Ch. 61Countdown

Chapter Summary: “Countdown”

Key Plot Points and Events

  • Open Things experiences explosive viral attention after a Little Red Book post showcases it as a free AI tool. The post gains 120,000 likes, 8,000 comments, and 26,000 reposts, while related discussions spread across Bilibili, Zhihu, and WeChat.
  • All 400 Co-Creation Program invitation codes have been claimed, and more than 800 new users register for the waiting list in a single day.
  • Beta data is highly encouraging: a 97% approval rate, an average of 3.4 generations per user daily, and feedback focused mainly on interface and user experience rather than core functionality.
  • The team faces a dilemma:
    • Opening the product publicly could cause inference costs to skyrocket and turn profits into losses.
    • Waiting until payment systems and other infrastructure are ready could cause them to miss the short-lived viral window.
  • Lu Mingzhou calculates that current monthly inference costs are 230,000 yuan for 400 users, but could rise to 1.7 million yuan if daily active users reach 25,000.
  • Han Luyi decides that Open Things must enter public beta within the week to capitalize on the publicity.
  • Su Niannian proposes controlling expenses through a temporary free-use limit while the team studies pricing, user willingness to pay, and valuable features.
  • Lu Mingzhou proposes reducing infrastructure costs by negotiating a discounted cloud-computing contract. The contract will be signed under BugKiller, whose stable but moderate usage gives the team stronger bargaining power.
  • The team chooses Qingyue Cloud as the most promising provider because it is smaller, ambitious, and eager to secure a flagship enterprise customer. Han Luyi plans to contact Liang Yu, who can arrange a meeting with the person responsible for pricing.
  • Han instructs Chen Jianye to pause cloud adaptation work and instead prepare the system for a sudden increase from 400 to 10,000 daily active users.
  • The chapter ends when Liang Yu responds, inviting Han to meet the following evening.

Character Developments

  • Han Luyi demonstrates decisive leadership. Despite the risks, he prioritizes launching during the viral window and begins coordinating both business negotiations and technical preparations.
  • Su Niannian shows strong marketing and product awareness. She recognizes the urgency of the hype cycle but also insists on gathering pricing data and limiting free usage to prevent uncontrolled losses.
  • Lu Mingzhou acts as the financial and infrastructure strategist. He identifies the danger of rising inference costs and devises a more sophisticated cloud-provider negotiation strategy.
  • Chen Jianye is shown as a key technical contributor. He is willing to shift priorities when Han asks him to focus on scalability.
  • Liang Yu’s relationship with Han appears to have changed. Han knows Liang’s current attitude through Sight and feels confident that Liang will help arrange an important business meeting.

Significant Themes

  • Opportunity versus preparation: The team must choose between launching quickly to exploit viral interest and waiting until the product is more complete.
  • Growth as a financial risk: More users are not automatically beneficial when computing costs scale faster than revenue.
  • Strategic negotiation and leverage: The team seeks to appear valuable but not dependent when negotiating cloud prices.
  • The importance of timing: The chapter’s “countdown” refers to two simultaneous deadlines—launching before public interest fades and securing cheaper infrastructure before revealing Open Things’ potential scale.
  • Balancing innovation with sustainability: The team wants to preserve momentum without allowing rapid growth to destroy the company financially.

Character Interactions

  • Su Niannian and Lu Mingzhou debate whether the product should launch immediately or wait until payment infrastructure is ready, representing the tension between market momentum and financial caution.
  • Han resolves their disagreement by ordering a public beta within the week, while accepting Su’s proposal for temporary usage limits.
  • Lu and Han collaborate on a cloud-cost strategy, with Lu explaining how to use BugKiller’s existing spending to secure a favorable contract for Open Things.
  • Han assigns Chen Jianye a new technical priority: preparing for a ten-thousand-user surge instead of completing cloud adaptation.
  • Han’s forthcoming meeting with Liang Yu sets up the next stage of the company’s business negotiations.

Ch. 62The Scheme

Chapter Summary: “The Setup”

1. Key Plot Points and Events

  • Liang Yu arrives early at a private Anhui restaurant behind The Bund to arrange a business dinner with Xu Feng.
  • He has invited Xu Feng on behalf of Han Luyi, whose company, Source Code Technology—the developer of the AI code-review tool BugKiller—wants an infrastructure discount from Qingyue.
  • Xu Feng arrives first and initially treats the meeting as a minor favor to Liang Yu. Source Code Technology’s current spending—just over 100,000 yuan per month—is insignificant compared with the major clients Xu normally handles.
  • Han Luyi joins them, and Liang carefully guides the conversation from industry trends and cloud-provider competition toward BugKiller’s business.
  • After dinner, Liang brings Xu Feng and Han Luyi to a foot spa, where Han directly proposes moving Source Code Technology’s core cloud resources to Qingyue under a two-million-yuan annual commitment.
  • Han requests pricing close to cost and asks for the unit price to remain fixed regardless of future usage. He projects that the company’s business will conservatively triple.
  • Xu Feng negotiates from cost plus eight percent to cost plus six percent. Han accepts immediately, securing an annual contract worth two million yuan at roughly 66% of list price.
  • Xu Feng agrees to have the contract signed the following day, believing he has done Liang a favor and earned goodwill.
  • After Xu leaves, Han reports the deal to Lu Mingzhou, who asks him to return and review the terms.
  • As Liang and Han leave the spa, Liang casually asks whether Han is also the person behind the recently popular AI tool “Build a System for Zero Bucks,” ending the chapter on a revealing note.

2. Character Developments

  • Liang Yu: Demonstrates careful preparation, social skill, and strategic diplomacy. Though Xu previously mocked him, Liang uses the dinner and spa outing to secure Xu’s attention and help his project. He also appears perceptive, having begun to connect Han with the anonymous creator of a popular AI product.
  • Xu Feng: Initially condescending and dismissive because he considers Source Code Technology a small client. His attitude shifts after seeing Han’s preparation, growth projections, and negotiating confidence. He grants a substantial discount, partly to support Liang and partly because he sees potential in the company.
  • Han Luyi: Presents himself as a young, technically driven founder but proves to be a calm and capable negotiator. He listens during dinner, uses concrete business data during the negotiation, and successfully obtains favorable terms without revealing the full scale of his ambitions.
  • Lu Mingzhou: Though absent in person, he remains closely involved in the deal. His immediate response shows that he oversees the business strategy and expects Han to return for detailed contract review.

3. Significant Themes

  • Strategic networking and business etiquette: Liang uses food, tea, industry discussion, and the spa visit to create a relaxed setting in which Xu is more willing to negotiate.
  • Perception versus reality: Xu initially sees Han’s company as a negligible small client, but Han’s preparation and growth potential challenge that assessment.
  • Leverage through future potential: Han negotiates based not only on current spending but on projected expansion, treating the two-million-yuan commitment as the beginning of a much larger partnership.
  • Hidden identities and emerging reputation: Han may secretly be the creator of the viral “Build a System for Zero Bucks,” suggesting that his influence and technical achievements are greater than his public business profile indicates.
  • Power dynamics in corporate structures: Xu’s authority over pricing and Liang’s need to work through another department highlight the internal hierarchy and competition within Azure Peak/Qingyue.
  • Calculated generosity: Xu frames the discount as a favor to Liang, while Han understands it as a strategic victory that could produce far greater value later.

4. Character Interactions

  • Liang and Xu: Their interaction is outwardly cordial but shaped by past friction and unequal status. Liang carefully manages Xu’s ego while using the relationship to advance his department’s project.
  • Liang and Han: Liang acts as Han’s introducer and advocate, presenting BugKiller positively and reinforcing its value to Xu. Han, however, takes control during the crucial pricing discussion.
  • Han and Xu: Their relationship shifts from formal client evaluation to direct negotiation. Xu tests Han with questions about team size, products, and growth; Han responds confidently and ultimately wins a favorable contract.
  • Xu and Liang after the deal: Xu treats the agreement as a personal favor to Liang and encourages him to bring more promising clients, unaware that Han may be far more significant than he first assumed.
  • Liang and Han at the end: Their final exchange introduces tension and uncertainty. Liang’s question about the viral AI tool implies he may have uncovered Han’s hidden identity or at least suspects that Han’s capabilities extend beyond BugKiller.

Ch. 63Virus-Like Spread

Chapter Summary: “Virus-Like Spread”

Key Plot Points and Events

  • Azure Peak’s annual contract is signed successfully, allowing Han Luyi and his team to migrate their computing resources. Open Things enters public beta the following day.
  • During the first two days, the platform gains moderate traction, but on the third day its growth accelerates dramatically through user-generated social media posts.
  • Examples of users sharing projects made with Open Things—such as a chess matchmaking system and a pet vaccination reminder—attract thousands of likes and generate strong word-of-mouth promotion.
  • More than 60% of the day’s traffic comes from social media referrals rather than the company’s own marketing. Registrations are expected to exceed 10,000 in a single day, nearly matching the total from the previous two days.
  • The team notes that Open Things is close to surpassing BugKiller and recognizes that they have chosen a promising market.
  • Su Niannian explains that the company cannot yet finalize pricing because it lacks comparable competitors and must first study user behavior, usage frequency, and price sensitivity.
  • In the afternoon, user activity continues climbing unnoticed. Concurrent users rise above 5,000, response times increase from roughly ten seconds to over forty, and all six inference instances become overloaded.
  • Repeated user refreshes create even more requests, worsening the delays and failures. The platform enters a self-reinforcing “death spiral” in which increasing popularity threatens to crash the service.

Character Developments

  • Han Luyi continues acting as the strategic leader. He leaves to meet Lawyer Gu while the team monitors the rapidly changing data, showing confidence in the staff’s ability to manage operations.
  • Su Niannian demonstrates careful, data-driven business judgment. Rather than copying competitors’ prices, she insists on collecting real usage data and conducting gradual pricing tests.
  • Lu Mingzhou focuses on technical and usage patterns, recognizing that new users generate unusually high numbers of inference calls.
  • Zhao Lei becomes the first person to recognize the infrastructure crisis. Once the concurrent-user count and server metrics become alarming, he immediately contacts Han Luyi.
  • Jiang Yixin remains energetic and observant, tracking the platform’s social-media popularity and monitoring dashboard. Her casual curiosity helps reveal how dramatically the service has grown.
  • Li Ting modestly worries that user-created content is outperforming her official promotional work, though she recognizes that organic growth is valuable.
  • Chen Jianye is absent because his daughter is ill, but his earlier infrastructure preparations become relevant as the platform approaches its capacity limits.

Significant Themes

  • Viral growth and unintended consequences: User enthusiasm spreads like a virus, rapidly expanding the platform but also threatening to overwhelm it.
  • The value and danger of organic promotion: User-generated content proves far more powerful than official marketing, demonstrating the strength of word-of-mouth while exposing the company to sudden, unpredictable demand.
  • Scaling challenges: Success creates technical problems. The platform’s popularity increases inference calls faster than the infrastructure can handle.
  • Data-driven decision-making: The team relies on registration figures, traffic sources, usage patterns, and server metrics to guide both business and technical choices.
  • The difficulty of pricing innovation: Because Open Things offers a unique end-to-end service, the company cannot rely on competitors and must develop its pricing model experimentally.
  • Feedback loops: Users respond to slow service by refreshing repeatedly, which creates more requests and causes even greater delays, illustrating how systems can collapse under pressure.

Character Interactions

  • Liang Yu assures Han Luyi that Azure Peak will remain available as a resource after the contract is signed.
  • Jiang Yixin and Li Ting chat casually over lunch about Chen Jianye, MBTI personality types, and their impressions of Han Luyi and Su Niannian. Their playful conversation contrasts with the serious strategy meeting nearby.
  • The two women observe Han Luyi, Su Niannian, and Lu Mingzhou analyzing growth data through the conference-room window.
  • Su Niannian and Lu Mingzhou debate how to interpret traffic growth and how to establish pricing without reliable competitors.
  • Jiang Yixin and Li Ting discuss the success of social-media promotion, while Zhao Lei joins their observation of the monitoring dashboard.
  • When Zhao Lei realizes the system is nearing failure, he urgently calls Han Luyi, marking the shift from celebration of rapid growth to an infrastructure emergency.

Ch. 64Firefighting Edition

Chapter Summary

Key Plot Points and Events

  • Han Luyi consults Gu Siyue about recruiting Zhao Wenyuan, the founder of CodeSafe, despite his previous company’s acquisition by Dingsheng.
  • Gu explains that ordinary labor-law non-compete rules may not apply because Zhao was a founder rather than an employee. However, the acquisition agreement may contain founder-specific restrictions.
  • Since Zhao was a minority shareholder who was forced into the sale, the enforceability of any non-compete depends on whether he personally signed or acknowledged the agreement. Gu advises Han to obtain the original acquisition documents and have Zhao sign a declaration confirming he has not taken trade secrets.
  • Gu cautiously asks what Source Code would do if she left Boheng. Han immediately emphasizes that he values her abilities rather than her affiliation with Boheng, but she ends the consultation before the conversation can develop.
  • Han receives an emergency alert while leaving the café: Open Things has been overwhelmed by more than 5,000 simultaneous users despite being designed for 2,000.
  • He urgently coordinates with Zhao Lei and Liang Yu to obtain additional GPU capacity from Azure Peak, while protecting Chen Jianye’s family leave because his child is ill.
  • At the office, Han leads the team through a three-part technical response:
    1. Expanding inference instances from six to twenty.
    2. Adding rate limiting so excessive requests are placed in a queue rather than repeatedly timing out.
    3. Separating AI inference traffic from web-page traffic to prevent one from slowing down the other.
  • The timeout rate drops from a dangerous level to zero by 7:45 p.m. as user traffic naturally declines.
  • The exhausted team is dismissed. Su Niannian handles user communication and plans to review retention data the next day.
  • The next morning, Jiang Yixin eagerly prepares to tell Chen Jianye about her first major production incident.

Character Developments

  • Han Luyi demonstrates strong crisis-management and technical leadership. He quickly diagnoses the system failure, delegates effectively, protects an absent employee from unnecessary pressure, and personally guides the recovery.
  • Gu Siyue shows practical legal judgment and hints at dissatisfaction or uncertainty regarding her position at Boheng by asking what Source Code would do if she resigned.
  • Zhao Lei proves capable under pressure, independently handling queue separation and routing configuration.
  • Jiang Yixin experiences her first serious production emergency. Though initially nervous, she successfully deploys scripts and gains confidence, treating the event as an exciting learning experience.
  • Su Niannian contributes by calming users, planning follow-up communication, and preparing to analyze user retention.
  • Chen Jianye remains absent to care for his sick child, and Han’s decision not to call him reflects consideration for employees’ personal responsibilities.

Significant Themes

  • Entrepreneurial and legal risk: The chapter explores the uncertainty surrounding founders’ non-compete obligations after an acquisition and the importance of carefully examining contracts before hiring.
  • Crisis management and teamwork: A potentially catastrophic service failure is resolved through rapid diagnosis, clear delegation, and coordinated technical action.
  • Growth and preparedness: Open Things’ sudden popularity exposes the limits of its original infrastructure, showing that success brings new operational challenges.
  • Responsible leadership: Han balances business urgency with concern for his employees, particularly by refusing to disturb Chen Jianye during a family emergency.
  • Professional loyalty and independence: Gu Siyue’s question about leaving Boheng introduces the possibility of a closer professional relationship with Han and Source Code.

Character Interactions

  • Han and Gu Siyue engage in a thoughtful legal consultation, with Gu advising caution and Han considering Zhao Wenyuan’s recruitment.
  • Gu’s indirect question about joining Source Code creates subtle tension and suggests growing interest in Han’s company.
  • Han directs Zhao Lei and Jiang Yixin during the emergency, teaching Jiang while relying on Zhao’s technical ability.
  • Han coordinates with Liang Yu for infrastructure support and communicates with the wider team without creating panic.
  • Su Niannian and Han work together on user relations after the outage, while Jiang later shares her excitement about the incident with coworkers through messages.
  • The chapter ends with Jiang enthusiastically approaching Chen Jianye, setting up a lighter follow-up to the intense overnight crisis.

Ch. 65The System Problem

Summary: "The System Problem"

Key Plot Points

  1. Chen Jianye's young daughter is sick with a 39.2°C fever; he takes the day off and spends it in the infusion room and caring for her at home.
  2. While caring for his daughter, he checks a recruiting app—no replies to his resumes. As a 35-year-old backend architect, he feels the pressure of age discrimination in the job market.
  3. His wife raises the school district apartment issue; the down payment gap is growing since his salary dropped from 500k (at Dingsheng, his former company) to 300k (at Source Code Technology, his current startup).
  4. Returning to work, he learns the service crashed the previous day in his absence. Han Luyi (President Han) led the emergency fix with Jiang Yixin and Zhao Lei.
  5. Chen Jianye reads the postmortem document—it uses the Five Whys method, focuses on systemic root causes, and includes an improvement checklist. His name appears only as the owner of the architecture scaling plan.
  6. Chen Jianye confronts Han Luyi, expecting to be fired. Instead, Han Luyi asks about his daughter, explains the crash was unanticipated (30k new users vs. 2k concurrent design capacity), and tells him: "People make mistakes. Every production incident is a systems-and-process problem, not a people problem."

Character Developments

  • Chen Jianye: Burdened by family financial stress (sick daughter, school district apartment, reduced income) and professional insecurity. Conditioned by his old company's blame-based culture, he expects punishment and is disarmed by Han Luyi's empathy and systems-thinking approach. His repeated phrase "I'll keep looking into it" reveals his avoidance of confronting the financial reality.
  • Han Luyi: Demonstrates a different leadership philosophy—embracing blameless postmortems, taking responsibility for systems, and showing genuine human concern (asking about Chen's daughter before discussing work).
  • Jiang Yixin: Enthusiastic and talkative, genuinely admiring of Han Luyi's technical skill, unaware of Chen Jianye's discomfort.
  • Chen Jianye's wife: Quietly practical, communicates in fragments, aware of the financial pressure but not pushing.

Significant Themes

  • Age and job market anxiety: The 35-year-old engineer's fear of obsolescence in the tech industry.
  • Blame vs. systems thinking: Contrast between Dingsheng's postmortem culture (find someone to blame) and Han Luyi's blameless postmortem philosophy (fix processes, not people).
  • Financial pressure of family life: School district apartments, healthcare, and the precariousness of a single-income household.
  • Communication under strain: The unspoken tension between husband and wife; the false cheerfulness in texting Old Zhou.

Character Interactions

  • Chen Jianye & His Daughter: Tender caregiving; her clinginess and fussing ground the domestic scene.
  • Chen Jianye & His Wife: Minimal, clipped dialogue—she asks about money; he deflects. Avoidance rather than confrontation.
  • Chen Jianye & Old Zhou: WeChat exchange built on pleasant lies ("Not bad")—a former colleague keeping in touch without real connection.
  • Jiang Yixin & Chen Jianye: One-sided chatter about the incident; she's oblivious to his growing unease.
  • Chen Jianye & Han Luyi: The pivotal exchange. Chen arrives expecting blame; finds empathy instead. Han's questions center on Chen's daughter, not the failure—subverting Chen's expectations and establishing a new corporate culture.

Ch. 66A Hero with Nowhere to Use His Skills

Chapter Summary: “A Hero with Nowhere to Use His Skills”

Key Plot Points and Events

  • Zhao Lei asks Chen Jianye about his conversation with Boss Han and learns that Chen has been told to redo the scaling design, but has not been harshly criticized. Zhao reveals that Han deliberately chose not to disturb Chen when the initial problem arose because Chen’s daughter was sick.
  • Han Luyi and Su Niannian go to lunch at a newly opened Yang Guofu restaurant. Their conversation shifts to Chen Jianye’s mistake and Han’s management philosophy.
  • Su Niannian shares an example from her former company, Beaver, where a junior engineer was publicly humiliated after a production incident. Han explains that his experience at Dingsheng taught him not to manage by assigning blame.
  • While reviewing Open Things’ performance data, Su Niannian and Han identify serious problems: complex requests require many rounds of revisions, and nearly 60% of token usage is spent fixing bugs generated by the system. Han concludes that the open-source model is too weak and that the problem must be solved at the model level.
  • Lu Mingzhou tells Han that Open Things has attracted attention throughout Haicheng’s investment community. Several investors, including Qihe, are interested, but Han postpones fundraising discussions until the company’s technical problems are addressed and asks Lu to prepare the data and venture-capital materials.
  • Han meets Zhao Wenyuan at a Luckin café. Zhao describes his unsuccessful attempts to advise other projects and his experiments with post-training an open-source model. He notes that Dingsheng has superior access to GPUs, private data, and a large research team.
  • Using Sight, Han evaluates Zhao and then directly invites him to join Source Code.

Character Developments

  • Han Luyi emerges as a considerate but firm manager. He refuses to scapegoat Chen Jianye and rejects the humiliating management style he witnessed at Dingsheng, though Su Niannian worries that being too gentle may reduce employees’ sense of responsibility. Han also demonstrates strategic judgment by prioritizing technical improvement over rushing into investment.
  • Su Niannian is shown as observant and practical. She supports a fair management style but believes mistakes must still be treated seriously. Her data analysis helps reveal Open Things’ fundamental model-quality problem.
  • Chen Jianye is portrayed as a responsible employee under personal pressure because of his sick daughter. His mistake is treated as something to correct rather than grounds for public blame.
  • Lu Mingzhou becomes increasingly excited by Open Things’ market attention and focuses on valuation and fundraising, while Han remains more cautious.
  • Zhao Wenyuan is introduced as a technically capable but underutilized researcher. Despite having strong academic and engineering interests, he has found no reliable project where his skills can be fully applied. Han’s invitation offers him a meaningful opportunity.

Significant Themes

  • Constructive accountability versus blame: The chapter contrasts Han’s supportive leadership with Beaver’s culture of public humiliation, asking how managers can correct mistakes without destroying employees’ confidence.
  • Technical limitations behind rapid success: Open Things’ sudden popularity brings investment attention, but its weak model creates inefficient outputs, excessive revisions, and high computing costs.
  • Resources and competition: Zhao’s comments highlight Dingsheng’s advantages in data, GPUs, and personnel, emphasizing how difficult it is for a smaller company to compete in large-model development.
  • Recognizing and using talent: The title reflects Zhao Wenyuan’s situation: he has expertise but lacks a suitable platform. Han’s recruitment effort suggests Source Code may grow by finding capable people whose talents larger organizations overlook.
  • Long-term judgment over short-term excitement: Although investors are eager to participate, Han prioritizes solving core product problems before raising money.

Important Character Interactions

  • Zhao Lei and Chen Jianye: Their brief exchange shows Zhao’s growing concern for a colleague and reveals Han’s considerate handling of Chen’s personal circumstances.
  • Han Luyi and Su Niannian: Their lunch conversation develops their contrasting views on management while also establishing them as trusted collaborators analyzing Open Things’ weaknesses.
  • Han Luyi and Lu Mingzhou: Their meeting highlights the tension between immediate investor enthusiasm and Han’s insistence on first establishing a stronger technical foundation.
  • Han Luyi and Zhao Wenyuan: Their café meeting connects Source Code’s needs with Zhao’s abilities. Han recognizes Zhao’s potential and ends the chapter by offering him a place on the team.

Ch. 67Twenty-seven

Chapter Summary: "Twenty-Seven"

Key Plot Points:

  • Header note: The chapter title refers to Han Luyi's age (27).
  • Coffee meeting in Shanghai: Han Luyi meets with Zhao Wenyuan at a Luckin Coffee and invites him to join his work on large models at "Source Code." Zhao Wenyuan—a former DeepMind engineer—declines, explaining that large models are too expensive and not a field they can afford to compete in. He thanks Han Luyi, who says the door will always be open.
  • Travel home: Han Luyi takes the high-speed train from Haicheng (Shanghai) to Lu'an for National Day, which coincides with his birthday. He receives a WeChat birthday message from a friend (Su Su Niannian), who promises to give him a gift when he returns.
  • Homecoming: He arrives at his mother Zhou Min's old apartment; the neighborhood is worn, the gate is still broken from Lunar New Year. She has set out fresh slippers with tags still attached and prepared a birthday feast: four dishes, one soup, and hand-rolled noodles with a fried egg.
  • Dinner conversation: Zhou Min says he has lost weight and asks about his job, boss, and coworkers. The narration notes she is referring to his old company, Dingsheng—Han Luyi gives an evasive but polite "Pretty well" and does not correct her. She then asks if he has a girlfriend; he says no, and she chides him that at 27 he should "put some thought into it." He avoids the topic.
  • After-dinner scene: Han Luyi uses "Sight" (an ability/system) to scan his mother; the result reads: "[No serious abnormalities.]" He studies it carefully before closing it.
  • Chilling final beat: Zhou Min sits beside him, struggling with an "AI class-scheduling phone app," saying she can't figure it out. Han Luyi leans over to look—and freezes. The chapter ends on this cliffhanger.

Character Developments:

  • Han Luyi: Returned son; dutiful but guarded. He hides his true work situation from his mother (he is no longer at Dingsheng), deflects questions about relationships, and secretly checks her health using his hidden "Sight" ability. His complexity grows: affectionate, secretive, and haunted.
  • Zhao Wenyuan: Pragmatic, experienced, cautious. He respects Han Luyi but realistically assesses the capital intensity of large-model development; he prefers the application layer. Polishes Han Luyi's offer with graceful refusal.
  • Zhou Min: A warm, traditional Chinese mother. She shows love through food and care, notices her son's weight, and nags about marriage. She is slightly out of touch with modern technology, which sets up the ending's tension.

Significant Themes:

  • Generational gap: The modern AI tech world (model training, apps) vs. the traditional parental world (marriage pressure, hometown life).
  • Hidden life vs. filial duty: Han Luyi lies by omission about his career and possesses a secret ability (Sight); his care for his mother is real but filtered through secrecy.
  • The high cost of AI ambition: Zhao Wenyuan's rejection highlights the brutal economics of large-model development vs. application-layer pragmatism.
  • Homecoming and memory: Childhood drawings, hometown decay, the high-school graduation photo—nostalgia and the passage of time.
  • The intrusion of AI into daily life: The class-scheduling app ("made by some AI") and Han Luyi's unexplained reaction foreshadow a larger plot development.

Character Interactions:

  • Zhao Wenyuan ↔ Han Luyi: Mutual respect; a "think it over carefully" professional exchange. Zhao is warm but firm; Han Luyi is gracious.
  • Su Su Niannian ↔ Han Luyi: Short, casual, affectionate texting; she forgets nothing (birthday gift pending).
  • Han Luyi ↔ Zhou Min: The core interaction—her fussing, his silences; food as a language of care; her gentle pressure on marriage; his covert health-scan of her; and the final freeze when he sees the app on her phone, implying a shocking connection to his secret or to his current work.

Ch. 68Lu'an Guapian

Chapter Summary: “Lu’an Guapian”

Key Plot Points and Events

  • Zhou Min shows Han Luyi a crude, brightly colored class-scheduling web app created by Teacher Wang with AI. Han helps her learn how to drag and rearrange classes within the timetable.
  • Han realizes that, through this app, his own work has indirectly affected his mother’s daily life, giving him an unexpected sense of connection and impact.
  • During two quiet days at home, Han sleeps, eats his mother’s simple meals, repairs her leaking faucet, cleans up her phone, and spends time reflecting.
  • Despite initially intending to rest, Han’s mind fills with ideas for improving Open Things, including better UI design, clearer user guidance, stronger prompts, and automatic checks for incomplete input.
  • Feeling unable to work comfortably beside his mother—especially because she believes he is on vacation—Han decides to return early to Haicheng.
  • Zhou Min accepts his decision without pressing him, but packs Lu’an Guapian tea, boiled eggs, and sliced apples for his journey. Her parting words show concern for his well-being: if he is truly tired, he should come home.
  • On returning to Haicheng, Han finds the shared office nearly empty but discovers Su Niannian working there.
  • Su Niannian has been analyzing user data and competitors during the holiday. After exchanging the tea and joking about gifts, Han joins her and immediately raises a new priority: improving Open Things’ unattractive app interfaces.

Character Developments

  • Han Luyi: His brief stay at home reveals that he is no longer capable of fully disengaging from work. His thoughts continually return to Open Things, suggesting both strong dedication and difficulty maintaining boundaries. He also becomes more aware of how technology can affect ordinary people, particularly his mother.
  • Zhou Min: She is practical, caring, and quietly observant. Though she does not openly question Han’s early departure, her packed food and tea—and her invitation to come home if tired—express maternal concern and emotional support.
  • Su Niannian: She demonstrates initiative and commitment by using the holiday to study user data and competing products. Her willingness to work independently shows that she is becoming an active contributor to Open Things rather than merely following Han’s direction.

Significant Themes

  • Work and rest: Han’s inability to relax highlights the tension between his demanding work and his need for personal recovery.
  • Technology’s everyday impact: The scheduling app shows how Han’s products and ideas indirectly reach ordinary users, even in his mother’s small-town life.
  • Family affection expressed through actions: Zhou Min communicates love through food, tea, practical help, and understated concern rather than emotional declarations.
  • Product improvement and responsibility: The chapter emphasizes that useful technology requires not only powerful functions but also accessibility, visual clarity, and good user experience.
  • Connection between home and work: Han’s return to Haicheng reflects his unresolved relationship with his former life and his growing investment in Open Things.

Character Interactions

  • Han patiently teaches Zhou Min how to use the scheduling app, reversing their usual parent-child dynamic as he helps her navigate technology.
  • Zhou Min and Han share a restrained but affectionate farewell, with her gifts and concern revealing feelings neither expresses directly.
  • Han startles Su Niannian at the empty office, leading to a brief humorous exchange and mutual concern.
  • Su Niannian asks for tea, and Han gives her one of the tins, creating a small gesture of camaraderie.
  • Their final conversation quickly shifts from personal matters to work, as both recognize the need to improve Open Things’ poor design.

Ch. 69So Ugly

Chapter Summary: “So Ugly”

Key Plot Points and Events

  • Han Luyi finally understands the seriousness of users’ complaints that Open Things’ generated apps are “ugly.” After seeing an unattractive timetable app on Zhou Min’s phone, he realizes that visual quality affects the user experience, not just aesthetics.
  • Su Niannian has already contacted designer Lin Wanqing about creating a component library for Open Things, but Lin cannot leave home during National Day because she must care for her daughter, Duoduo.
  • Han offers to watch Duoduo, and he and Su visit Lin’s home to discuss the problem.
  • Su presents user data showing that Open Things’ apps are functional but visually generic: different apps have nearly identical layouts, buttons, fonts, and spacing, differing mainly in color.
  • She explains that users repeatedly type vague requests such as “make it prettier,” but usually abandon the process after several revisions. Attempts to improve the design often make it messier, and many users eventually return to the original version.
  • Su proposes giving users visual controls—color pickers, font choices, spacing sliders, and layout templates—so they can adjust designs more precisely.
  • Lin rejects this idea, arguing that most users do not know what design they want. Too many options would overwhelm them, just as giving an inexperienced painter hundreds of colors would not produce a beautiful painting.
  • Lin suggests that users are better at choosing between concrete examples than describing their preferences. Su connects this to Apple’s success and Steve Jobs’s philosophy of giving users a finished vision rather than unlimited customization.
  • Su then proposes a standardized design-component system with rules for button sizes, corner radii, spacing, and color combinations, ensuring that generated apps will at least look coherent and attractive.
  • Lin agrees that components are possible but raises a new concern: if every app follows the same system, users may feel that none of the apps truly belongs to them.
  • Meanwhile, Han tries to draw with Duoduo. His simple house drawing is honestly judged “so ugly” by Duoduo, reinforcing the chapter’s central concern with visual taste and design quality.

Character Developments

  • Han Luyi: Moves from dismissing “ugliness” as a minor issue to recognizing it from the user’s perspective. His willingness to help with childcare also shows consideration and growing involvement with the project and its people. His poor drawing provides a humorous, personal illustration of the problem.
  • Su Niannian: Demonstrates strong analytical and product-management skills, using user data to identify the limitations of Open Things’ design process. She is initially focused on giving users more control but is open to revising her approach after Lin’s critique.
  • Lin Wanqing: Establishes herself as perceptive and confident in her design judgment. She quickly identifies the deeper issue—that users cannot clearly articulate their aesthetic preferences—and challenges Su to think beyond functional tools.
  • Duoduo: Remains energetic and candid. Her interactions with Han create a lighthearted contrast to the serious product discussion and reveal his lack of artistic skill.

Significant Themes

  • Function versus aesthetics: A product can be usable yet still fail to satisfy users if it looks generic or unattractive.
  • The limits of user customization: More controls do not necessarily create better outcomes, especially when users lack the knowledge to use them effectively.
  • Design as guidance: Good design may require presenting users with strong, curated choices rather than asking them to define everything themselves.
  • Standardization versus individuality: A component library could improve consistency and quality, but excessive uniformity might make every app feel identical and impersonal.
  • Recognizing user needs: Users may struggle to explain what they want but can often recognize and choose what they like when shown concrete examples.

Character Interactions

  • Su and Han collaborate on addressing Open Things’ design problems, with Han supporting Su’s effort to recruit Lin.
  • Su and Lin engage in a constructive disagreement: Su favors giving users direct design controls, while Lin argues for curated visual results. Their exchange leads Su toward the component-library idea.
  • Han and Duoduo share a playful drawing session. Duoduo’s blunt criticism of his drawing humorously echoes the chapter’s broader discussion about recognizing good and bad design.
  • The chapter ends with Lin challenging Su’s proposed solution, ensuring that the tension between consistency and personal ownership remains unresolved.

Ch. 70Meitu

Chapter Summary: “Meitu”

Key plot points and events

  • Su Niannian and Lin Wanqing continue discussing how to improve their app’s generated school uniforms and overall design quality.
  • Lin Wanqing proposes introducing multiple visual style templates—such as “Minimalist Business,” “Trendy Contrast Colors,” “Fresh Nature,” and “Dark Tech”—so users can select a complete design system rather than repeatedly refining prompts.
  • She explains that templates would automatically determine elements like color ratios, corner shapes, shadows, and font pairings, making customization faster and more consistent.
  • Lin Wanqing adds a third layer: AIGC-generated images for headers, icons, backgrounds, and other visual assets. Templates provide the structure, prompts determine the content, and AI-generated art gives each app a personalized appearance.
  • Su Niannian agrees to release an initial set after the holiday and have Lin Wanqing prepare a proposal for the style categories.
  • After leaving Lin Wanqing’s home, Su Niannian and Han Luyi eat together at a mala dry pot restaurant. They discuss the competitive importance of launching quickly, using Meitu’s success over numerous rival photo-editing apps as an example.
  • They calculate that adding AIGC image generation could triple operating costs. As a result, the app may need to stop being entirely free, with pricing to be finalized before the new templates launch.
  • Su Niannian gives Han Luyi birthday earbuds. During the meal, Lu Mingzhou calls to announce that he has arranged a blind date for Han Luyi, leaving Su Niannian visibly distracted and unsettled.

Character developments

  • Lin Wanqing demonstrates strong product-design insight and a willingness to adapt to AI technology. Although she once believed artistic creation belonged exclusively to humans, she now acknowledges that AI can produce work of sufficient quality in seconds.
  • Su Niannian shifts from focusing on a limited uniform redesign to recognizing the need for a broader, scalable product strategy. She also takes responsibility for the financial consequences of new AI features and begins planning monetization.
  • Han Luyi shows patience and warmth while interacting with Duoduo, despite joking that he was merely following her orders. He also reveals concern about Lin Wanqing’s heavy workload and remains attentive to practical business risks.
  • Su Niannian’s reaction to Han Luyi’s blind date suggests possible romantic feelings or emotional attachment, though she does not openly express them.

Significant themes

  • Personalization and creative ownership: The combination of templates, prompts, and generated imagery allows users to feel that their apps genuinely belong to them.
  • Technology and human creativity: Lin Wanqing reflects on how AI challenges the value and uniqueness of skills that humans spend years developing.
  • Competition and timing: Meitu’s example reinforces that success depends not only on technical quality but also on being the first product to create a memorable emotional impact for users.
  • Innovation versus sustainability: Advanced AIGC functions improve the product but significantly increase costs, forcing the team to balance accessibility with financial survival.
  • Unspoken emotions: The birthday gift and Su Niannian’s reaction to the blind-date announcement hint at deepening personal feelings between her and Han Luyi.

Character interactions

  • Lin Wanqing and Su Niannian collaborate closely, with Lin presenting the design strategy and Su evaluating its practicality.
  • Duoduo directs Han Luyi while they draw together, creating a playful, familiar atmosphere and revealing his comfort around children.
  • Su Niannian and Han Luyi discuss business strategy over dinner, functioning as equal partners while also displaying personal familiarity.
  • Su Niannian gives Han Luyi a thoughtful birthday gift, showing attentiveness beneath her casual manner.
  • Lu Mingzhou’s unexpected blind-date announcement interrupts the meal and creates an emotional shift, particularly for Su Niannian.

Ch. 71The matchmaking session

Summary of Chapter: Speed Dating

Key Plot Points

  • Lu Mingzhou invites Han Luyi to a "Speed Dating" event, clarifying it is actually a fundraising pitch event (not romantic dating). Han Luyi initially misunderstands.
  • Han Luyi attends the event on October 8th at Deep Flow Capital's offices. Fifteen startup projects, including Han Luyi's "Source Code Technology" (ranked 9th), meet with investors in eight-minute rounds.
  • Han Luyi goes through multiple rounds: some investors are uninterested, some are junior/template-based, and one (Yao Menglin from Beidou Venture Capital) is serious and technically sharp, giving Han Luyi her business card for further talks.
  • In the eighth round, a GP named Peter from Prosper Venture Capital rambles irrelevantly and brags about his appearance. Han Luyi interrupts and asks sarcastically whether Peter had the same English name in elementary school, embarrassing him.
  • The event has a mid-session break; Han Luyi reflects on the varied quality of investors.

Character Developments

  • Han Luyi: Remains calm, observant, and sharp. He handles both disinterested and demanding investors professionally, but shows a blunt, witty side when provoked by Peter's arrogance.
  • Lu Mingzhou: Acts as Han Luyi's guide/mentor, explaining investor hierarchy (GP, Director, VP) and how class and money don't always align.
  • Su Niannian: Appears only briefly at the start, reacting flatly to Han Luyi's explanation about the event.

Significant Themes

  • The "quality gap" among investors: some show genuine expertise, others are shallow or self-important.
  • The contrast between appearance and substance in the investment world (titles vs. decision-making power, wealth vs. class).
  • Han Luyi's attitude toward networking: he evaluates investors by their questions, not their titles, and refuses to waste time on empty flattery.

Character Interactions

  • Lu Mingzhou & Han Luyi: Lu explains the financial world and helps Han navigate the event; their banter is casual and trustful.
  • Han Luyi & investors: He is polite but direct; with Peter, he delivers a cutting remark that leaves the GP red-faced.
  • Su Niannian & Han Luyi: Minimal interaction—she listens quietly and replies flatly, showing an understated dynamic.
    Note: No major romantic or dramatic plot progression occurs in this chapter; the focus is on Han Luyi's professional encounter with the investment scene.

Ch. 72Can't Tell Anyone

Chapter Summary: “Can’t Tell Anyone”

Key Plot Points and Events

  • Han Luyi attends an investor-matching event and reconnects with Dong Fei, the founder of an adult-education company. They discuss the difficulty of fundraising in the post–Double Reduction environment, where investors have become wary of anything labeled “education.”
  • Dong Fei confides that entrepreneurs cannot openly discuss their financial and operational problems with employees, family, or investors. They can only speak honestly with other entrepreneurs, who understand the pressure.
  • During the final investor session, Han meets Xu Zhouxing, a partner at Newsharp Fund. Xu praises Han’s AI code-generation and testing project, offers to lead the funding round, promises a high valuation and corporate connections, and asks to add Han on WeChat.
  • Han’s hidden system panel identifies Newsharp’s credibility as extremely low and reveals that its complicated funding structure is ultimately controlled by Wang Zhiyuan, Han’s recurring rival. Han conceals his reaction and ends the conversation politely.
  • After the event, Lu Mingzhou explains that the event is mainly for exposure and practice, not for immediately closing deals. Because the company is growing rapidly, waiting two more months could substantially increase its valuation.
  • Han visits Dong Fei’s office, Hanlin Online, and observes its strained condition: empty workstations, canceled course schedules, and an atmosphere of tension despite the employees’ diligence.
  • Over tea, Dong explains that he has revised his business plan seven times while searching for Series C funding. His company’s previous Series B valuation was inflated, and the anti-dilution clause now threatens to transfer ownership away from him if the next round is valued lower.
  • Dong identifies the most painful part of entrepreneurship as being unable to tell anyone the truth about the company’s precarious situation. He asks Han how many months his own company can survive, ending the chapter on a vulnerable and significant question.

Character Developments

  • Han Luyi becomes more confident in dealing with investors. He evaluates offers cautiously, keeps his emotions hidden, and recognizes that rapid growth gives him the leverage to delay fundraising.
  • Han also demonstrates increasing strategic awareness by immediately recognizing the danger posed by Wang Zhiyuan’s hidden control of Newsharp Fund.
  • Dong Fei is portrayed as an experienced but increasingly burdened entrepreneur. His past fundraising success contrasts sharply with his present crisis, revealing how high valuations and investor protections can later threaten a founder’s control.
  • Lu Mingzhou continues acting as Han’s practical guide, helping him interpret the investor event and encouraging patience rather than rushing into a financing deal.
  • Han and Dong develop a stronger sense of mutual understanding as fellow entrepreneurs facing pressures they cannot share with outsiders.

Significant Themes

  • Entrepreneurial isolation: Founders often cannot disclose their fears to employees, families, or investors because doing so could damage morale, create panic, or weaken their negotiating position.
  • The instability of investor confidence: Industry trends can rapidly change, leaving founders trapped by valuations based on past optimism.
  • The cost of fundraising: High valuations and anti-dilution clauses may protect investors while gradually stripping founders of ownership and control.
  • Patience and strategic timing: Han’s fast growth allows him to delay financing and seek a much higher valuation, contrasting with Dong Fei’s urgent need to raise capital.
  • Trust and hidden agendas: Xu’s attractive proposal masks Wang Zhiyuan’s involvement, emphasizing that investors’ stated intentions cannot always be taken at face value.
  • Shared understanding among founders: Entrepreneurs can offer one another a rare form of emotional support because they understand the pressure of keeping a failing or threatened company alive.

Character Interactions

  • Han and Dong bond over the difficulty of discussing business crises with anyone except other founders.
  • Xu attempts to impress Han with praise, favorable terms, and promised resources, but Han remains guarded after discovering the fund’s connection to Wang Zhiyuan.
  • Lu Mingzhou reassures Han after the event and frames the experience as preparation rather than a failed fundraising attempt.
  • During the tea conversation, Dong moves from discussing fundraising mechanics to revealing his deepest fears, and Han responds with empathy because of his own recent struggles.
  • Dong’s final question—how long Han’s company can survive—invites Han to share the secret pressures behind his own business.

Ch. 73Your Work

Chapter Summary

Key Plot Points and Events

  • Han Luyi meets Dong Fei, who discusses the financial difficulties facing Hanlin and the challenges of raising money in a weak investment climate.
  • Although Han Luyi claims that Source Code’s cash flow is still positive, he privately admits the company is burning money rapidly as Open Things gains users. The company also lacks sufficient funds for continuous AI model training and iteration.
  • Dong Fei explains that he is pursuing strategic investors rather than traditional venture capital firms. He warns Han Luyi to raise money while the company has momentum but to spend cautiously, recalling how his own company’s fundraising prospects collapsed after market conditions changed.
  • After leaving, Han Luyi receives updates from Lu Mingzhou about potential investors. He returns to the office and reviews the company’s technical progress, user data, pricing plan, and template development.
  • Su Niannian reports that Open Things will offer three pricing tiers: free Basic, 99-yuan Pro, and 299-yuan Plus, with additional usage fees. Early testing shows a 6.2% conversion rate for Pro users, and projected monthly revenue could exceed one million yuan once daily active users reach 20,000.
  • Han Luyi evaluates three potential investors:
    • Origin Capital: fast-moving but aggressive about valuation; he marks it as suitable for co-investment.
    • Guanlan Venture Capital: prestigious but slow to act.
    • Hongyuan Capital: best aligned with his investment philosophy and company needs; he prioritizes it.
  • Han Luyi works late reviewing cloud adaptation code and company materials. While walking to the subway, Sight suddenly identifies two suspicious men beneath a streetlamp, displaying a critical warning over them. One man turns and notices Han Luyi, ending the chapter on a tense cliffhanger.

Character Developments

  • Han Luyi is shown as strategic and guarded. He conceals Source Code’s worsening financial position while carefully weighing fundraising options, revenue projections, technical progress, and investor compatibility. His willingness to work late also emphasizes his sense of responsibility and hands-on leadership.
  • Dong Fei appears experienced but constrained by limited choices. His past fundraising failure has made him pragmatic, and he offers Han Luyi advice based on painful experience.
  • Su Niannian demonstrates competence in product and business operations by presenting pricing research, conversion data, and the template-release schedule.
  • Lu Mingzhou acts as a proactive fundraising partner, independently screening investors and immediately agreeing with Han Luyi’s preference for Hongyuan Capital.
  • The unidentified men introduced at the end are presented as a possible threat through Sight’s warning system.

Significant Themes

  • Financial vulnerability and survival: Positive cash flow does not guarantee safety when growth increases expenses faster than revenue.
  • Timing in fundraising: Dong Fei stresses that market conditions can change suddenly, making it dangerous to delay raising capital.
  • Strategic investment versus valuation: Investors may value a company for integration and long-term structure rather than short-term growth numbers.
  • Sustainable growth: Han Luyi must balance expansion, product development, AI research costs, and careful spending.
  • Experience and mentorship: Dong Fei’s failures provide a warning that Han Luyi may be able to avoid repeating.
  • Uncertainty and hidden danger: The chapter shifts from business pressure to physical danger when Sight flags the two strangers.

Character Interactions

  • Han Luyi and Dong Fei share a candid conversation about fundraising, cash flow, and the dangers of waiting too long to seek investment. Their exchange establishes mutual respect between two entrepreneurs facing different degrees of financial pressure.
  • Lu Mingzhou communicates with Han Luyi about potential investors and supports prioritizing Hongyuan Capital.
  • Su Niannian briefs Han Luyi on pricing, user conversion, revenue projections, and upcoming templates, reflecting efficient cooperation within the company.
  • The final interaction is between Han Luyi and the shorter unidentified man, whose direct eye contact suggests that the men may have recognized or targeted him.

Ch. 74Crack

Here is a summary of the chapter "Crack":

1. Key Plot Points and Events

  • Han Luyi, walking home late at night, spots two suspicious men under a streetlamp near a van in Zhangjiang High-Tech Park. Through his "Sight" system, he identifies they are armed with a knife and a steel pipe.
  • He discreetly triggers an emergency call to police (110) and tries to calmly walk away.
  • The men realize he is their target and give chase. Han Luyi runs, but is cornered by a construction barrier.
  • A fight ensues. Using Sight's predictive trajectory lines, Han Luyi dodges the knife-wielding man, shoves him, and causes him to break his wrist falling backward.
  • Han Luyi grabs a sandbag (which Sight marks green—a new phenomenon), swings it into the second man, knocking him down. Han Luyi then breaks the tall man's shin with the steel pipe.
  • Police arrive, arrest the injured attackers, and take Han Luyi to the station for a statement.
  • He calls his friend Ma Xiaofei, who rushes over. Han Luyi notes the attackers spoke an unfamiliar language (possibly Burmese) and Ma Xiaofei asks if this is related to the previous "Flash incident."

2. Character Developments

  • Han Luyi: Discovers the physical enhancements from Sight are far greater than he realized (he lifts a 20–30 lb sandbag effortlessly). Despite initial panic, he displays quick thinking and combat effectiveness under pressure. He remains calm and pragmatic in his police statement.
  • Ma Xiaofei: Shows his loyalty and seriousness—he drops his usual jokes and immediately comes to support Han Luyi upon the late-night call.

3. Significant Themes

  • Self-defense versus excessive force—Han Luyi questions himself about how strong he actually is and whether throwing the sandbag was necessary.
  • The nature and limits of the Sight system—its data overload, stamina drain (Stamina hits 0/500), and unexpected behavior (green marking).
  • A looming mystery: the attackers' motives and their possible connection to the "Flash incident," suggesting a larger threat arc.

4. Character Interactions

  • Han Luyi vs. the two attackers: a tense, violent confrontation resolved by his clever use of Sight and environment.
  • Han Luyi with the police: Officers are skeptical of his story (one man, barehanded, beating two armed attackers), and he is told self-defense determination is not up to them.
  • Han Luyi with Ma Xiaofei: A brief but tight exchange, ending with Ma Xiaofei's serious question about Flash, deepening the suspense.

Ch. 75Decorum

Chapter Summary: Decorum

Key Plot Points

  • Morning routine: Fang Zhengping arrives at Boheng Law Firm at precisely 8:15—early enough to seem diligent, late enough to avoid awkwardness.
  • Quarterly rankings: The revenue report places Gu Siyue third in revenue, first in client satisfaction—anomalous for a younger partner, making her a concern.
  • Dingsheng Group offer: A major corporate client consolidates legal providers and wants to sign Boheng for a long-term counsel contract (~1.5M/year), but requires Boheng to abandon Source Code Technology, a startup Gu Siyue represents (worth ~200–300K/year), due to conflict of interest.
  • Confrontation: Fang Zhengping informs Gu Siyue she must drop Source Code and hand Dingsheng over to the firm. She asks whether it went through a partners' meeting or formal conflict-of-interest review—Fang deflects, calling it a discussion whose direction "will not change."
  • Gu Siyue's countermove: Returning to her office, she opens an existing encrypted folder containing her plans for opening her own firm, creates a "Boheng Law Firm Practice Violations Memorandum," and exports a recording—evidence she's been collecting.

Character Developments

  • Fang Zhengping: Revealed as politically calculating, appearance-obsessed, and resentful of Gu Siyue's independence. He views her talent as a liability to the firm's control, and treats the decision as inevitable protocol.
  • Gu Siyue: Cool-headed and strategic, she doesn't argue or plead. Her pre-existing exit plan indicates she anticipated this. She's methodical, evidence-driven, and emotionally detached—converting a professional setback into a legal maneuver.

Significant Themes

  • Office politics vs. merit: Capability is acknowledged but weighed against loyalty and manageability.
  • Conflict of interest as power tool: The ethical issue is real, but it conveniently serves institutional control over an individual's client relationships.
  • Appearances vs. reality: Decorum (arrival times, politeness, procedural language) masks calculated agendas.
  • Independence vs. institutional dependence: Fang assumes the firm's name validates her; Gu's plans suggest otherwise.

Character Interactions

  • Fang & Gu (the central scene): A terse, three-minute exchange. Fang speaks in procedural, paternalistic tones; Gu responds in precise questions, pinning him to procedure. Her final question—"informing or discussing?"—exposes that the process is performative. He confirms it: "the direction will not change." She leaves without emotion.
  • Fang & Dingsheng (phone): Formal, transactional; he immediately calculates the financial trade-off and discards Source Code's value.
  • Fang & secretary: Brief but revealing; she manages his schedule and notes, and his internal lines move with efficiency—a microcosm of his controlled environment.

Ch. 76Daybreak

Key Plot Points and Events

  • Han Luyi is attacked by two men on his way home at night.
  • He defends himself and calls the police, providing detailed information about the incident.
  • Captain Luo Haifeng from the police division interviews Han Luyi and reveals that the attackers are connected to a cross-border case involving Flash.
  • Han Luyi is free to go and returns home, where he experiences delayed fear and falls asleep quickly.
  • The next day, Han Luyi receives messages from Lu Mingzhou and Gu Siyue. He learns that Lu Mingzhou has secured a meeting with Hongyuan Capital in Beijing, and Gu Siyue wants to discuss something in person. Han Luyi also warns Gu Siyue to be careful due to the recent attack.

Character Developments

  • Han Luyi demonstrates quick thinking and calmness under pressure during the attack and at the police station.
  • He shows concern for Gu Siyue's safety after the attack, indicating his growing awareness of potential threats.
  • Han Luyi's fear manifests after he returns home, highlighting the emotional toll of the incident.

Significant Themes

  • Self-defense and the law: Han Luyi's actions and the police's response emphasize the importance of self-defense and the protection of the law.
  • Consequences of past actions: The attack is connected to Flash's previous activities, showing that Han Luyi's past involvement may still have repercussions.
  • Trust and support: Han Luyi's friendship with Ma Xiaofei is reinforced as Ma Xiaofei supports him through the incident.

Character Interactions

  • Han Luyi and Ma Xiaofei: Ma Xiaofei supports Han Luyi throughout the incident, driving him to the police station and offering to help in any way he can.
  • Han Luyi and Captain Luo Haifeng: Luo Haifeng treats Han Luyi respectfully and professionally, acknowledging his quick thinking and providing reassurance about the case.
  • Han Luyi and Gu Siyue: Han Luyi warns Gu Siyue to be careful, showing concern for her safety and maintaining their professional relationship despite the tension between them.

Ch. 77Hongyuan Capital

Chapter Summary: Hongyuan Capital

1. Key Plot Points and Events

  • Lu Mingzhou and Han Luyi fly economy class from Haicheng to Beijing to pitch Source Code Technology to Hongyuan Capital, a highly influential investment firm managing over 18 billion yuan.
  • Lu explains Hongyuan’s importance: its state-owned connections, access to major corporations and semiconductor resources, and the prestige of founding partner He Yunshen’s endorsement.
  • Hongyuan is also a difficult target because it has never invested in AI and typically favors companies with proven revenue and profits rather than high-valued, pre-revenue startups.
  • Lu prepares Han to lead the presentation, emphasizing that he must convince Hongyuan that Source Code is building a genuinely transformative technology rather than following a temporary trend.
  • At Hongyuan’s office, Han, Lu, and three investment representatives meet:
    • He Yunshen focuses on the founder’s vision and overall capability and holds veto power.
    • Wang Bingqian scrutinizes data authenticity, team stability, and profitability.
    • Xie Yichen evaluates technical feasibility, model-layer capabilities, and competitive differentiation.
  • Han presents Source Code’s two products, BugKiller and Open Things, but begins with the emerging concept of “vibe coding,” arguing that the company is creating a new market rather than competing in an established one.
  • When Wang questions the reliability of BugKiller’s 97% positive review rate from a small closed beta, Han openly provides access to Open Things’ live backend data, showing an 81% satisfaction rate among a much larger open-beta group.
  • Xie challenges the company’s dependence on third-party AI models and asks what would happen if OpenAI replicated its product. Han argues that Source Code’s true advantage lies in the integration of Open Things’ code generation with BugKiller’s automated detection and repair system.
  • Han cites 130,000 compliant, desensitized bug-fix data pairs accumulated over seven months as the foundation of BugKiller’s detection capabilities.
  • He admits that Source Code will eventually need its own models, comparing this necessity to car companies developing their own batteries, but insists that rapid execution can preserve their lead.
  • The presentation ends on a tense pause, with both investment specialists looking to He Yunshen for his judgment.

2. Character Developments

  • Han Luyi demonstrates confidence, preparation, and strategic maturity. Although initially treated as a young founder, he handles difficult questions without exaggeration or hesitation.
  • He shows particular courage by refusing to invent a forecast for future satisfaction rates and instead revealing real-time internal data, strengthening his credibility.
  • Han also clarifies Source Code’s technological strategy: rather than claiming an unrealistic advantage in foundational models, he focuses on the company’s current detection-and-repair system and its accumulated data.
  • Lu Mingzhou acts as strategist and advisor. He understands Hongyuan’s investment logic, recognizes the risks of pitching an AI company to a conservative fund, and quietly worries when Han makes bold choices during the presentation.
  • Lu’s respect for Han increases as Han successfully handles questions Lu had not anticipated.
  • He Yunshen is established as an experienced, highly selective investor whose personal approval could significantly influence Source Code’s future fundraising.
  • Wang Bingqian appears skeptical and detail-oriented, immediately probing the reliability of the company’s metrics.
  • Xie Yichen serves as the technical skeptic, testing whether Source Code has a defensible moat beyond dependence on external model providers.

3. Significant Themes

  • Credibility versus hype: Han must prove that Source Code’s vision is supported by real data and functioning products rather than fashionable AI rhetoric.
  • Innovation ahead of established markets: The company is presented as creating a new category around “vibe coding,” making conventional financial metrics less immediately applicable.
  • Speed as a competitive advantage: Han acknowledges that Source Code lacks complete technological independence but argues that rapid execution can keep it ahead of larger competitors.
  • Data as a moat: BugKiller’s accumulated bug-fix pairs and its integration with Open Things are portrayed as the company’s most defensible assets.
  • State-connected capital and strategic resources: Hongyuan offers more than funding; its government, corporate, and semiconductor connections could help Source Code scale and later develop its own models.
  • Founder credibility: The meeting emphasizes that investors are evaluating Han’s judgment, honesty, vision, and ability to execute—not merely the products themselves.

4. Character Interactions

  • Han and Lu share a close professional partnership: Lu provides preparation and strategic analysis, while Han takes responsibility for delivering the vision.
  • Han’s exchange with Wang shifts the atmosphere in his favor. Instead of making unsupported projections, he gives Wang direct access to live data, demonstrating transparency.
  • Han and Xie engage in the central technical debate of the meeting. Xie questions the lack of a proprietary model, while Han reframes the company’s advantage around its integrated detection and repair loop.
  • Han deliberately addresses He Yunshen during his long-term vision, signaling that he understands He’s authority and hopes to win his personal confidence.
  • The chapter concludes with the three Hongyuan representatives silently deferring to He Yunshen, heightening the suspense over whether the pitch has earned his approval.

Ch. 78He Yunshen

Key plot points and events

  • At a fundraising meeting, investor He Yunshen asks Han Luyi how old he is and how many business cycles he has experienced. Han admits he has not lived through one but says he moves fast and hopes to understand the cycle in hindsight.
  • The discussion turns to valuation. Wang Bingqian argues that Source Code Technology’s low ARR and lack of paid-user data do not justify a billion-yuan valuation. He offers 500 million yuan for 15% equity, conditional on a performance guarantee that could force the founders to surrender more shares if they miss revenue targets.
  • Han calls the offer too low but does not argue or counter. He and Lu Mingzhou leave, saying they will seek Series A funding elsewhere and may reconnect after stronger data arrives.
  • He Yunshen gives Han his private phone number afterward and invites him to talk when he next visits Beijing, but does not reveal whether he could improve the offer.
  • As Han and Lu leave, Su Niannian tells Han that Boheng Law Firm has terminated its legal-counsel relationship with the company. The failed funding and loss of legal support leave the company facing a worsening situation.

Character developments and interactions

  • Han Luyi remains composed under pressure. Rather than defend his valuation through conventional metrics, he refuses an offer he considers inadequate and leaves without bargaining. He is ambitious but recognizes the limits of the current data and funding options.
  • Lu Mingzhou supports Han’s position, citing the rapid growth of Open Things, while acknowledging that its conversion and retention data are not yet available. Afterward, he interprets He Yunshen’s silence as a possible sign that the offer was limited by authorization.
  • He Yunshen stays mostly silent during negotiations, then offers Han a private channel and personal encouragement. His intentions remain unclear.
  • Wang Bingqian and Xie Yichen assess the company through conventional SaaS standards: ARR, renewals, monetization, and reliance on third-party models. Their concerns are financially grounded, but their framework does not account for Han’s AI-driven valuation case.
  • Su Niannian brings Han the unexpected news that the company’s lawyers have withdrawn.

Significant themes

  • Competing valuation frameworks: Traditional SaaS metrics clash with the founders’ belief in AI’s future potential.
  • Ambition versus evidence: Han is willing to move quickly, but the company’s promising user growth has not yet translated into paid conversion or retention data.
  • Leverage and risk in fundraising: The proposed performance guarantee could weaken the founders’ position in future financing rounds.
  • Uncertainty and setbacks: The chapter ends with both financing and legal support in jeopardy, raising the stakes for the company.

Ch. 79Fault First

Fault First — Chapter Summary

Key Plot Points

  • Gu Siyue, senior partner at Boheng Law Firm, discovers via administrative email that a termination notice for client Source Code Technology was issued in the firm's name without her knowledge or consent.
  • She verifies that two procedural requirements were skipped: no partner meeting vote and no conflict-of-interest review.
  • She logs the violations into her private "Boheng Law Firm Practice Violation Memorandum" and waits.
  • Managing Partner Fang Zhengping calls her in, instructing her to hand over the Source Code account while offering token work from a new client (Dingsheng) — effectively sidelining her.
  • Gu Siyue confronts him, citing Article 47 of the partnership agreement (procedural violation) and presents a signed withdrawal-from-partnership application.
  • Fang threatens her with the non-compete clause; she counters with Article 14's supplementary provision: prior fault by a partner voids the non-compete.
  • Gu Siyue leaves, packs her office belongings, and drives home.
  • Client Han Luyi calls about the termination notice; Gu Siyue announces she's opening her own firm and offers a new representation agreement.

Character Developments

  • Gu Siyue: Methodical, strategic, and emotionally controlled. She documented violations in advance, had her withdrawal application pre-prepared, and executed her exit calmly. Demonstrates loyalty to clients over firm politics.
  • Fang Zhengping: Politically manipulative but procedurally sloppy. He underestimates Gu Siyue's preparedness and is caught off-guard by her withdrawal. His attempt to placate her ("take my new client") backfires.
  • Han Luyi (client): Shows genuine concern for Gu Siyue's well-being before immediately trusting her with the new engagement.

Significant Themes

  • Procedure as power: Following (or violating) formal procedure is the central battleground; Gu Siyue wins by using the firm's own rules against its leadership.
  • Documentation and preparedness: Gu Siyue's success comes from having evidence and legal groundwork laid in advance.
  • Standing up to unethical leadership: Refusing to accept mistreatment quietly; using contractual rights rather than emotional confrontation.
  • Loyalty and trust: Client relationship (Han Luyi) proves stronger than institutional ties.

Character Interactions

  • Gu Siyue & Xiao Zhou: Brief, restrained. He senses something is wrong; she keeps it professional.
  • Gu Siyue & Fang Zhengping: The core confrontation. She presents facts and cites provisions; he tries threats and intimidation, then falls silent when outmaneuvered. Power shifts decisively in her favor.
  • Gu Siyue & Han Luyi: Short phone call. His first question is about her welfare, not the legal mess — reflecting a trusted attorney-client bond. Ends with a new beginning (her own firm).

Ch. 80I Have a Friend

Summary: "I Have a Friend"

Key Plot Points

  • Han Luyi meets with his lawyer, Gu Siyue, at a café. She presents him a Legal Counsel Representation Agreement with Source Code Technology; he signs it in his personal capacity (fees reduced as a "grand opening special").
  • Han Luyi poses a hypothetical legal question: an A-share listed company VP ("A") registers an offshore BVI shell company under someone else's name, uses it to invest in a startup founded by his former subordinates, then pushes the listed company to acquire the startup at a premium, letting the shell company exit profitably.
  • Gu Siyue identifies this as a "complete closed loop of benefit transfer" involving: undisclosed related-party transactions/conflicts of interest, serious information disclosure violations, and potential criminal liability for using one's position to transfer benefits.
  • She explains reporting options: the board/audit committee (fastest but risky if the board is compromised), the CSRC (administrative, slow), or the economic crimes unit (criminal, fast, but needs strong evidence). She advises involving a lawyer early in evidence gathering.
  • A "Sight" panel reveals Han Luyi's emotion as Calm (Hidden: Worried) and Core Anxiety: Lost — implying the hypothetical is his own situation.
  • Han Luyi returns to the office, where the team is preparing for the official launch of the product "Open Things" at 10 AM the next day. Su Niannian confirms all systems (payments, stress testing) have passed.

Character Developments

  • Han Luyi: Revealed to be entangled in a serious legal/compliance matter (likely targeting a corporate rival or his own exposure). He is cautious, evasive, and genuinely uncertain about next steps. Also shown as a hands-on, approachable team leader.
  • Gu Siyue: Perceptive and sharp—immediately recognizes Han Luyi is the "friend." Professional, pragmatic, and supportive, offering pointed advice: "Be careful. Don't rush." The reduced fee suggests loyalty to Han Luyi.

Significant Themes

  • Corporate governance and accountability: Dismantling how executives can exploit insider positions for personal profit through offshore structures and acquisition schemes.
  • Whistle-blowing and its risks: The trade-offs between internal reporting, regulatory complaints, and criminal prosecution; the danger of retaliation.
  • Hidden vulnerability beneath composure: Han Luyi's outward calm masks anxiety and a sense of being lost.
  • Contrast between two worlds: The high-stakes, gray-area world of corporate law versus the energetic, team-driven startup preparing to launch.

Character Interactions

  • Han Luyi & Gu Siyue: A professional yet knowing rapport. Both understand the "hypothetical friend" is Han Luyi himself, but neither says it directly. She gives clear legal analysis and a personal warning to be careful.
  • Han Luyi & Office Team: Warm and collegial. Jiang Yixin and Su Niannian update him on launch readiness; he shows trust in their work.
  • Duoduo (child): Lightens the mood—she's at the office for a sports day (won first place with number "12"), and cheerfully announces Han Luyi knows "so many pretty big sisters," amusing the staff. Jiang Yixin is tasked with entertaining her.
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