Chapter Summary: "If This Keeps Up, You'll Be Useless!"

1. Key Plot Points and Events

• Video Conference with Zhao Wenyuan: Han Luyi discusses the timeline for the large model project. Zhao Wenyuan reveals a bottleneck: the pre-cleaning of pretraining data from CommonCrawl. The raw internet data is full of garbage content (ads, SEO spam) and needs complex filtering before training can begin. Han Luyi plans to address this at night, likely with "Sight's" help.
• Dinner with Roommates: Han Luyi meets Zhang Haoran and Ma Xiaofei at a grilled fish restaurant. Ma Xiaofei shares his success as a self-media tech creator (200k followers, earning money from ads).
• Zhang Haoran's Revelation: Zhang Haoran reveals he used Han Luyi's "Glutinous Rice Ball" AI to analyze a workplace power struggle at his bank. The AI correctly identified which side to support (the president's assistant), and Zhang Haoran followed its advice, resulting in his rapid promotion to a committee position.
• Han Luyi's Warning: Disturbed by this, Han Luyi warns Zhang Haoran that blindly trusting AI is dangerous — he has "handed over his right to judge." He advises using AI as a friend or teacher, not a prophet: think first, then consult.
• Decision to Revise the Model: Han Luyi decides to shut down Zhang Haoran's internal testing account and adjust the model so it cannot be misused this way by ordinary users.
• Su Niannian's Personal Struggle: Ma Xiaofei mentions seeing Su Niannian at the hospital — a family member was hospitalized, and she looked exhausted. Han Luyi texts her briefly; she replies tersely ("Okay!" / "You too!").
• Night Work: At home, Han Luyi runs Zhao Wenyuan's data-cleaning script and opens Sight to work on the data-cleaning problem.

2. Character Developments

• Han Luyi: Shows strong ethical responsibility. He immediately recognizes the danger of users over-relying on AI for high-stakes judgment calls and takes concrete action to prevent it. Also demonstrates care for Su Niannian, though he struggles to express it. His professional mindset has shifted — he now considers the broader implications of releasing his model to the public.
• Zhang Haoran: Achieved rapid career advancement by relying on AI advice but is confronted with the unsettling realization that he cannot fully justify his own success. He shows self-awareness by willingly asking Han Luyi to shut down his account, acknowledging his own weakness.
• Ma Xiaofei: His self-media career is thriving. He serves as comic relief but also shows emotional intelligence and discretion (choosing not to film the sensitive conversation).

3. Significant Themes

• AI Dependency and the Erosion of Judgment: The central theme. The chapter's title ("If This Keeps Up, You'll Be Useless!") directly warns that over-reliance on AI degrades critical thinking. Han Luyi argues that AI analysis without human reasoning is dangerous — especially in high-stakes contexts where even a 1% error rate has serious consequences.
• Ethical AI Deployment: Han Luyi recognizes that a model with exceptional intent-understanding abilities becomes dangerously persuasive. Its advice is followed precisely because its analysis seems so convincingly accurate — which makes it more harmful when wrong.
• The Limits of AI (Even with Cheats): Even "Sight" cannot predict the future. A 7B model combined with a weakened version of the cheat can make mistakes in situations requiring human judgment.
• Friendship and Different Life Paths: The three roommates have diverged — one climbing the corporate ladder, one freelancing in self-media, one building AI — yet their bond remains intact.

4. Character Interactions

• Han Luyi & Zhao Wenyuan: Professional and efficient; they collaborate on technical problems. Zhao Wenyuan is skilled but needs help with pretraining data cleaning.
• Han Luyi & Zhang Haoran: A pivotal interaction. Zhang Haoran is grateful but Han Luyi is alarmed rather than pleased. Han Luyi delivers a serious lecture about intellectual self-reliance, and Zhang Haoran accepts it with humility.
• Han Luyi & Ma Xiaofei: Playful banter (jokes about "abstract art," Jiaotong University standards) contrasted withMa Xiaofei's genuine concern for Han Luyi's relationship status and his caring disclosure about Su Niannian.
• Han Luyi & Su Niannian: Minimal but emotionally loaded. Despite their teamwork at the board meeting, Han Luyi feels he cannot ask the questions he truly wants to ask. Their brief text exchange reveals emotional distance and his hesitation to express deeper concern.

Chapter Summary: "You Know Nothing"

Key Plot Points

• Han Luyi uses his Sight ability to audit a data-cleaning pipeline for his company. He identifies three major flaws: junk data escaping simple keyword filters, semantic duplication, and disguised low-quality content (rewritten plagiarism/machine-generated filler).
• He rewrites the system using the Glutinous Rice Ball model for detection and intent recognition, adds semantic deduplication, and implements perplexity-based filtering. After three iterations, the pipeline is nearly flawless: effective retention drops from 41% to 29%, false positives fall from 12% to under 3%, and processing speed doubles.
• He sends the revised script to Zhao Wenyuan, who is astonished, claiming it beats industry benchmarks and that pretraining can now start in a week, with the first model version in two months.
• Meanwhile, in California, Ryan (CEO of NeusAI) attends a barbecue at John Snow's (CTO) Los Altos Hills home. Ryan reveals his strategic plan for the Chinese partner company (Han Luyi's): Mercury model handles all intent understanding and task planning, making their product dependent on NeusAI. He plans to collect user data to train the next-gen Venus model, then raise prices or replace their product with a competing developer tool when the contract expires in April.
• John warns that the Chinese CEO might be building a model good enough to break dependency. Ryan dismisses this as impossible in four months from scratch. John remains doubtful but doesn't press. Ryan's final line mocks John's name via a Game of Thrones reference: "You know nothing, John Snow."

Character Developments

• Han Luyi: Demonstrates exceptional technical insight and ability to integrate AI models with his sight-based debugging skill; works efficiently overnight and delivers high-impact improvements without fanfare.
• Ryan Miller: Revealed as a calculating, strategic business leader who deliberately creates lock-in scenarios to exploit partners and seize markets. Confident to the point of arrogance.
• John Snow: More cautious and ethically perceptive; questions Ryan's confidence and worries about the Chinese counterpart's countermoves. His instincts remain uneasy despite Ryan's reassurances.

Significant Themes

• AI as competitive weapon: Data cleaning quality determines model training success; intent-understanding capability is the "trump card" for market dominance.
• Corporate exploitation and lock-in: Using free/cheap labor to build dependency, then leveraging migration costs to force unfavorable terms.
• Technological arms race: The gap between building a model from scratch vs. incremental improvement; time as a critical factor.
• Blindness of overconfidence: Ryan's certainty that the partner cannot build a model in four months mirrors his own name joke—he may be the one who "knows nothing" about the opponent's potential.

Character Interactions

• Han Luyi ↔ Zhao Wenyuan: Brief but impactful through messages; Luyi sends updated code, Zhao responds with excitement and praise, showing mutual professional respect.
• Ryan ↔ John: Two views of strategy clash—Ryan's aggressive, data-driven plan vs. John's worried, cautionary skepticism. Their dialogue reveals their long friendship and simmering tension. The conversation ends with a playful but pointed Game of Thrones insult, underscoring the thematic irony.

Chapter Summary: "Someone Worth Trusting"

1. Key Plot Points

• Han Luyi is working on scaling his batch-labeling capability for AI training data. He discovers a chicken-and-egg problem: he needs labeled data to train a model that can generate more labels. The 7B model (Glutinous Rice Ball) is too weak for quality labeling, so he accepts he must manually grind out 50,000 data entries within two months before pretraining ends.
• Good news: Since Zhao Wenyuan began using Han Luyi's optimized data pipeline for data cleaning, Sight's experience bar rose from 8% to 10%. Han Luyi hypothesizes Sight is guiding him to participate deeply in the large-model training lifecycle, and predicts Sight will reach Level Four once Source Intelligence's first model is trained.
• Hongyuan Capital calls: Zhang Kang, Administrative Director, informs Han Luyi that the security detail and vehicle rental provided by He Yunshen will end January 1st. Han Luyi interprets this as He Yunshen being dissatisfied with him acting first and reporting afterward, but also as Hongyuan reassessing their relationship with him as Source Code's performance improves.
• Instead of letting Zhang Biao return to the capital, Han Luyi recruits him as his personal assistant at 200,000 RMB/year with social insurance, despite Zhang Biao's lack of a college degree.
• They plan to buy a car that afternoon—Zhang Biao will choose the vehicle, Han Luyi will pay.

2. Character Developments

• Han Luyi: Demonstrates his management philosophy—he values character and loyalty over credentials. He reflects that since establishing Source Intelligence, he has been extremely cautious about who to trust (choosing people in careful order: Su Niannian, Zhao Wenyuan, Lu Mingzhou, Shen Congyun, He Yunshen), and recognizes that beyond capable people, he needs people he can trust absolutely.
• Zhang Biao: Shows vulnerability when asked if he likes security work—reveals he never attended college and that his dream (possibly cooking) is left unspoken. His entire identity has been constrained by lacking a bachelor's degree (no promotion, no officer track). When Han Luyi offers him a path forward, his military-trained response—"I guarantee the mission will be completed!"—reveals both his background and emotional depth.

3. Significant Themes

• Trust vs. credentials: The central theme. Han Luyi explicitly states he needs "someone I can trust" over someone with formal qualifications. Zhang Biao's proven discretion (never revealing confidential information in two months) earns him this opportunity.
• Career transformation and second chances: Han Luyi—himself a former programmer—offers Zhang Biao a way out of a dead-end career, telling him, "I used to be nothing more than a programmer. Didn't I learn as I went?" The chapter frames growth as possible regardless of formal education.
• Investor-founder power dynamics: He Yunshen's withdrawal of perks signals a shift from a paternalistic investor relationship to a more equal business partnership.
• The labeling bottleneck: Han Luyi's solo struggle with data labeling illustrates that some problems (quality data generation) cannot be solved by scaling alone—they require human effort and judgment.

4. Character Interactions

• Han Luyi & Zhang Kang (phone call): Professional and polite. She delivers news of the contract ending; Han Luyi accepts without resistance, showing tact.
• Han Luyi & Zhang Biao: The recruitment conversation is the emotional core. Han Luyi asks probing, personal questions ("Do you like working security?" "What do you want to do?") that no one has ever asked Zhang Biao. The moment Zhang Biao says "I guarantee the mission will be completed!" and Han Luyi laughs warmly, shaking his hand with force, marks a genuine bond forming between them.

Chapter Summary

1. Key Plot Points & Events

• Scene 1 (4S car dealership): Xiao Li, a junior salesman on probation, is being berated by his senior colleague Brother Wang for failing to close deals. Two customers arrive—a young man (Mr. Han) and a burly bodyguard (Zhang Biao). Brother Wang tries to hijack the sale, but Mr. Han insists Xiao Li handle it. Mr. Han first selects the standard-trim white SUV, then switches to the top-trim Starry Sky Blue (569,800 yuan) after testing its zero-gravity seats, paying in full. Zhang Biao requests a corporate invoice for "Source Code Technology." Brother Wang walks Xiao Li through the corporate purchase process, then demands a 50/50 commission split; Xiao Li refuses, citing company policy.
• Scene 2 (hospital): Han Luyi (President Han) runs into Su Niannian at work and offers her a ride to the hospital. Her father had a heart attack on Christmas Day in Lujiazui and was rescued by a stranger via CPR and an AED. At the ward, Su Niannian's mother recognizes Zhang Biao as the rescuer. The parents express profound gratitude. Su Niannian realizes Han Luyi already knew; she silently hugs him from behind outside the hospital, crying. Han Luyi tells Zhang Biao, "I'm really glad you were there that day."
• Linking reveal: The Christmas Day rescue of Su Niannian's father is tied to Zhang Biao, with Han Luyi present at the scene—meaning Han Luyi has been connected to Su Niannian's family before their professional relationship.

2. Character Developments

• Xiao Li: Gains integrity and courage—refuses to be manipulated by Brother Wang and stands his ground despite anxiety over his probation. Han Luyi's parting words ("Don't let people bully you") empower him.
• Brother Wang: Revealed as a skilled but predatory salesman; his "hunting mode" and commission-grabbing tactics highlight a morally gray character who nonetheless has true professional ability when handling real customers.
• Han Luyi: Shown as perceptive, quietly kind, and generous—he deliberately asks for Xiao Li to serve him, buys the expensive car, quietly helps Xiao Li, visits Su Niannian's father, and allows her to rest in the back seat. He also reveals he knew about the rescue connection all along without exposing it.
• Zhang Biao: Quiet and humble; he saved a life but dismisses it as "nothing," showing modesty and a calm, dutiful nature.
• Su Niannian: Overwhelmed and emotionally exhausted, but composed in front of her parents; her silent tears reveal deep gratitude and a strengthening emotional bond toward Han Luyi.

3. Significant Themes

• Kindness and quiet acts of heroism: Zhang Biao's life-saving CPR; Han Luyi's quiet, understated generosity. Good deeds ripple outward and connect strangers.
• Integrity vs. sales manipulation: Xiao Li's honesty (forgoing the financing trick, giving transparent pricing) contrasted with Brother Wang's predatory tactics—integrity ultimately wins the customer's trust.
• Worth and respect: Han Luyi sees value in the overlooked junior salesman and in Su Niannian's father; the theme of not allowing people to be bullied or dismissed.
• Gratitude and emotional recognition: The parents' tearful thanks, Su Niannian's unspoken embrace, Han Luyi's thankfulness to Zhang Biao.
• Fate and connection: The Christmas rescue subtly links all characters together, suggesting past events shape present relationships.

4. Character Interactions

• Xiao Li & Brother Wang: Tension-filled mentor/exploiter dynamic; Brother Wang initially berates Xiao Li, then tries to steal his sale, then attempts to skim commission—Xiao Li finally pushes back.
• Han Luyi & Xiao Li: Han Luyi intentionally chooses Xiao Li over Brother Wang and privately encourages him ("Don't let people bully you"), showing subtle mentorship and empathy.
• Zhang Biao & the Su parents: The bodyguard's stoic humility meets the parents' overwhelming gratitude; Mother Su grips his hand and refuses to let go, creating a deeply emotional scene.
• Han Luyi & Su Niannian: Professional boundary softens into emotional intimacy—she silently cries against his back; no words are exchanged, but the moment carries heavy unspoken feeling.
• Han Luyi & Zhang Biao: A brief but meaningful exchange ("I'm really glad you were there that day") reveals deep trust and appreciation between the two men.

Summary: "Coming Out of Dingsheng, and Still So Naive?"

1. Key Plot Points & Events

• Zhang Chi (Dingsheng Cloud president) initiates a covert scheme to extract data from his new client, Source Intelligence (headed by Han Luyi), under the guise of "enhanced monitoring" during the New Year holiday maintenance window.
• He orders Liu Yaguang (platform operations supervisor) to deploy a modified monitoring system that samples 100% of the client's logs and metadata, deliberately bypassing standard data custody protocols and leaving no trace.
• The plan is structured so only Liu Yaguang knows the full scope; he must use two separate workers for separate tasks without them seeing the whole picture.
• Meanwhile, Han Luyi visits Zhao Wenyuan's apartment, which contains a personal server room with a GPU array. Han Luyi announces that after cleaning half the raw data and activating their Dingsheng account, they must now formulate a strategy to prevent Dingsheng from stealing their data.
• Zhang Chi reflects on Han Luyi's past as a Dingsheng engineer, mocking his naivety and vowing to "teach him a lesson" about the realities of cloud data security.

2. Character Developments

• Zhang Chi: Depicted as calculating, arrogant, and ruthless. He exploits his structural power as a cloud provider, believing the asymmetry is absolute and undetectable. Sees ethical concerns as irrelevant and the client's trust as foolishness.
• Liu Yaguang: A loyal, overworked subordinate who follows orders despite moral discomfort. He sacrifices family time (missing a promised trip to Disneyland with his son) to execute the scheme, revealing a man caught between duty and personal life.
• Han Luyi: Characterized as idealistic and “naive” — but proactive. He granted his entire company five days of paid leave (becoming popular in Haicheng's tech circle), yet is now preparing to defend his data, signaling growing wariness.
• Zhao Wenyuan: A self-driven workaholic and technical enthusiast with his own substantial server hardware. He is direct, practical, and fully committed to the pretraining project despite the holiday.

3. Significant Themes

• Structural power asymmetry in cloud computing: Zhang Chi argues that whoever controls the infrastructure can secretly observe and extract anything, making all data security (except physical isolation) illusory.
• Corruption of trust and legal gray zones: The scheme is engineered to be legally ambiguous — sampling logs/metadata rather than "data" directly — exposing the gap between formal agreements and actual practice.
• "Naivety" vs. industry realities: Zhang Chi mocks Han Luyi for trusting lawyers, agreements, and technical safeguards, framing the chapter's title and core conflict.
• Exploitation of labor and family: Liu Yaguang's broken promise to his son quietly illustrates the human cost of corporate ambition.

4. Character Interactions

• Zhang Chi and Liu Yaguang: A tense, conspiratorial dialogue where Zhang Chi controls the flow of information, calibrates legality carefully, and reassures Liu with points of leverage (their control of logs, client's lack of visibility). Liu presses for legal soundness but ultimately yields.
• Liu Yaguang and his family (by phone): A brief, emotional beat — he cancels the Disney trip, promising a vague future outing while staring at the floor, then holds the phone away from his ear as his son protests.
• Han Luyi and Zhao Wenyuan: Casual, peer-like rapport — Han explores Zhao's server room "like an inquisitive child," then pivots from small talk (why Zhao lives alone) to the urgent strategic matter of countering Dingsheng's potential theft.
• Zhang Chi's internal reflection on Han Luyi: Frames the adversarial narrative — Han's earlier comments ("You wouldn't deliberately steal my data, would you?") are mocked as proof of his naivety. This sets up the conflict for the chapters to come.

Key plot points

• Han Luyi and Zhao Wenyuan discuss the risk that investor Dingsheng may steal Source Intelligence’s training data. They decide to proceed with the partnership but provide Dingsheng only less-critical annotations for its first training run, keeping the most influential data for training on the company’s own machines.
• Han reveals that a data-protection clause in the term sheet could let the company reclaim Dingsheng’s shares for free, cancel unused computing allocations, and seek damages if data is used outside the agreement—even without proving deliberate wrongdoing. He views the clause not only as protection but as a potential trigger.
• To prove any theft, Han proposes an original “logical watermark”: if Dingsheng’s model reproduces the distinctive reasoning patterns encoded in Source Intelligence’s annotations, its outputs could expose the copying even if the data’s wording has been changed. Zhao understands the idea; Zhang Biao listens and takes notes.
• Zhao declines Han’s invitation to the company’s first meal because he has a date and New Year’s plans. Han and Zhang eat together instead.
• Alone at home on New Year’s Eve, Han watches the city’s celebrations from his window, receives greetings from Su Niannian and Gu Siyue, and reflects on the year’s milestones—from being laid off and launching BugKiller to founding Source Code Technology and preparing to train a large model. He welcomes 2027 with renewed confidence.

Character developments and interactions

• Han Luyi shows strategic ambition and distrust of outside control: he plans to limit Dingsheng’s access, preserve key data, and potentially use the contract against them. His quiet New Year’s reflection reveals pride in how far he has come and anticipation for the company’s next stage.
• Zhao Wenyuan is a practical collaborator who spots the evidentiary problem with proving data theft and helps explain conventional watermarking to Zhang. His plans outside work also bring a light, personal contrast to the chapter’s technical discussion.
• Zhang Biao remains mostly a listener, but his attentive note-taking—and Han’s analogy about a copied recipe—help him grasp the logical-watermark concept.
• Han’s messages with Su Niannian are warm and forward-looking, focused on building their businesses together; his brief exchange with Gu Siyue is more restrained, with a moment of hesitation before he replies.

Significant themes

• Trust, security, and ownership: Han considers even a business partner’s infrastructure a potential risk.
• Strategy and leverage: The data safeguards and logical watermark turn possible theft into a means of accountability and negotiation.
• Ambition and renewal: Han’s review of 2026 marks both personal achievement and a fresh commitment to the challenges ahead.

Key plot points and events

• On New Year’s Day, Han Luyi wakes early and decides to take the day off from work and see the latest Detective Conan film, a tradition he has kept since childhood.
• He tells his assistant and former bodyguard, Zhang Biao, that he no longer needs to accompany him. When Han claims he is going on a date, Biao backs off, apparently assuming the date is with Gu Siyue.
• At the cinema, Han discovers that Gu Siyue is there for the same movie. Their seats are nearly adjacent, but separated by another patron, so Han asks that person to swap seats. Gu and Han end up sitting together.
• As the movie begins, Gu teases Han for making up an excuse to change seats. Han privately realizes that his claim of going on a date was initially a lie—but now the situation makes it seem less like one.

Character developments

• Han Luyi reflects on how the “main plot” in Conan is rare, while ordinary side stories make up most of life, suggesting a more accepting attitude toward everyday routines. His long-standing fandom also reveals a personal, sentimental side.
• Gu Siyue appears more relaxed and approachable than she does at work. She tells Han she dislikes being addressed by her full name and permits him to call her “Siyue,” creating a more personal tone between them.
• Zhang Biao is still inclined to protect and serve Han, even after his bodyguard duties have ended, but accepts Han’s request to take the holiday off.

Significant themes

• Ordinary life as the main story: Han’s reflection on Conan suggests that meaningful life is made up less of dramatic turning points than of everyday experiences.
• Ritual and continuity: Watching a Conan movie each year connects Han’s present life to his childhood.
• Growing intimacy and playful ambiguity: Small gestures—sharing a cinema outing, exchanging names, and finding seats together—blur the line between friendship and a date.

Character interactions

• Han gently but firmly gives Biao permission to rest, using the idea of a date to make clear that he should not come along.
• Gu and Han negotiate how to address each other, moving from the formal “Attorney Gu” toward the more intimate “Siyue.”
• Han asks a stranger to swap seats so he and Gu can sit together; Gu notices his convenient explanation and teases him, while Han responds with playful uncertainty.

Chapter Summary: "This Isn't the Usual Procedure"

Key Plot Points

1. Movie date (New Year's Day): Han Luyi and Gu Siyue watch a film together, then grab coffee at a nearby café, discussing mystery fiction and their preferences (Gu Siyue admires Sherlock Holmes; Han Luyi says Edogawa Conan).
2. **Hongyuan invest

Chapter Summary: "Glutinous Rice Ball Dispatcher"

Key Plot Points

• Investment due diligence arrives: Han Luyi receives a document from Yao Boshi (via He Yunshen/Hongyuan) containing four broad questions about the investee's data localization, domestic substitution, infrastructure deployment, and technology stack independence. No market/profit questions are included.
• Analysis and deduction: Han Luyi, Su Niannian, and Zhao Wenyuan analyze the questions, deducing the investor is a national-team industry fund. They eliminate finance, transportation, telecom, and oil, concluding it is an electricity/power sector industry fund.
• Strategy decided: Han Luyi proposes to prepare a solution for the power industry's hardest problem, using Glutinous Rice Ball (the 7B model) as a dispatcher — it will recognize intent and call external tools for complex calculations, then synthesize results into a report. Zhao Wenyuan initially doubts the model's capability but is convinced.
• Execution begins: Han Luyi instructs Zhao Wenyuan to pack for Beijing and start building tool interfaces. He asks Su Niannian to source power-system knowledge graphs and standards, and contacts attorney Gu Siyue for a legal summary on sensitive-industry data compliance.
• Travel: Han Luyi, Zhang Biao, and Zhao Wenyuan fly to Beijing; Han and Zhao write code on the plane.

Character Developments

• Han Luyi: Demonstrates rapid strategic analysis, delegation, and decisiveness. Uses pragmatic "strengths over weaknesses" approach. Shows a playful side ("chuunibyou fantasy").
• Su Niannian: Sharp analytical partner, efficiently deconstructs the investor's identity and coordinates resources.
• Zhao Wenyuan: Initially skeptical but becomes committed after seeing the dispatcher logic; enthusiastically embraces the "hackathon" overtime.
• Gu Siyue: Professional and efficient; insists on formal workplace titles but cooperates fully, even offering to travel.

Significant Themes

• Strategic inference from limited information: Analyzing investor intent through question framing.
• AI as an integrator, not a solver: Using small models for intent recognition while offloading heavy computation to tools.
• Financing in sensitive industries: Compliance, industrial security, and national-team investors.
• Teamwork under pressure: Coordinated last-minute preparation across multiple people and time zones.

Character Interactions

• Han Luyi & Su Niannian: Collaborative problem-solving, mutual respect; Su Niannian wishes him well, Han jokes about her indulging him.
• Han Luyi & Zhao Wenyuan: Direct, task-focused; Han motivates him with a joke about hackathon pay.
• Han Luyi & Gu Siyue: Strictly professional; Han requests legal work and future Beijing support, Gu replies "No discount."
• Su Niannian & Jiang Yixin: Brief delegation (asked to meet in her office).

Key Setting Details

• The document has no title and only four broad questions — deliberately showing "sincerity" without revealing LP identity.
• The plan is to finish the tool integration and demonstration by 9:30 AM the next day.
• Han Luyi packs minimally and departs quickly, showing urgency and focus.

Chapter Summary

Key Plot Points

• Han Luyi and Zhao Wenyuan fly from Haicheng to Beijing on a business trip, coding on the plane in preparation for an important funding pitch.
• Zhao Wenyuan expresses doubts about their long-term plans: building their own data center is too costly, and GPUs are nearly impossible to acquire domestically due to Nvidia’s dominance and export restrictions.
• Han Luyi reframes the strategy: rather than relying on Nvidia’s ecosystem and following their rules, they should pursue domestic self-reliance—starting with inference instead of training, and post-training instead of pretraining.
• Zhao Wenyuan is reinvigorated by this direction, recognizing Han Luyi’s superior strategic vision.
• After landing at Beijing Daxing Airport, they are picked up by He Yunshen’s assistant, Yao Boshi, who is notably more enthusiastic than before.
• Yao Boshi reveals there will be two additional parties at the pitch, beyond Hongyuan’s team. Han Luyi declines dinner plans to prepare.
• Han Luyi video-calls Su Niannian, who has prepared a knowledge base and tells him to have Zhao debug the API calls that night. She reassures him to trust the plan and his own negotiation instincts.
• The next morning, at Hongyuan’s office, He Yunshen warmly greets them, says he has secured LP attendance, and warns that his influence won’t matter once the meeting starts—Han Luyi will have to convince them himself.
• The chapter ends with Han Luyi and Zhao Wenyuan entering the conference room; the pitch is about to begin.

Character Developments

• Han Luyi: Demonstrates calm, long-term strategic thinking. He shifts focus from competing on Nvidia’s terms to carving an independent path, showing maturity beyond his age. Also shows careful preparation and emotional support for Zhao.
• Zhao Wenyuan: Starts uncertain and anxious about feasibility, but after hearing Han Luyi’s vision, becomes determined again. He gains renewed respect for Han’s macro-level insight, reinforcing his belief that following the right person matters more than doing the right thing alone.
• He Yunshen: Continues to act as a mentor/backer, explicitly supporting Han Luyi and working behind the scenes to bring LPs to the table.

Significant Themes

• Self-reliance vs. dependence: The debate over Nvidia/US dominance vs. domestic chips; the idea that following an established ecosystem’s rules guarantees never catching up.
• Strategic vision vs. technical expertise: Zhao has deeper technical knowledge, but Han sees the bigger picture and sets direction.
• The difficulty of entrepreneurship: Raising funds, scarce hardware, competing with giants, and the need to walk an unconventional path.
• Mentorship and trust: He Yunshen’s backing and Han’s ability to inspire his team.

Character Interactions

• Han Luyi ↔ Zhao Wenyuan: Central dialogue about the chip problem; Han reassures and redirects Zhao’s mindset, deepening their trust.
• Yao Boshi ↔ Han Luyi: Yao’s warmer attitude signals a shift in status; he shares key details about the upcoming meeting.
• Han Luyi ↔ Su Niannian: Brief remote interaction; she is professional but supportive, reinforcing their partnership and Han’s confidence.
• He Yunshen ↔ Han Luyi & Zhao Wenyuan: He treats Han as an equal/protégé, praises Zhao, and sets the stage for the high-stakes pitch.

Summary of Chapter: "The Test Begins"

Key Plot Points

• Han Luyi and Zhao Wenyuan arrive at a rearranged conference room for their pitch to two key investors.
• The investors are identified:
  • Zhou Han (State Grid Electric Power Investment Management, Executive Director) — calm but uninterested; cares about industry integration.
  • Lu Zhengping (Strategic Emerging Industries Guidance Fund, Deputy GM) — guarded; cares about authenticity of R&D and data compliance.
• Han Luyi uses his Sight ability to read their emotions and hidden concerns, realizing how much effort He Yunshen put into arranging this meeting.
• He Yunshen introduces Han Luyi and Zhao Wenyuan carefully, deliberately hiding the failed "Source Code" project to avoid signaling lack of focus.
• Han Luyi pitches Tangyuan Model v0.1 — an open-source fine-tuned model claiming world-class intent understanding.
• The investors are initially skeptical; many domestic startups make similar empty claims.
• Han Luyi shifts strategy: instead of a prepared product demo, he invites them to test the model directly with their own questions.
• Zhou Han tests him by sending a substation equipment photo and asking him to upload it without any textual prompt.
• Han Luyi uploads the photo; the chapter ends with the model about to respond.

Character Developments

• Han Luyi: Strategic, composed, and confident. Uses his supernatural insight to tailor his pitch and makes a bold move by improvising the demo format.
• Zhao Wenyuan: Capable technical support; handles the presentation setup and model deployment.
• He Yunshen: Diplomatic and protective; carefully manages first impressions and avoids mentioning risky history.
• Zhou Han & Lu Zhengping: Experienced, wary investors. Zhou Han is pragmatically technical; Lu Zhengping is focused on trust and compliance.

Significant Themes

• Entrepreneurship and investor relations: Navigating skepticism, building credibility, and the importance of first impressions.
• Data security and independence: Emphasizing intranet-only data and avoiding reliance on foreign models/hardware.
• Authenticity vs. hype: Distinguishing real technical capability from empty claims in the AI startup space.
• Strategic use of information and social tact: Han Luyi's ability to see hidden emotions and He Yunshen's careful wording both reflect this.

Character Interactions

• He Yunshen introduces Han Luyi and Zhao Wenyuan, omitting prior failures to protect their image.
• Han Luyi reads both investors' hidden emotions and adapts his approach.
• He engages them directly by inviting hands-on testing, breaking the conventional pitch format.
• Zhou Han sets a deliberately difficult test — sending a niche industrial photo with no context — putting Tangyuan in the spotlight.

Summary: “Let Me Try Too”

1. Key Plot Points and Events

• Han Luyi demonstrates his AI system, “Glutinous Rice Ball,” to two investors, Zhou Han and Lu Zhengping.
• Zhou Han uploads a photo of substation equipment. The AI identifies it as GIS switchgear and detects early aging of a sealing ring, predicting SF6 gas leakage risk and recommending a repair plan.
• Lu Zhengping tests the AI with a local government policy document on computing power subsidies. The AI quickly extracts and structures subsidy details.
• When Lu Zhengping asks about a qualification restriction, the AI correctly identifies a condition his own analyst had missed days earlier.
• Lu Zhengping ends the trial by asking whether the AI was truly developed independently.

2. Character Developments

• Han Luyi: Nervous during the demo; relieved when the AI performs well; aware the system has limitations (no networking yet).
• Zhou Han: Initially skeptical; becomes deeply impressed after the AI matches the diagnostic skill of veteran power-system employees, realizes its potential to prevent accidents and save money.
• Lu Zhengping: Pragmatic and cautious; tests the AI beyond prepared scenarios; appreciates its accuracy but remains guarded and questions authenticity.

3. Significant Themes

• AI’s potential to replace or assist human experts in specialized fields.
• The gap between AI as a search tool vs. AI as a diagnostic/analytical tool.
• Investor skepticism and the importance of proof over claims.
• Human error in manual analysis vs. AI consistency and speed.
• The need for local deployment when handling sensitive or non-public data.

4. Character Interactions

• Zhou Han tests the AI with a realistic industry photo, closely observes the reasoning output, and reacts with quiet awe.
• Lu Zhengping interrupts the prepared demo to run his own test, directly using the computer and sending a document via WeChat.
• Han Luyi assists while staying anxious, answering Lu Zhengping’s clarifying question by typing it into the AI.
• The chapter ends with Lu Zhengping’s pointed question, shifting the mood from demonstration to scrutiny.

Chapter Summary: "No Internet Connection"

1. Key Plot Points & Events

• Lu Zhengping, a veteran investor, bluntly questions whether Han Luyi's AI model is genuinely original or just a repackaged open-source model.
• Background revealed: Lu was burned by the 2003 Hanxin Incident, a famous national chip fraud where a Freescale chip was sanded down and re-engraved as "Hanxin No. 1," wasting 1.1 billion yuan in state funding. He now does ruthless due diligence.
• Han Luyi's counter-move: He demonstrates that the demo computer has no internet connection and runs entirely on a domestic GPU in an external enclosure. This physically proves the model is self-contained—no cloud callbacks, no foreign hardware—making fraud impossible.
• The room is stunned; even rival team members from Hongyuan are impressed. The demo's performance was comparable to major commercial models, and even better on power-industry questions.
• Lu Zhengping asks where AI belongs in the Fifteenth Five-Year Plan. Han Luyi deflects humbly, saying he just wants to make AI practical and integrated with industry. Lu nods, satisfied.
• He Yunshen sees the visitors out, privately thanks Han Luyi, and asks him to wait for the result and join a lunch.
• Han Luyi gains two valuable WeChat contacts: an executive director at State Grid Power Investment and a deputy GM at the Strategic Emerging Industries Guidance Fund.
• Back in the waiting room, Zhao Wenyuan is still rattled, but Han Luyi is already opening his laptop to work—the pitch is over, but the competition continues.

2. Character Developments

• Han Luyi: Displayed advanced strategic foresight—he had anticipated the skepticism and prepared the domestic GPU cage beforehand. He stays calm under pressure, deflects political questions gracefully, and thinks long-term (contacts, momentum) rather than just about the money.
• Lu Zhengping: His bluntness is explained by past trauma (the Hanxin Incident). He is not merely difficult; he holds the national interest personally. His posture shifts from skeptical reclining to sitting upright after the demo, indicating earned respect.
• Zhao Wenyuan: Still adjusting to startup life; visibly nervous but observant. His respect for Han Luyi grows as he realizes how the "no internet" trick was a deliberate strategy.
• He Yunshen: Acts as the smooth intermediary, pleased that the meeting reflected well on his recommendation.

3. Significant Themes

• Authenticity vs. Fraud: The AI startup space is crowded with scammers; physical proof (no internet, local GPU) outweighs verbal claims.
• National independence: The "national team" values independent data, algorithms, and hardware—breaking the Nvidia monopoly is a goal, not just a slogan.
• Show, don't tell: Han Luyi answers suspicion not with arguments but with an airtight physical demonstration, eliminating any possible avenue for cheating.
• The weight of history: The Hanxin Incident still shapes how state-adjacent funds evaluate tech projects; trust must be rebuilt through evidence.
• Relentlessness: The pitch is only a milestone; Han Luyi immediately returns to work, showing that success in fundraising is just the start of the real race.

4. Character Interactions

• Lu Zhengping ↔ Han Luyi: Investor's blunt, distrustful questioning meets founder's composed, prepared rebuttal; ends with mutual respect.
• Zhao Wenyuan ↔ Room: Han Luyi uses his subordinate to explain the technical setup, showing delegation and division of roles.
• He Yunshen ↔ Han Luyi: Private, low-voiced exchange; He is proud and grateful, hinting at continued support and a meal time.
• Zhang Biao ↔ Han Luyi/Zhao Wenyuan: The former bodyguard-turned-assistant asks how it went, still learning his new role; receives a smile and a cautious, wary answer from Zhao Wenyuan.

1. Key Plot Points and Events

• Lu Zhengping approves Han Luyi's performance and gives him a business card (Strategic Emerging Industries Guidance Fund, Deputy GM).
• He Yunshen informs Han Luyi that funding has passed, but key terms must be renegotiated because Zhou Han (State Power Investment Corporation) wants to invest directly instead of through Hongyuan.
• Over simple boxed lunches in a conference room, Zhou Han offers 300 million RMB for 10% equity plus a board seat.
• Han Luyi uses his "Sight" ability to see Zhou Han's real motivation: a promotion hinging on a successful industrial implementation case.
• Instead of asking for more cash, Han Luyi demands industrial support: a green power supply contract (direct connection at grid-connection rates) for his planned data center in Zhangjiakou.
• Zhou Han agrees, adding a performance-bet clause: within one year, Source Intelligence must deliver an industry-level implementation case inside the State Grid system, or the deal voids and Han Luyi buys back the shares with interest.
• Han Luyi successfully renegotiates the performance bet, broadening "industry-level implementation" to include Fortune 500 companies, leading financial institutions, or provincial-level SOEs—reducing his dependency on State Grid's internal politics.
• Deal is finalized: 300M for 10%; He Yunshen also ups Hongyuan's investment to 150M to keep pace with the valuation.
• Zhou Han suggests Han Luyi call her "Sister Zhou," signaling a shift toward a warmer personal and political relationship.

2. Character Developments

• Han Luyi: Demonstrates sharp negotiation skills and political sophistication. He sees through Zhou Han's enthusiasm, correctly identifies her hidden agenda, and avoids being boxed into a risky single-client performance bet. Remains composed and strategic under pressure.
• Zhou Han: Initially confident, even slightly manipulative (offering excess capital and a restrictive performance clause). After Han Luyi exposes the flaw in her terms, she adapts, respects him more, and pivots from hard contractual leverage to personal rapport ("Sister Zhou").
• He Yunshen: Acts as a mentor and mediator. His earlier "at ease" mentorship is now shown to be politically smart; he quietly ensures Hongyuan's equity isn't diluted by Zhou Han's direct investment.

3. Significant Themes

• Negotiation and leverage: The chapter is essentially a masterclass in deal-making—who controls the terms, how to identify the other side's real motivation, and how to convert a weakness into a bargaining chip.
• Political sensitivity: Han Luyi's awareness that Zhou Han's personal career goals affect the deal's structure; his instinct to decouple business success from internal power struggles at State Grid.
• National team vs. private enterprise: The "national team" offers both opportunity and risk—government money comes with obligations (performance bets, green power mandates, board seats).
• Personal networks as soft power: "Sister Zhou" signals that formalities are over; this is now a relationship-based partnership.

4. Character Interactions

• Han Luyi & Lu Zhengping: Brief but significant. Lu approves of Han's work, opens a future channel ("come by my office"), and hands over his card—the first signal that the national team is interested.
• Han Luyi & He Yunshen: He Yunshen reveals the direct investment plan only in the elevator, testing Han's readiness. His tone shifts from casual to serious when warning that "responsibility will be substantial" if Han takes State Power Investment money.
• Han Luyi & Zhou Han: The core interaction—an intense negotiation. She tests his greed (300M), then his nerve (performance bet). He counters with precise logic, and she responds with admiration and a personal gesture.
• Zhou Han & He Yunshen: She initially compliments He Yunshen for "training" Han Luyi; He Yunshen deflects, showing he doesn't want the credit (or the blame). Their dynamic is professionally wary—both are old foxes.

Key Plot Points and Events

• Han Luyi and He Yunshen discuss the formalities of Beijing banquets.
• Han Luyi messages Gu Siyue to arrange for her and the lawyer to come to Beijing.
• Han Luyi has a video call with Su Niannian and Zhao Wenyuan to discuss the successful investment and future plans.
• Han Luyi takes Zhao Wenyuan to try douzhi, with disastrous results.
• Su Niannian mediates a conflict between Jiang Yixin and Chen Jianye over the use of AI coding Agent.
• Lu Zhengping invites Han Luyi to his office the next afternoon.

Character Developments

• Han Luyi demonstrates his leadership and decision-making skills, arranging for Gu Siyue and the lawyer to come to Beijing and discussing future plans with Su Niannian and Zhao Wenyuan.
• Su Niannian shows her diplomatic skills by mediating the conflict between Jiang Yixin and Chen Jianye, considering both sides' viewpoints.
• Zhao Wenyuan displays his honesty and willingness to try new things, despite his initial hesitation with douzhi.

Significant Themes

• The formalities and expectations of business banquets in Beijing.
• The integration of AI and human work, particularly in software development.
• The challenges and responsibilities of leadership, as seen through Han Luyi's and Su Niannian's decisions.

Character Interactions

• Han Luyi and He Yunshen discuss business etiquette, with He Yunshen providing guidance to Han Luyi.
• Han Luyi, Su Niannian, and Zhao Wenyuan discuss the successful investment and future plans, showing a collaborative and supportive dynamic.
• Jiang Yixin and Chen Jianye clash over the use of AI coding Agent, with Su Niannian mediating their disagreement.
• Han Luyi and Zhao Wenyuan share a humorous moment trying douzhi, demonstrating their camaraderie.
• Lu Zhengping reaches out to Han Luyi, suggesting a meeting, which could imply mentorship or guidance.

Chapter Summary: "With Me Here, Rest Easy"

Key Plot Points

• Han Luyi sees Zhao Wenyuan off at the airport and announces a strategic shift: instead of conserving Dingsheng's computing power for a slow build, they will accelerate pre-training immediately, spend freely, and begin considering building a data center directly (previously deferred to Series B/C funding).
• Han Luyi instructs Zhao Wenyuan to work on compatibility with domestic Chinese chips, not just Nvidia. He assigns Source Code's idle model team (freed up after Heavenly Craft's iteration) to assist—blurring boundaries between Source Code and Source Intelligence now that Hongyuan is an aligned investor.
• Han Luyi picks up lawyer Gu Siyue and assistant Song Jianing at the airport. Gu Siyue reviews the Hongyuan term sheet and State Power Investment Corporation deal materials; she advises Han Luyi to meet the SPIC representative once more before the board review, as terms become harder to change afterward.
• He Yunshen hosts a formal lunch at an upscale private cuisine restaurant with Hongyuan's Yao Boshi and legal counsel Zhou. The meal follows a three-cup tea ceremony ritual (normally alcohol), and no business is discussed—only casual topics.
• Notably, He Yunshen personally serves Han Luyi the signature dish and seats him in the position of honor, signaling respect and the deepening partnership.

Character Developments

• Han Luyi: Expands his ambitions (data center now within reach); exhibits growing trust in Gu Siyue; discovers he lacks experience with traditional Chinese business dining rituals—feeling like he's in a "role-playing game." Also shows growing awareness of seating dynamics and symbolic gestures.
• Zhao Wenyuan: Renewed motivation after witnessing investor reactions; enthusiastic dedication to domestic products (the Attack on Titan "offer up my heart" bit); still somewhat naive, needs Han Luyi's guidance on strategy.
• Gu Siyue: Efficient, thorough, and confident—reassures Han Luyi with "With me here, rest easy." No longer bothers correcting his familiar address of "Siyue," indicating a closer working relationship.
• He Yunshen: Sophisticated, courteous, and deliberate; uses traditional hospitality to build goodwill before formal negotiations. The seating arrangement and the way he inquires about Gu Siyue's origins suggest he assesses people carefully.
• Zhang Biao: Loyal and socially astute; shows discretion (misinterpreting "confidential" comically, creating a recurring joke).

Significant Themes

• Domestic technology self-reliance: The push for domestic chip compatibility despite difficulty—a strategic bet tied to national priorities and investor expectations.
• The gap between startup culture and traditional business culture: Han Luyi experiences formal Chinese banquet protocols (three ceremonial cups, honorific seating, host serving food) he's never encountered in tech circles.
• Trust and competence in partnerships: The Han Luyi–Gu Siyue dynamic centers on mutual reliability; Hongyuan's hospitality signals trust-building before contract negotiations.
• Escalating ambition: Success breeds faster timelines—the data center moves from pipe dream to legitimate consideration.

Character Interactions

• Han Luyi & Zhao Wenyuan: Mentor-mentee dynamic; Han pushes Zhao to take on hard technical challenges, Zhao responds with comedic, passionate loyalty (the Attack on Titan reference falls flat on Han Luyi).
• Han Luyi & Gu Siyue: Professional trust deepens; she takes command of legal matters, he defers to her expertise. Her brief, sincere reassurance is the emotional center of the chapter.
• Han Luyi & He Yunshen: The host's ceremonial treatment of Han (seat of honor, personal serving of food) marks Han's ascent in status—a subtle but meaningful social elevation.
• Gu Siyue & He Yunshen: Brief exchange; He Yunshen asks where she's from (Shaoxing) and comments she "looks like someone from Beijing"—perhaps a subtle character assessment.

I see you've shared the first part of a chapter called "This Kid Is Interesting." The text cuts off mid-sentence at:

"President Lu, what I'm about to say may not sound much like something a businessman would say. I think—"
What would you like me to do with this? For example, I could:

1. Continue writing the scene from where it left off (inferring what Han Luyi might say about AI's impact on daily life).
2. Summarize the chapter so far and identify key plot points, themes, and character dynamics.
3. Analyze character motivations (e.g., Lu Zhengping's test, Han Luyi's strategic thinking).
4. Translate it into another language, if needed.
   Let me know how I can help!

Chapter Summary: "The Road Is Long, Take It Slowly"

Key Plot Points

• Han Luyi delivers a speech to investor Lu Zhengping about how capital has constrained AI's potential: AI fills every saved second with new work, capital extracts profits ruthlessly, and AI has become a tool for capital to exploit ordinary people.
• He reveals Source Code Technology's purpose in eight words: "People first, equal access to technology."
• He explains he left a stable company to challenge large models because AI competition has become technological hegemony.
• Lu Zhengping responds warmly but notes a hard truth: his fund's minimum investment is 500 million yuan and they only invest in mature companies with scalable revenue—he cannot invest in Source Intelligence at its current stage.
• Lu Zhengping reveals Beijing has introduced AI industrial policies (computing-power subsidies, talent recruitment, tax incentives) for AI companies registered in Beijing, and suggests Han Luyi consider moving Source Intelligence from Haicheng.
• Lu Zhengping offers to send him policy documents and, later, to introduce him to contacts in Zhangjiakou for the data center.
• They part with Lu Zhengping's advice: "The road is long. Take it slowly."

Character Developments

• Han Luyi: Reveals his idealistic core—he sees business clearly but holds Marxist/people-first beliefs. He strategically shares his philosophy to test Lu Zhengping, and shows persistence by asking about future investment possibilities even after being declined.
• Lu Zhengping: Initially seems like a cold institutional investor, but his hidden reaction (Emotion: Appreciation, Excitement; Trait: Idealist; Belief: Marxism) shows he sees his younger self in Han Luyi. Despite being unable to invest, he goes out of his way to offer practical help.

Significant Themes

• Critique of capitalism and AI: AI serves capital's extraction of value rather than liberating workers; technological progress without structural change just intensifies exploitation.
• Idealism vs. institutional reality: A founder's vision versus an investor's constraints (minimum investment thresholds, stage requirements).
• Technological hegemony: AI competition framed as a geopolitical/class struggle rather than pure market competition.
• Mentorship and generational connection: Lu Zhengping's guidance shows how established idealists can support the next generation.

Character Interactions

• Han Luyi delivers his long philosophical speech; Lu Zhengping listens, tests him with questions, and reveals appreciation through the system panel.
• Lu Zhengping shifts the conversation from philosophy to practicality: he reframes the "can't invest now" rejection but immediately offers alternative pathways (relocation policies, data center connections).
• The dynamic evolves from formal pitch meeting to mentor–mentee: Lu Zhengping's final line and shoulder pat signal genuine regard.
• Han Luyi leaves with a concrete next step (reviewing Beijing policies) rather than a dead end, setting up a future relocation arc.

Key Plot Points and Events

• Han Luyi and Secretary Wang exchange WeChat contacts.
• Han Luyi messages Zhou Han to meet with a lawyer to refine terms.
• Han Luyi meets with Hongyuan's team to sign the Series B financing agreement.
• He Yunshen advises Han Luyi to consider relocating Source Intelligence to Beijing.
• Su Niannian notices an unusual increase in code merge requests awaiting review at Source Code Technology.

Character Developments

• Han Luyi shows professionalism and consideration in his interactions with Secretary Wang and He Yunshen.
• Gu Siyue demonstrates her legal expertise and attention to detail during the meeting with Han Luyi.
• Su Niannian displays her leadership and analytical skills by noticing the sudden increase in code merge requests.

Significant Themes

• Professionalism and attention to detail in business interactions.
• The importance of considering advice from industry leaders.
• The impact of new technologies (AI, in this case) on business operations.

Character Interactions

• Han Luyi and Secretary Wang establish a professional connection.
• Han Luyi and He Yunshen discuss business strategies and opportunities.
• Su Niannian and Jiang Yixin collaborate to analyze data and identify potential issues in the development process.
• Chen Jianye's unusual behavior catches Su Niannian's attention.

Chapter Summary

Key Plot Points

• Su Niannian and Jiang Yixin analyze why AI-assisted code output has risen (merge count from 9 to 23) while code review backlog has exploded (from 20 to over 200).
• They identify that AI sped up coding (stage one), but manual review (stage two) is now the bottleneck — a classic production-line management issue.
• Su assigns Jiang to design a response plan and recommends The Phoenix Project.
• Su then speaks with Chen Jianye, who had been staying up late personally rewriting AI-generated code to maintain quality. She reframes the issue: it's not an AI problem, but a process problem.
• Chen accepts this, plans to redesign the code review process, and is recommended High Output Management.
• Later, Han Luyi reflects on Lu Zhengping's proposal to move the company to the capital, but decides not to tell Su yet. He messages Gu Siyue to meet in person for dinner.

Character Developments

• Su Niannian: Shows strong strategic leadership, diagnosis, and mentorship; balances toughness with empathy.
• Jiang Yixin: Learns to think beyond surface metrics and understand systemic bottlenecks.
• Chen Jianye: Moves from defensive, hands-on micromanagement to accepting the need for process redesign and delegation.
• Han Luyi: Internalizes information about relocation, keeps it from Su for now, and seeks Gu Siyue's counsel.

Significant Themes

• Management is about building processes, not doing all the work yourself.
• Metrics are proxies; leaders must understand what they truly measure.
• Bottlenecks shift when technology changes — processes must adapt accordingly.
• AI is new, but change and management challenges are not.

Character Interactions

• Su ↔ Jiang: Teaching dialogue; Su probes, Jiang reasons her way to the bottleneck insight.
• Su ↔ Chen: Corrective but supportive conversation; Su redirects his effort and grants ownership.
• Su ↔ Han (video call): Warm and teasing; Han hides his relocation concerns.
• Han ↔ Gu (message): He initiates a private meeting, hinting at an upcoming conversation.