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The Witch-Hunters Beneath the Central-Bank Belfry: Why Macro Funds Have Started Believing They Understand the World Again

Series: Market Wall

Article: 21

Report
Bond Arbitrage
01 Comprehensive Guide to Executing Bond Arbitrage in Hong Kong
A Hong Kong bond-arbitrage guide under high oil-gold spreads.
02 Report 1: High Spread Linear Risk in Brent Oil and Gold Trends: How to Execute Bond Arbitrage in Hong Kong?
Five agents synthesize high- and low-spread Hong Kong bond trades.
03 Low-Spread Linear Risk in Brent Crude Oil and Gold Price Trends: How to Conduct Bond Arbitrage in Hong Kong
How to run Hong Kong bond arbitrage when oil-gold spreads are tight.
04 Agent Outputs: Hong Kong Bond Arbitrage and Linear Risk
Agent notes on Kungfu, Panda, Dragon, Dim Sum, and Mulan bonds.
05 Comprehensive Report on Low-Spread Linear Risk in Brent Crude Oil and Gold Price Movements: Conducting Bond Arbitrage in Hong Kong
A full low-spread playbook for Hong Kong bond arbitrage.
06 Comprehensive Guide on Bond Arbitrage in Hong Kong Using Brent Crude Oil and Gold Price Trends
Oil and gold trends that open Hong Kong bond-arbitrage windows.
07 Agent Outputs: Geopolitical Risk and Chinese USD High-Yield Bonds
US-China geopolitics flatten Chinese USD high-yield returns.
08 Low Price-Spread Linear Risk in Brent Crude Oil and Gold Price Trends: How to Conduct Bond Arbitrage in Hong Kong
Gold falls on hawkish Fed signals while oil rises on Middle East risk.
09 Bond Arbitrage in Hong Kong: Trader Reports and Strategy Notes
Trader notes on Hong Kong bond arbitrage under oil and gold risk.
10 Bond Arbitrage in Hong Kong: Brent Oil, Gold Trends, and Linear Risk
Linear risk when Brent and gold spreads stay narrow.
11 Understanding and Applying the Sharpe Ratio in Proprietary Trading
Use net Sharpe after all costs, not gross Sharpe.
Alpha Game
12 Alpha Is Not a Prediction Game
Prop trading is an Alpha system, not a prediction contest.
13 Machines Calculate, Markets Change
The key skill is stopping when the model is no longer reliable.
14 Section-by-Section In-Depth Analysis
How weak Alpha becomes institutionalized trading profit.
15 A Factor Factory Is Not a Variable Repository
A factor factory builds tradable Alpha, not a pile of variables.
16 More Factors, Less Alpha
More factors often mean more statistical illusions.
17 Proprietary Trading: Truth and Fiction
Peter Muller on model-driven prop trading, risk, and incentives.
Asia Macro
A01 How History Shaped My Asian Risk Framework
Institutional resilience, policy transmission, and risk discipline.
A02 Policy Announcement Doesn't Equal Market Returns
How policy intent flows through implementation, financial conditions, and corporate earnings.
A03 Asia Beta Is Not a One-Way Street
Breaking down country, sector, factor, and cross-asset beta.
A04 A Strategy That Worked in the Past Doesn't Mean It Still Works Now
Testing whether historical strategies still work in new market structures.
A05 What I Modified After a Policy Trade Failed
Revising entry, position-sizing, and risk rules after a failed policy trade.
A06 Manufacturing Policy Doesn't Equal Manufacturing Capacity
Tracking manufacturing capabilities, capacity, and cash flow from policy commitments.
A07 Why Increased Foreign Direct Investment Doesn't Necessarily Benefit Local Markets
Tracking how foreign-investment commitments translate into local production capacity and market beta.
A08 What's Really Being Traded in the Energy Subsidy Reform Market
Analyzing the fiscal, inflationary, and sector transmission of energy-subsidy reform.
A09 How Digital Finance Adoption Moves from User Growth to Sustainable Finance Beta
Assessing digital finance unit economics and credit quality beyond user growth.
A10 When AI Enters the Trading Process, the Most Important Thing Is Not Prediction, But Responsibility
Responsibility, guardrails, and human oversight when AI enters the trading process.
A11 How Energy Shocks Change Asia Along the Demand Chain Beta
Using the demand chain to analyze how energy shocks reshape cross-asset beta across Asia.
A12 The Problem in Asia in 2026 Is Not Whether There Are Savings, But Whether Households Are Willing to Spend
Reading Asian domestic demand through savings, confidence, and real income.
A13 Exports Are Still Growing, So Why Might Domestic Demand Not Feel It
Breaking down how export growth feeds through to employment, income, and domestic demand.
A14 The Real Test of South Asian Industrial Policy Is Not the Number of Factories, But the Quality of Work
Using job quality to test how South Asian industrial policy transmits through the demand chain.
A15 Where Is the Final Demand Moving in Asian Regionalization in 2026
Tracking final demand, capital, and supply chains amid Asian regionalization.
A16 How a Packet of Instant Coffee Reflects Inflation and Household Demand in the Philippines
What instant coffee reveals about Philippine inflation and household demand.
A17 Seeing the Informal Credit Cycle in the Philippines from "Lista Muna"
Tracking informal credit stress in the Philippines through "lista muna".
A18 Where Do Overseas Remittances End Up After Reaching Barangay
Tracking how overseas remittances translate into household demand in the Philippines.
A19 Seeing the Supply Chain and Corporate Profitability in the Philippines from the Replenishment Cycle
Reading Philippine supply chains and corporate profitability through the replenishment cycle.
A20 When Sari-Sari Store Becomes a Financial Node, Technology Who Should It Serve
Assessing digital finance, credit, and responsible governance through sari-sari stores.
Trading Framework
01 Accumulating Income Along a High-Rate Curve: Position Trading in Short-Duration Asian Offshore Bonds
Short-duration position trading and carry framework.
02 From Market Reading to Position Action: Six Purchases in Asian Offshore Credit
From macro observation to six-purchase execution and risk record.
03 Income, Defense, and Exit Discipline: Managing a Short-Duration Offshore Credit Book
Managing offshore credit through income, risk, and exit rules.
04 How This Book Loses: Invalidation, Reduction, Exit, and Re-Entry for a Short-Duration Asian Offshore Credit Position
Invalidation, reduction, hard stops, and re-entry as a trading process.
Quantitative Trading
Q01 Trading Course: Quantitative Trading and Factor Analysis
A comprehensive learning module on quantitative trading and factor analysis.
Market Wall
02 Greenspan's Performance Art: A Central Banker's Market Theater
How a Fed chairman staged expectations instead of moving the scenery.
03 The Chinese Version of the Greenspan Put: How the Policy Bottom Sneaks into Asset Prices
When a policy floor quietly becomes part of the price.
04 The Illusion of Low Inflation: How China's Real Estate Cycle Traps the Central Bank
Quiet CPI, aging pipes: how property traps the PBOC.
05 The Chinese Central Bank's Kitchen: Interest Rates Are Just One of the Pots
Rates are only one pot in a crowded policy kitchen.
06 Pan Gongsheng's Interest Rate Corridor: The Central Bank Finally Starts Drawing Floors and Ceilings for the Market
Drawing a floor and a ceiling so the market can price money.
07 The 811 Exchange Rate Reform: The Renminbi's First Time Tossing and Turning in the Night
The night the renminbi first turned over in its sleep.
08 Debt Resolution is Not Market Clearing: It Merely Moves the Landmine from the Desk to the Drawer
Moving the landmine from the desk into the drawer.
09 Supply-Side Reform of University Graduates: Who is Creating So Many Young People with Nowhere to Go
Who is producing so many young people with nowhere to go.
10 The Central Bank is Responsible for Pumping Water, the Ministry of Finance is Responsible for Patching Holes: Why China's Credit Machine Gets Louder the More It's Repaired
The PBOC pumps water; the MOF patches holes.
11 The Central Bank is Responsible for Pumping Water, the Ministry of Finance is Responsible for Patching Holes: Why China's Credit Machine Gets Louder the More It's Repaired
Fed talk-show price discovery versus PBOC banquet jokes.
12 Jensen Huang's Compute Temple: Who Is Burning Incense to GPUs in the AI Bubble?
The AI market treats computing infrastructure as a central object of investment.
13 Who Sold Shovels in the AI Bubble, and Who Is Using Shovels to Dig Their Own Grave
The AI industry chain distributes investment and work across cloud providers, chip suppliers, model companies, application firms, and enterprise customers.
14 From Oracle to Customer Service: AI Bubble's Most Awkward Demotion
AI may improve while enterprises still value it primarily at customer-service outsourcing prices.
15 Hong Kong Stocks at 23,000: The Discount Store Asked to Discount Forever
Hong Kong stocks trade around 23,000 points in a market where investors continue to demand discounts.
16 Hong Kong Stocks at 23,000: The Discount Store Asked to Discount Forever
Hong Kong stocks trade around 23,000 points in a market where investors continue to demand discounts.
17 The Dragon King in the Southbound Pipeline: How Southbound Funds Keep the Hang Seng Index Alive
Hong Kong stocks now depend more on southbound fund pressure than on foreign-capital sentiment.
18 Hang Seng Tech's Parole Application: Every Rebound in Chinese Technology Stocks Must First Prove Its Innocence
Hong Kong technology stocks must repeatedly demonstrate their credibility before each rebound.
19 The Coupon Monastery of Asian Dollar Bonds: After the Rate-Hike Execution Ground, Who Is Starting to Believe in Holding to Maturity?
Investors in Asian dollar bonds are turning toward holding to maturity after volatility has made coupon income more important.
20 The Spirit-Summoners of the Property Ghost Towers: How Asian High-Yield Dollar Bonds Reopened on a Default Graveyard
Asian high-yield dollar bonds present high-coupon opportunities alongside property defaults.
21 The Witch-Hunters Beneath the Central-Bank Belfry: Why Macro Funds Have Started Believing They Understand the World Again
Macro funds package the world's disorder as insight, although markets may simply be disorderly.
22 The Macro Mercenaries of the Multi-Strategy Castle: How Hero Traders Are Recruited
Multi-strategy funds now manage macro traders through monthly reporting and risk limits.
23 The A50's Nine-Dragon Throne: Every Bull Market Has Someone Who Thinks Heaven Appointed Them
The SSE 50 was launched in January 2004 with a base point of 1,000 and fifty large, actively traded companies from the Shanghai market.
24 The SSE 50's Demon-Suppression Chronicle: Every Time Policy Saves the Market, the Market Raises Another Demon
The SSE 50 was launched in January 2004 at a base point of 1,000 to represent fifty relatively large, actively traded companies from the Shanghai market.
25 The SSE 50 Undercover: Foreign Capital, the National Team, and Fundamentals—Who Is the Price's Mole?
The SSE 50 was launched in January 2004 at 1,000 and tracks fifty relatively large, actively traded companies as a recurring snapshot of large Chinese listed firms.
26 Comfort Is the New Poor Person's Tax: How a Job Without Office Hours Turns Young People into Marginal Players
A flexible, home-based job offered convenience while placing the worker at the margins of the workplace.
27 Trading Four Days of Labor for a 200-Yuan Prize: How to Write Begging as a Growth Plan
The event asked participants to research a product and publish an article in exchange for points redeemable for subscription credits, merchandise, or electronic products.

The Fourth Wall of the Market

The most alluring feature of macro funds is that they can package the world's disorder as their own insight. Their most embarrassing feature is that sometimes the world is simply disorderly; it has not intentionally left them a coded message.

Looking back from July 2026, the first half of the year looked like a card table repeatedly overturned and then set back into place. Oil caught fire, artificial-intelligence stocks sent up fireworks, the Federal Reserve's path was repeatedly repriced, and the yen and Swiss franc occasionally put on the robes of safe-haven assets again. Macro funds sat at the table holding rates, foreign exchange, commodities, equity indexes, and volatility, trying to translate every loud crash into trading language.

The industry resembles a group of witch-hunters living beneath a central-bank belfry. The Federal Reserve is the belfry, interest-rate futures are the bells, the dollar is the hound, oil is the ghost fire that appears at night, and artificial-intelligence stocks are fireworks from the theater next door. Fund managers carry compasses, while risk managers stand at the gate. The ring of risk limits around their necks is more honest than any macro opinion. Investors are the manor lords: they say they want hedging, they want returns in their hearts, and at the end of the month they still want to see the report.

In the first half of 2026, several large platform funds performed well. Citadel's multiple strategies recorded positive returns: its tactical-trading fund rose approximately 14.3 percent, its equities fund rose approximately 11.2 percent, and its flagship multi-strategy fund rose approximately 5.7 percent. These results did not come from the world becoming clear. They came from the world being sufficiently chaotic to give fast reactions, diversified positions, and tight risk control a stage again.

At a November 2022 press conference, Federal Reserve Chair Jerome Powell said that the Federal Open Market Committee had raised rates by 75 basis points and would move its policy stance to a sufficiently restrictive level so that inflation could return to the 2 percent target. That peal of the bell put macro funds back at center stage.


I. The Inflation Execution Ground: Macro Funds' Old Glory

Macro funds recovered their sense of relevance in 2022.

That year, the world did not need much poetry. Inflation was high, the Federal Reserve was raising rates, the dollar was strengthening, bonds were being beaten, and exchange rates were swinging violently. Traders did not need to make the story very complicated. They only had to put inflation, policy rates, and bond duration on the same table, and the yield curve would speak for them.

At the November 2022 press conference, Powell said that the Federal Reserve had the tools and the resolve to restore price stability, and made clear that it needed to move its policy stance to a restrictive level. In December, the FOMC raised the federal funds target range to 4.25–4.50 percent and said it still expected to continue raising rates in order to reach a sufficiently restrictive policy stance. This was the battlefield bell of macro funds in 2022.

Macro funds at the time resembled battlefield priests. With one hand they recited obituaries for bond longs; with the other they placed the yield curve into their ledgers. Duration longs were sent to the execution ground, the foreign-exchange market became a horse running wild at night, and commodity prices smoked in the distance. For most people, this environment was a disaster. For macro funds, it was a work permit proving that the world needed them again.

What macro funds truly love is not calm.

They love the moment order cracks. While everyone else is looking for the emergency exit, they have already begun putting a price on it.


II. The Rate-Cut Maze: The Turning Point Walks Two Steps and Turns Back Like a Drunk

By September 2024, the bells had changed their tone.

At the September 2024 press conference, Powell said that the FOMC had decided to cut the policy rate by 50 basis points because it had greater confidence that inflation was falling while the labor market remained strong. It looked like a clear turn. But this is what makes macro trading so irritating: a policy turn never means a smooth path.

The 2026 market was no longer trading only a one-way bet on rate hikes. It was trading the pace of rate cuts, sticky inflation, fiscal pressure, energy risks, artificial-intelligence capital expenditure, and geopolitical conflict. Each line could be written as a trading idea on its own; together they became a moving maze.

Aberdeen's first-half 2026 hedge-fund outlook described the market as a range of moving mountains, with policy surprises, macro shifts, and volatility forcing strategies to recalibrate. Its base case included a resilient US economy, artificial-intelligence capital expenditure and fiscal stimulus supporting growth, continued Federal Reserve rate cuts, and a stable or slightly weaker dollar. The wording is beautiful. Trading it is not.

Macro funds like turning points. The turning points of 2026 walked two steps and turned back like drunks. Getting the direction right was not enough; the fund also had to survive the path. You could correctly judge that the Federal Reserve would ultimately ease, but one inflation reading, one oil-price shock, or one retreat in artificial-intelligence stocks could beat the position until it looked as though the research report had never been read.

At a July 2023 press conference, Powell said that the Federal Reserve would use the data to decide whether further tightening was needed. In 2026, the sentence still hung over the macro-fund door like a talisman. Everyone wanted to trade the central bank in advance, while the central bank itself was waiting for the data.

That is the difficulty of the rate-cut maze.

The bells may change, but no one promises that you will not be knocked unconscious by the market before reaching the exit.


III. The Oil Ghost Fire: A Distant Blaze Makes the Compass Go Mad

Macro funds hate it when the theater next door steals the show.

They may have intended to listen to the central-bank bells, only to find fireworks at the artificial-intelligence theater and an oil field burning in the distance. The compass remains in their hands, but north changes three times a day. In the first half of 2026, the market was watching not only rates and foreign exchange, but also the conflict involving Iran, the jump in oil prices, whether artificial-intelligence spending could continue, and shifts in expectations for Federal Reserve policy.

In a June 2026 speech, Bank of Japan Governor Kazuo Ueda said that since the beginning of the year, tensions in the Middle East had significantly affected Japan's domestic and external economic and price environment. Rising crude-oil prices had brought inflation pressure back into global focus, and central banks around the world faced the challenge of setting policy according to their own economic and price conditions. The statement formally wrote the oil ghost fire into the central-bank diary.

The Asian Development Bank's April 2026 outlook also said that the conflict in the Middle East had pushed geopolitical risks and disruption in energy markets to the center of the global economic outlook. Growth in developing Asia and the Pacific was expected to slow to 5.1 percent in 2026 and 2027, while inflation was expected to rise to 3.6 percent in 2026. For macro funds, this was not background music; it was a night wind capable of changing positions in rates, foreign exchange, and commodities directly.

Macro funds are most embarrassed not when there is no signal.

They are embarrassed when there are too many signals, like a group of ghosts knocking on the same corridor door at the same time.

Oil is exceptionally good at tormenting macro funds. It is clearly a commodity, yet it barges into inflation expectations, central-bank paths, terms of trade, fiscal subsidies, and currency exchange rates. A trader tries to place it inside one frame, and it reaches out from another.


IV. The Artificial-Intelligence Fireworks: Macro Trading Loses the Spotlight to the Theater Next Door

Artificial-intelligence stocks were the most difficult fireworks for macro funds to handle in 2026.

They looked like a stock story, but in practice they spread into rates, the dollar, electricity, commodities, fiscal revenue, corporate investment, and risk appetite. If artificial-intelligence capital expenditure continued, the market would say that the US economy still had resilience. If artificial-intelligence stocks collapsed, the market would begin trading growth fears, rate-cut expectations, and safe-haven currencies.

Aberdeen's 2026 hedge-fund outlook placed US resilience, artificial-intelligence capital expenditure, and fiscal stimulus in the same base case. It also said that if artificial-intelligence-related stocks and capital expenditure collapsed, a broader market correction could follow: technology stocks would fall sharply, rates would decline as the Federal Reserve eased, and safe-haven currencies such as the Swiss franc and yen would strengthen. The scenario is very macro, merely wearing a technology costume.

At the September 2024 press conference, Powell said that the US economy remained broadly strong, while the labor market had cooled from overheated conditions and inflation had fallen substantially. Macro funds had to distinguish within that tone whether artificial-intelligence spending was extending the cycle or piling up a capital-expenditure illusion that would eventually have to be given back.

The most poisonous feature here is that macro funds may talk about the global cycle while actually keeping an eye on the valuations of a handful of artificial-intelligence stocks. When the theater next door sets off fireworks, even the central-bank belfry is illuminated. The problem is that fireworks are not the sun. They shine and then go dark.

If a macro fund mistakes fireworks for sunrise, it will see an email from the risk manager the next morning.


V. The Dollar Hound and the Safe-Haven Cats: Foreign Exchange Is Not Direction, but the Nose of Sentiment

Macro funds like foreign exchange because foreign exchange is the nose of market sentiment.

The dollar is a hound that can always smell the scent of rate differentials, risk aversion, and American exceptionalism first. The yen and the Swiss franc are like cats in a shelter: lazy most of the time, but jumping onto the table when trouble begins. In 2026, the dollar was no longer merely a one-way weapon in a hiking cycle, and the yen was no longer merely a toy for low-rate carry trades. Bank of Japan normalization, energy-price shocks, safe-haven demand, and the path of US rate cuts all turned the foreign-exchange market into an interrogation room with the lights on at midnight.

In his June 2026 speech, Ueda discussed how the situation in the Middle East had driven crude-oil prices significantly higher, affecting Japan as a country highly dependent on Middle Eastern oil. He emphasized that when setting monetary policy, the central bank needed to grasp more accurately the current state of the economy and prices and how they would evolve. The yen was no longer merely a rate-differential trade; it had become an intersection of energy, inflation, and policy normalization.

Official Bank of Japan data showed that after mid-June 2026, the target for the unsecured overnight call rate was around 1 percent, the interest rate on the complementary deposit facility was 1 percent, and the basic loan rate was 1.25 percent. This normalization made the old map of yen trading difficult to use.

In a July 2025 article, HKMA Chief Executive Eddie Yue also warned that when the aggregate balance of Hong Kong's banking system declined to a point at which supply and demand for Hong Kong dollars were broadly balanced, Hong Kong interbank rates would rise and move toward US dollar rates, and investment and borrowing decisions should take account of the possibility of higher interest rates. For macro funds, the sentence was a reminder: the linked exchange rate, market liquidity, and dollar rates are not background. They enter positions through Hong Kong dollar rates, funding costs, and risk appetite.

The foreign-exchange market is most like a hound.

It does not necessarily know the truth, but it often smells fear first.


VI. The True Villain: The Iron Ring of the Risk Limit

Macro funds sound grand, but in practice they are governed every day by risk limits.

Get the direction right with a position that is too small, and it is useless. Get the direction right but be stopped out along the way, and it is also useless. Get the direction wrong, and leverage sends you into an investor conference call. The risk manager is a gatekeeping priest. He does not care about your worldview; he cares how much you have lost today and whether the position has to be cut before the market opens tomorrow.

A 2026 BNP Paribas hedge-fund outlook survey showed that 64 percent of the allocators surveyed planned to increase their hedge-fund allocations on a net basis, with an estimated US$24 billion of new net inflows. The report also said that tactical trading, quantitative equities, multi-strategy, and discretionary macro strategies delivered returns with low correlation, low beta, and low volatility. This sounds like the industry has become fashionable again. What has truly become fashionable is controllable volatility, not macro heroism.

When discussing financial stability in October 2024, Bank of England Governor Andrew Bailey cited Minsky and Kindleberger and warned that after a financial crisis recedes, markets often believe that a new era has arrived and ignore the warnings. The statement applies precisely to macro funds. Every time a fund manager believes he has seen through a new cycle, the risk limit asks coldly from the side: What if tomorrow is the opposite?

Macro funds do not survive on prophecy.

They survive by not being strangled by the risk limit before the prophecy has been proven wrong.

This is also the truth of macro funds in 2026. The world is chaotic, the stage is large, and investors are interested again. But every grand narrative eventually has to be put into a monthly profit-and-loss statement. The compass can point into the distance; the stop-loss line looks only at the ground beneath your feet.


VII. Conclusion: Macro Oracles Are Not the Answer; Surviving the Path Is

Macro funds can hear the bells again.

Rates are changing, oil is catching fire, foreign exchange is sniffing the wind, artificial-intelligence fireworks are lighting the sky, and geopolitics is knocking on the door. These things make macro funds look like protagonists again. In the first half of 2026, large platforms such as Citadel, Point72, and Millennium performed brightly, and the market once again paid more attention to tactical trading and cross-asset macro. Point72 rose approximately 14.5 percent in the first half, Millennium rose approximately 10.5 percent, and Schonfeld's flagship fund rose approximately 8.4 percent, showing that this kind of environment does favor platforms capable of repositioning quickly and diversifying risk.

But this article does not need to declare victory for macro funds.

What macro funds truly trade has never been only a grand narrative. They trade the path risk before the narrative is fulfilled. Getting the central bank right does not mean holding the position. Getting oil right does not mean avoiding an overnight gap. Getting the artificial-intelligence bubble right does not mean knowing when it will break. Getting the dollar right can still end in death at the hands of one sharp rebound in the yen.

In his August 2023 Jackson Hole speech, Powell said that the Federal Reserve would decide carefully whether to tighten further or keep the policy rate unchanged, and emphasized that bringing inflation back to 2 percent was the Fed's job. In June 2026, Ueda said that when central banks face the Middle East situation and an oil shock, they need to grasp economic and price developments more accurately. Together, these tones remind macro funds that the world does not exist for a trader's position.

The most alluring feature of macro funds is their willingness to call disorder an opportunity.

The cruelest feature is that disorder does not necessarily follow their models.

The central-bank belfry will keep ringing. The oil ghost fire will keep flickering. The dollar hound will keep running loose. The artificial-intelligence theater next door will keep setting off fireworks. The witch-hunters walk into the night with compasses, followed by risk managers carrying scissors.

The macro funds that truly survive are not the ones that speak most loudly about understanding the world.

They are the ones that survive the path before the world has proved them wrong.


> The Fourth Wall of the Market | The market thought it was watching the macro fund, but in reality, the macro fund was always watching the market too. Here we write about macro finance, central bank narratives, asset bubbles, and trader psychology.