for the legislation to advance further in the Senate. Treasury and the CFTC would have a year after the bill becomes law to write the detailed rules around what crypto firms can and cannot do with yield products.

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Meanwhile, Daniel Reis-Faria, CEO of ZeroStack, said in a note that bitcoin’s range-bound trading reflects broader macro indecision rather than crypto-specific weakness.

“Bitcoin staying below the $78,000 mark isn’t really about crypto right now, it’s about what’s happening in the broader market. The Fed holding rates wasn’t a surprise, but there is no clear direction on what comes next, and that’s keeping investors from stepping in.”

Reis-Faria pointed to ETF outflows and softer demand as the symptoms. “It doesn’t mean institutions are leaving the market, it just means they’re not increasing their exposure right now. If money starts coming back in, especially from institutions or through ETFs, Bitcoin can move higher pretty quickly.”

Other majors were mixed. Ether held $2,310, XRP at $1.39, solana at $84.57, all close to flat on the week. Dogecoin was the standout, up nearly 10% on the week to $0.105 with futures open interest hitting a year-high earlier in the week.

The setup heading into next week is the same one that has held all month. Bitcoin needs a fresh catalyst to break decisively above $78,000, and the most likely sources, Fed clarity, ETF re-acceleration, or a Hormuz reopening, are all sitting outside the market’s control.

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Bitcoin Doesn’t Need A Fresh Narrative To Reclaim $100K: Analyst

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Bitcoin Doesn’t Need A Fresh Narrative To Reclaim $100K: Analyst

Bitcoin may not need a new story or catalyst to push back above the psychological $100,000 level, which it has not traded above in nearly five months, according to MN Trading Capital founder Michael van de Poppe.

‘“There doesn’t need to be a narrative that pushes the price upwards,” van de Poppe said in an X post on Friday, after asking, “What narrative will bring Bitcoin to $100K?”

“Price moves upwards, and the narrative will create itself,” van de Poppe said, adding:

“That’s why simply using math, statistics, and logic is required in order to succeed, and that’s why these regions on Bitcoin are still good for accumulation.”

Van de Poppe pointed out that attention has rotated elsewhere in the technology industry, with AI and other sectors “taking the spotlight” away from Bitcoin in recent months. At the time of market close on Friday, the stock price of Nvidia (NVDA), the largest AI stock by market capitalization, is up 5.08% since Jan. 1, while Bitcoin (BTC) is down around 10% over the same period.

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Bitcoin hasn’t traded above $100,000 in almost five months

The last time Bitcoin traded at $100,000 was Nov. 13, just a month after the Oct. 10 $19 billion crypto market liquidation event, which many market participants attributed to the recent five-month downtrend. Bitcoin fell to a yearly low of $60,000 in February and has since recovered to $78,250 at the time of publication, according to CoinMarketCap. 

Bitcoin is up 14.49% over the past 30 days. Source: CoinMarketCap

Many crypto market participants still believe that Bitcoin needs a strong narrative to drive its price higher. In recent times, attention has centered on US Federal Reserve interest rate decisions, regulatory developments in the US, and spot Bitcoin exchange-traded fund (ETF) inflows as potential catalysts.

Some also point to the potential passage of the US CLARITY Act, which aims to provide clearer rules for the industry, as a possible driver of Bitcoin’s upside.

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Some say the CLARITY Act will not boost Bitcoin’s price

Others are not so sure. Veteran trader Peter Brandt told Cointelegraph in December that the CLARITY Act would be a positive step for the industry, but is unlikely to act as a major catalyst for upward movement in Bitcoin’s price.

Related: Repeated Bitcoin profit taking near $77K suggests rally is losing steam

“Is it a world-shaking macro development? Nope. Needed for sure, but not something that should redefine value,” Brandt said.

Coinbase chief legal officer Faryar Shirzad said on Friday that “It’s time” for the CLARITY Act to be finalized after new stablecoin yield provisions were published on Friday.

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Meanwhile, White House crypto advisor Patrick Witt said at the Bitcoin Conference in Las Vegas this week that a “big announcement” on US President Donald Trump’s Bitcoin reserve is coming within weeks.

Magazine: AI-driven hacks could kill DeFi — unless projects act now

Cointelegraph is committed to independent, transparent journalism. This news article is produced in accordance with Cointelegraph’s Editorial Policy and aims to provide accurate and timely information. Readers are encouraged to verify information independently.

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Senate Crypto Bill Advances After Lawmakers Strike Stablecoin Reward Agreement

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Brian Armstrong's Bold Prediction: AI Agents Will Soon Dominate Global Financial

Key Highlights

  • Compromise language for the CLARITY Act prohibits stablecoin issuers from distributing yield based purely on passive holdings
  • Platforms can continue providing rewards connected to genuine user engagement and network participation
  • The agreement between Senators Thom Tillis and Angela Alsobrooks emerged after extensive negotiations
  • Coinbase praised the outcome, with CEO Brian Armstrong urging immediate markup proceedings
  • Prediction market participants on Polymarket now estimate a 55% probability of 2026 passage, jumping 9 points in one day

A contentious disagreement between traditional financial institutions and cryptocurrency companies regarding stablecoin yield programs has reached resolution, removing a significant obstacle from the Digital Asset Market Clarity Act’s legislative path.

Senators Thom Tillis and Angela Alsobrooks unveiled compromise legislative language Friday that explicitly prohibits cryptocurrency platforms from distributing interest or yield to users based solely on stablecoin ownership.

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Traditional banking institutions expressed worry that yield-generating stablecoin products would function similarly to deposit accounts, diverting capital from conventional lenders and constraining their lending capacity.

The negotiated framework prevents crypto platforms from offering returns that are “economically or functionally equivalent” to deposit account interest.

Nevertheless, the agreement permits rewards linked to what legislators define as “bona fide activities.” This provision enables platform users to generate returns through active engagement with cryptocurrency platforms and blockchain networks, rather than through passive asset retention.

[[LINK_START_0]]Coinbase[[LINK_END_0]] participated extensively in the negotiation process and faced the greatest business implications. Chief Policy Officer Faryar Shirzad acknowledged that banking interests secured more limitations than crypto advocates preferred, though the fundamental capacity to provide activity-driven rewards remained intact.

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[[LINK_START_0]]Coinbase[[LINK_END_0]] CEO Brian Armstrong responded concisely on X: “Mark it up.” Chief Legal Officer Paul Grewal emphasized that the framework “preserves activity-based rewards tied to real participation on crypto platforms and networks.”

Operational Implications for Cryptocurrency Platforms

An industry insider indicated that companies must transition from a “buy and hold” approach to a “buy and use” framework to meet the requirements for permissible rewards under the revised regulations.

The legislative text mandates that the Treasury Department and the Commodity Futures Trading Commission initiate rulemaking procedures within twelve months of enactment. These proceedings will establish precise definitions for qualifying activities.

Regulatory agencies will have authority to evaluate elements including account balance, holding duration, and activity characteristics when formulating these guidelines. The text incorporates anti-circumvention provisions as well.

Legislative Calendar and Senate Proceedings

Galaxy Digital head of research Alex Thorn indicated that publication of the compromise text signals the Senate Banking Committee may schedule markup proceedings “as soon as the week of May 11.”

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Thorn cautioned that banking sector opposition efforts are anticipated to intensify following disclosure of the finalized legislative language.

Senator Bernie Moreno recently projected the legislation would reach completion by late May. Senator Cynthia Lummis declared on April 11, “It’s now or never.”

The Clarity Act encountered delays earlier this year when a scheduled January markup was abruptly postponed.

Polymarket prediction market participants currently assess a 55% likelihood that the CLARITY Act receives presidential approval in 2026.

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President Donald Trump has elevated cryptocurrency regulatory reform among his second-term priorities. Cryptocurrency enterprises have historically functioned within ambiguous regulatory frameworks, which industry leaders contend has restricted business expansion opportunities.

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Bitcoin (BTC) Surges Past $78,000 Following Iran-U.S. Peace Negotiations Update

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Bitcoin (BTC) Price

Key Highlights

  • BTC surged past $78,000 following Iran’s submission of a revised peace proposal via Pakistani diplomatic channels
  • Bitcoin reached approximately $78,800, registering over 3% gains during Saturday’s trading session
  • Active diplomatic negotiations continue as Washington delivered updated conditions to Tehran
  • Spot Bitcoin ETFs recorded $1.97 billion in April inflows, marking 2026’s strongest monthly performance
  • Technical analyst Ali Charts identifies critical support zones at $54,145 and $43,316 that remain untested this cycle

Bitcoin pushed above the $78,000 threshold on Saturday following reports that Tehran had delivered an updated peace proposal to United States mediators via Pakistan.

Bitcoin (BTC) Price
Bitcoin (BTC) Price

This diplomatic development followed President Donald Trump’s rejection of Iran’s previous offer, which proposed reopening the Strait of Hormuz in return for ending the American blockade at the critical oil passage. Speaking to the press, Trump remarked that Iran “wants to reach a deal badly.”

Per Axios reporting, Tehran responded to Washington’s most recent modifications to a preliminary agreement framework. White House special envoy Steve Witkoff transmitted a series of requirements to Iranian officials, primarily centered on reintegrating nuclear concerns into the agreement’s language.

At press time, BTC was exchanging hands near $78,800, representing a greater than 3% increase from its intraday bottom around $76,000, per TradingView market data.

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Commodity markets reacted simultaneously to the diplomatic progress. Brent crude futures declined to approximately $106, shedding more than 4% during the session, as market participants factored in reduced geopolitical risk.

The wider cryptocurrency sector experienced parallel upward momentum. Approximately $2.1 billion worth of Bitcoin and Ethereum options contracts reached expiration on the same trading day, contributing to heightened market fluctuations.

Bitcoin ETF Products Post Strongest 2026 Monthly Flows

The price appreciation aligned with exceptional institutional demand for Bitcoin investment vehicles. U.S. spot Bitcoin ETF products accumulated $1.97 billion during April, surpassing March’s $1.37 billion and establishing the year’s peak monthly intake, based on SoSoValue analytics.

Source: SoSoValue

BlackRock’s iShares Bitcoin Trust (IBIT) dominated inflows with approximately $2 billion in net contributions. Conversely, Grayscale’s GBTC experienced the most significant withdrawals at roughly $280 million.

The Morgan Stanley Bitcoin Trust ETF (MSBT), which debuted April 8, attracted $194 million without recording any outflow sessions throughout the month.

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Aggregate net contributions across all Bitcoin ETF products since their inception have now exceeded $58 billion. For 2026 year-to-date, Bitcoin ETFs maintain approximately $1.47 billion in net positive flows following withdrawal periods during January and February.

Critical Support Zones Remain Untouched in Current Cycle

Cryptocurrency market analyst Ali Charts highlighted Bitcoin’s MVRV Pricing Bands as an essential framework for determining cyclical bottom formations. According to Ali Charts’ analysis, Bitcoin has traditionally established its price floor within the 1.0 to 0.8 MVRV band range—representing the territory where market valuation trades at or beneath its collective acquisition cost.

As of late April 2026, these technical thresholds are positioned at $54,145 for the 1.0 marker and $43,316 for the 0.8 marker. Ali Charts emphasized that Bitcoin has yet to approach these price territories during the present market cycle.

Bitcoin delivered a 12% appreciation during April, representing its most robust monthly showing since April 2025, when it climbed over 14%.

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Bitcoin quantum proposal offers Satoshi Nakamoto a way to prove control without moving BTC

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(CoinDesk)

Bitcoin’s quantum computing concerns have always had a Satoshi problem inside it.

Millions of bitcoin sitting in old wallets with exposed public keys could be vulnerable to theft if powerful enough quantum computers arrive. That includes the roughly 1.1 million bitcoin attributed to pseudonymous creator Satoshi Nakamoto, currently worth around $84 billion.

The obvious defense is a soft fork (or an upgrade to existing network rules) that eventually stops allowing spends from those legacy address types, forcing holders to move into quantum-safe formats before attackers can derive their private keys.

Prominent developer Jameson Lopp and five other developers proposed exactly that in mid-April through BIP-361, which would phase out quantum-vulnerable addresses on a five-year timeline and freeze any coins that fail to migrate.

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That proposal created a different problem, however. Satoshi, and every other long-dormant holder, would have to wake up publicly or risk losing access to their assets.

Dan Robinson, a general partner at Paradigm, published a proposal Friday for a way around that trade-off that revolves around the concept of Provable Address-Control Timestamps, or PACTs.

The core idea is not to move coins but timestamp proof of ownership at a specific date and reveal nothing to the public until the owners of those wallets actually need to spend.

A holder generates a random salt, which is a piece of secret data used to make a cryptographic commitment unique and unguessable, and uses BIP-322, a standard for signing messages from a Bitcoin address without spending from it, to produce a proof of ownership.

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The salt and proof are bundled together into an onchain commitment and timestamp it through OpenTimestamps, a free service that anchors data onto the Bitcoin blockchain through a single batched transaction. The salt, proof, and timestamp files stay private.

If Bitcoin later activates a soft fork that freezes quantum-vulnerable coins, the protocol could include a rescue path that accepts a STARK proof, a type of zero-knowledge proof that remains secure against quantum computers, showing the holder created their commitment before quantum hardware existed.

The holder submits that proof when they want to spend, and the network releases the coins. The redemption reveals nothing about which address, which amount, or even when the original timestamp was created.

These PACTs also address a specific gap in BIP-361 by including a rescue path for wallets derived through BIP-32, the deterministic key generation standard introduced in 2012. Pre-2012 wallets, including most of Satoshi’s known addresses, do not use BIP-32 and cannot be rescued through that path.

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(CoinDesk)

As such, Robinson stated that the PACTs require Bitcoin to eventually adopt a STARK verification protocol, which would itself need a separate soft fork with broad community consensus.

The verification infrastructure does not exist in Bitcoin currently and would need what Robinson calls “substantial new plumbing,” such as multisig wallets, complex scripts, and hardware wallet support that would all need careful standardization.

That last constraint is the one PACTs cannot work around.

The protocol only protects Satoshi if Satoshi himself, or whoever currently controls those keys, makes the commitment. If Satoshi is genuinely gone, no PACT can be retroactively created. The coins remain exposed to whichever scenario plays out first, quantum theft or community freeze.

What PACTs do offer is a way to make the BIP-361 debate less binary. The current freeze proposal forces a choice between protecting against quantum theft and respecting dormant property rights.

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Whether Satoshi will use it is the question PACTs cannot answer.

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Bitcoin Rally Accelerates, But BTC Options Doubt $84K Is Possible

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Bitcoin Rally Accelerates, But BTC Options Doubt $84K Is Possible

Key takeaways:

  • Bitcoin options markets price in low odds of BTC reaching $84,000 in May, while the monthly futures basis rate reflects weakness.
  • Significant Bitcoin accumulation by listed companies and rising spot Bitcoin ETF inflows absorb mining supply, reducing the impact of potential selling.

Bitcoin (BTC) reclaimed the $78,000 level amid broader risk-on sentiment, as the S&P 500 Index jumped to an all-time high on Friday. Despite 15% gains over the past 30 days, options markets are pricing in 25% odds that Bitcoin will trade above $84,000 by the end of May. 

Derivatives markets remain skeptical of further gains, although institutional spot demand remains solid.

Bitcoin monthly options at Deribit. Source: Deribit

Bitcoin call (buy) options with a May 29 expiry and an $84,000 strike price traded at 0.0136 BTC, or $1,063. Considering there are 27 days left until expiry, the implied probability for Bitcoin price gaining 8% in May stood at 25%. Bitcoin put (sell) options have consistently traded at a premium over the past month, indicating heightened demand for downside price protection.

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Bitcoin options 30-day delta skew (put-call) at Deribit. Source: Laevitas

The delta skew measures the gap between put and call options, which usually ranges between -6% to +6% in balanced markets. When professional traders are unwilling to take downside price exposure, the indicator jumps above the 6% neutral threshold, a level that has been the norm for the past month. A similar trend has also been prevalent in BTC futures markets.

Bitcoin 2-month futures basis rate. Source: Laevitas

The Bitcoin monthly futures basis rate usually trades at a 4% to 8% premium relative to regular spot markets to account for the cost of capital. However, this metric has displayed weakness over the past 30 days. The lack of demand for bullish leveraged positions can be partially explained by Bitcoin’s 12% decline year-to-date in 2026.

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Bitcoin accumulation by spot ETFs and listed companies

While derivatives traders show little confidence that Bitcoin will reach $84,000, US-listed spot Bitcoin exchange-traded funds (ETFs) tell a different story. These instruments accumulated $1.3 billion in net inflows during March and another $2 billion in April, driving total net assets above $100 billion. This metric is commonly used as a proxy for institutional investor demand.

Related: Bitcoin’s surge to $77K pressures shorts, but absent spot and long leverage caps rallies

US-listed spot Bitcoin ETFs monthly net flows, USD. Source: SoSoValue

Similarly, listed companies have added massive Bitcoin positions to their reserves over the last 30 days. These include 56,235 BTC from Strategy (MSTR US), 5,075 BTC from Metaplanet (3350 JP), and 929 BTC from Strive (ASST US). By acquiring more than the equivalent of five months of future Bitcoin mining supply, these companies greatly reduce potential sell pressure.

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The lack of demand for bullish Bitcoin derivative exposure does not invalidate the odds that the BTC price will reach $84,000 or higher by the end of May. As long as institutional appetite remains solid, the bullish momentum should continue.

This article is produced in accordance with Cointelegraph’s Editorial Policy and is intended for informational purposes only. It does not constitute investment advice or recommendations. All investments and trades carry risk; readers are encouraged to conduct independent research.

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Gency AI lands $20M for sovereign ads network via blockchain consensus

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Crypto Breaking News

Gency AI, a San Francisco-based AI and blockchain infrastructure company, announced a $20 million funding round on March 17, 2026. The round includes participation from YZC Capital, MTmetaworld Holdings, Riverpark, ArkStream, MH Ventures, ViaBTC, and Basics Capital. The capital will be used to scale Gency AI’s decentralized advertising execution and settlement network, strengthen its privacy-preserving computing stack, and accelerate product deployment and ecosystem partnerships across North America, Asia, and Europe.

Key takeaways

  • Gency AI raises $20 million to build and scale a decentralized advertising network anchored in verifiable on-chain data and privacy-preserving computing.
  • Investors include YZC Capital, MTmetaworld Holdings, Riverpark, ArkStream, MH Ventures, ViaBTC, and Basics Capital, signaling appetite for verifiable, cross-border ad tech infrastructure.
  • The project aims to shift ad tech from centralized platform trust to protocol trust through on-chain credentials and automated revenue distribution.
  • The architecture centers on four core modules: policy identity, ESQ privacy computing, PSG clearing and settlement, and an AI optimization engine designed for encrypted operation.
  • Industry implications point to faster settlements, clearer attribution, and increased regulatory alignment as privacy rules tighten and demand for AI-driven automated advertising grows.

Building verifiable infrastructure for the advertising economy

The digital advertising market has expanded rapidly, yet a substantial portion of its execution and settlement remains brokered on centralized platforms. Industry participants have long flagged concerns around attribution transparency, data ownership, and the friction-filled reconciliation cycles that connect advertisers, publishers, and agencies. Gency AI positions its platform as a step toward a new paradigm—a shift from “platform trust” to “protocol trust.”

By introducing on-chain verifiable credentials and automated revenue distribution mechanisms, the company envisions a workflow where ad impressions, conversion outcomes, and payments can be independently verified and settled using smart contracts. In practical terms, this could mean reduced settlement times and greater transparency for cross-border campaigns, with a built-in privacy layer that preserves user data while enabling auditable outcomes.

AI and blockchain–integrated technical architecture

Gency AI describes its network as a four-module stack designed to coordinate advertising actions in a privacy-conscious, verifiable manner:

Policy identity

On-chain policy identities create permissioned data usage boundaries, enabling transparent and traceable authorization management for data assets used in advertising campaigns.

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ESQ privacy computing layer

The ESQ layer integrates technologies such as trusted execution environments (TEEs), private set intersection (PSI), and secure multi-party computation (MPC) to facilitate encrypted data processing. This enables advertisers and platforms to run analytics and optimizations without exposing raw data.

PSG clearing and settlement protocol

This component converts advertising actions and conversion outcomes into on-chain verifiable credentials and automatically triggers revenue distribution through smart contracts, delivering end-to-end verifiability of the ad economy’s financial flows.

AI optimization engine

Operating within an encrypted environment, the AI module powers campaign forecasting, audience targeting, and optimization, while supporting model training and attribution analysis without revealing underlying user data. The approach aims to balance rigorous privacy protection with practical operational efficiency.

Investor perspectives

Investors in the round argue that uniting AI automation with verifiable computing could fundamentally remodel the core infrastructure of digital advertising. By moving away from opaque, closed data platforms toward open, verifiable protocols, they see an opportunity to improve transparency, efficiency, and compliance in a space where regulatory expectations are tightening and data privacy rules are evolving globally.

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As demand for AI-powered automated advertising grows, backers note that a trusted, verifiable, and autonomous ad network could become a defining trend for the industry. The funding round signals confidence that a protocol-first approach—rooted in cryptographic guarantees and on-chain governance—could become attractive to advertisers, publishers, and technology partners seeking greater interoperability and accountability.

About Gency AI

Gency AI frames itself as a sovereign advertising network designed for the agentic economy—an ecosystem where data ownership, permissions, execution, and settlement are programmable, verifiable, and user-controlled by default. Rather than relying on traditional adtech models built on opaque data aggregation and trust-based reporting, Gency AI envisions advertising as a verifiable coordination system. By combining cryptographic guarantees, on-chain policy enforcement, and measurable outcomes, the network aims to enable coordinated interactions among advertisers, publishers, AI agents, and users.

Risk & affiliate notice: Crypto assets are volatile and capital is at risk. This article may contain affiliate links. Read full disclosure

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