Summary: Chapter from "China's Top Tier"

Key Plot Points & Events

• Han Luyi pays for lunch and receives a call from Zhao Wenyuan about breakthrough model results: intent understanding rose from 83.7 to 85.2, plus gains in semantic coherence and multi-turn reasoning, with composite score up nearly 2% at the 7B parameter scale.
• Zhao credits the unusually high-quality annotated data; Han orders him not to tweak the learning rate further and to start deploying the model for real-world scenario tests, aiming to "shock" Dingsheng at Tuesday's meeting.
• Han Luyi notices his "experience points" have increased and deduces a positive correlation between model training and XP, which motivates him.
• Han and Su Niannian visit a DJI/Hasselblad store; Han decides to buy three Pocket 4 and three Action cameras as raffle prizes to boost team morale.
• At Dingsheng, Cheng Yuan and Dr. Liu Dahai prepare for the meeting. Liu presents Dingsheng's internal model "Kun Yuan" as being "China's top tier," with intent understanding reaching 78 and close to GPT-4 on some benchmarks.
• Both sides prepare to confront each other, each confident in their own model.

Character Developments

• Han Luyi: Emerging as a hands-on, generous boss; strategic about model improvement and resource allocation, while still learning the nuances of leadership and motivation.
• Su Niannian: Pragmatic and knowledgeable (as a product manager), she guides Han on practical employee incentives and supports his decisions.
• Zhao Wenyuan: Enthusiastic and loyal, excited by the technical breakthrough and eager to surprise former colleagues at Dingsheng.
• Cheng Yuan: Professional and meticulous, quietly confident that Dingsheng's advanced model will put Source Code in its place.
• Liu Dahai: Brash, informal, and technically arrogant; believes Dingsheng's model is top-tier and dismissive of small startups.

Significant Themes

• Competition and Rivalry: The coming showdown between a small startup and an industry giant; both sides believe they have an edge.
• Innovation vs. Established Power: A small team's high-quality data annotation may outpace a large company's brute-force scale.
• Leadership and Team Culture: Han's shift from corporate worker to boss, investing in team bonding through gifts and trusting his team's expertise.
• Data Quality as Competitive Advantage: The model improvements highlight that high-quality data matters as much as parameter size.

Character Interactions

• Han Luyi & Zhao Wenyuan (phone): Han listens to the technical report, makes quick strategic decisions, and encourages Zhao with confidence.
• Han Luyi & Su Niannian: Casual, cooperative interaction; Su offers practical insight into employee preferences, Han makes a decisive purchase.
• Cheng Yuan & Liu Dahai: Tension over protocol versus technical arrogance; Cheng steers the demo toward brevity and impact, Liu acts supremely confident about Kun Yuan's efficacy.

Summary: "The Show Begins"

Key Plot Points

1. Arrival & Reunion: Han Luyi, Zhao Wenyuan, and Zhang Biao arrive at Dingsheng Tower (33rd floor) for a meeting at Turing Hall. Cheng Yuan, Prosperity Group's Strategic Investment VP, greets them warmly but is visibly unsettled to see Zhao Wenyuan—whom he had previously forced out during the hostile acquisition of CodeSafe (with Wang Zhiyuan's help).
2. Introduction of Liu Dahai: Cheng Yuan introduces Dr. Liu Dahai, Prosperity's chief scientist for their model division. Zhao Wenyuan impresses Liu by citing his published work on scaling laws, but loses credibility when admitting he's a one-man model team.
3. Kun Yuan Demonstration: Liu Dahai presents Prosperity's general foundation model, Kun Yuan—hundreds of billions of parameters, trained for 3+ months with a 200-person labeling team. Results show it's ~3% behind GPT-4, with intent understanding claimed as its strength. A live demo processes a vague request successfully.
4. Glutinous Rice Ball Counter-Demonstration: Han Luyi reveals his own model—7B parameters, trained on fewer than 10,000 data points. Using the same prompt, his model produces a dramatically more sophisticated output: a complete weekly report template that interprets hidden subtext (anxiety-compensation behavior, self-protection motives, performance pressure).
5. The "View Reasoning Process" Reveal: Liu Dahai clicks an unseen feature that expands the model's chain-of-thought—showing it analyzed the user's psychological state and inferred the true intent behind the request. Liu Dahai is visibly shaken.

Character Developments

• Han Luyi: Strategic and composed. Uses his "Sight" ability to read hidden emotions. Demonstrates quiet confidence by letting others set the stage before presenting his own overwhelming evidence. Named his model "Glutinous Rice Ball" casually, underplaying its significance.
• Cheng Yuan: Confident, controlling, and habitually senior in his demeanor. Hides alarm at Zhao Wenyuan's presence. Views interactions as "rhythm" to be managed; his composure cracks when Han's demonstration fails to elicit the expected shock.
• Zhao Wenyuan: Professional and restrained in a meeting with his former nemesis. Diplomatic toward Cheng Yuan; academically engaged with Liu Dahai. His one-man-team status draws initial dismissal.
• Liu Dahai: Pure technologist—disinterested in corporate politics, eager to return to research. Initially treats Zhao like a hobbyist, but his back snaps straight when confronted with something beyond his frame of reference.
• Zhang Biao: Peripheral role; waits in corridor, visibly disciplined.

Significant Themes

• Appearances vs. Reality: Cheng Yuan's public confidence masks hidden suspicion; Kun Yuan's massive scale produces surface-level output while Han's tiny model grasps true intent. Han's Sight ability reinforces that emotions displayed ≠ emotions felt.
• Resources vs. True Capability: A 7B-parameter model with 10k data points outperforms a hundreds-of-billions-parameter project with a 200-person labeling team—directly challenging conventional assumptions about AI development.
• The Power of Demonstrative Proof: Rather than argue, Han lets the technology speak. The meeting is a "show" (as titled) where the demonstration itself is the weapon.
• Comeback/Revenge Narrative: Zhao Wenyuan's silent presence at this meeting carries the weight of past humiliation; the chapter hints at an inevitable reckoning.
• The Humble vs. Grand Naming: "Kun Yuan" (grand/cosmic) vs. "Glutinous Rice Ball" (mundane, everyday)—sovereign irony, excellence hiding in plain sight.

Character Interactions

• Han Luyi ↔ Cheng Yuan: Tense mutual politeness; handshake choreography reveals power struggle. Han reads Cheng's hidden alarm+suspicion, giving him a strategic edge.
• Cheng Yuan ↔ Zhao Wenyuan: Stilted reunion; both tactfully avoid mentioning the past while both remember it vividly.
• Zhao Wenyuan ↔ Liu Dahai: Zhao wins academic credibility, loses it (team size), then the exchange of models rearranges their dynamic entirely.
• Han Luyi ↔ Liu Dahai: The core battle—Liu's casual dismissal transforms into stunned respect when he reads the reasoning trace.

Summary of the Bonus Chapter

Key Plot Points and Events

• Liu Dahai tests Source Code's AI model Glutinous Rice Ball against Dingsheng's Kun Yuan using his hardest benchmark question.
• Glutinous Rice Ball scores 85.2 on intent comprehension vs Kun Yuan's 78, surpassing OpenAI's GPT (78.2) by 7 points.
• Han Luyi reveals the score, then shifts strategy: instead of an acquisition, he proposes Dingsheng invest computing power (GPU usage rights) in exchange for shares in a new general foundation-model company.
• Cheng Yuan is caught off guard; the proposal is outside his authorization from Zheng Xiaobo.
• Han Luyi leaves a copy of benchmark data, promising remote access for further demos, and departs with Zhao Wenyuan.
• Afterward, Liu Dahai begins writing a technical analysis, concluding the margin cannot be explained by architecture or RLHF/DPO alone.

Character Developments

• Liu Dahai: Transforms from skeptical evaluator to intensely curious researcher; his emotional tag shifts to “Highly Focused,” and he humbly realizes he has no clear explanation for the result.
• Cheng Yuan: Loses composure as his prepared acquisition framework collapses; he’s now forced to report an unexpected proposal to Zheng Xiaobo.
• Han Luyi: Assertive and strategic, he controls the negotiation, calmly pivots from acquisition to partnership, and declines to reveal the technical secret.
• Zhao Wenyuan: Quietly confident; he observes Liu Dahai’s reaction and lets Han Luyi lead the dialogue.

Significant Themes

• Technological Superiority as Leverage: A superior model shifts power dynamics, turning a potential acquisition upside down.
• Value of Compute vs. Methodology: Money is replaceable, but scarce computing power becomes the bargaining chip; core methods are the untouchable asset.
• Intellectual Curiosity and Mystery: Liu Dahai’s obsession with how the model works drives the chapter’s closing tension.
• Business Strategy Under Uncertainty: Han Luyi exploits Dingsheng’s need to catch up, creating a deal they cannot easily refuse.

Character Interactions

• Liu Dahai × Han Luyi: A technical showdown followed by a defensive question (“How did you do it?”) and a polite refusal to disclose.
• Han Luyi × Cheng Yuan: Han redirects the conversation from acquisition to investment; Cheng Yuan stumbles, his authority and decision tree broken.
• Zhang Biao (driver) × Han Luyi/Zhao Wenyuan: Bean-counts scores (78 vs 85), fails to grasp the significance, yet offers simple congratulations.
• Liu Dahai × Cheng Yuan: Cheng Yuan asks Liu to prepare for a meeting with Zheng Xiaobo, marking Liu’s new role as the technical explainer of an inexplicable rival.

Summary: Chapter "The Only Explanation"

Setting: Dec 16, 9:30 a.m., Zheng Xiaobo's office at Dingsheng Tower. Cheng Yuan and Liu Dahai report on the failed pitch meeting.

Key Plot Points

• Cheng Yuan opens by admitting fault but subtly shifts blame: Liu Dahai's technical presentation was undermined when the other side gave a reverse demonstration.
• Han Luyi (the opposing party) revealed his own model—a fine-tuned open-source 7B model—that outperformed Dingsheng's "Kun Yuan" in live tests (85.2 vs. 78 on intent understanding).
• Han Luyi's counter-proposal: Dingsheng should convert GPU usage rights into investment in exchange for equity in a new, not-yet-registered company focused on general foundation models, co-founded with Zhao Wenyuan. He withheld company name, registration status, and team structure, preventing due diligence.
• Zheng Xiaobo asks if the technology could be faked or overfitted; Liu Dahai insists it is genuine, backed by self-created test questions and comprehensive benchmark data.
• Liu Dahai presents an overnight technical analysis: the competitor's advantage is not architecture innovation but superior labeled data—the bottleneck in training large models.
• The chapter ends with Zheng Xiaobo suddenly saying: "ScaleAI." —suggesting he knows or suspects the source of that data.

Character Developments

• Cheng Yuan: Politically cautious, blame-avoidant; frames the failure as beyond his authority, positioning himself as a victim of circumstance.
• Liu Dahai: Honest, technically rigorous, humiliated but diligent; wrote a detailed analysis overnight and defends the competitor's capability despite it hurting his pride.
• Zheng Xiaobo: Sharp and perceptive; asks precise technical questions, initially arrogant ("he had thought Han Luyi didn't know how high the sky was"), but now realizes he was the one who lacked vision. His final "ScaleAI" reveals a hidden layer of insight.

Significant Themes

• Arrogance and underestimation: Zheng's worldview is shaken by an unexpected rival.
• Corporate politics: blame-shifting and information control in a business meeting.
• AI competition: data quality and labeled data as the decisive edge, not sheer model size.
• Mystery and intrigue: Han Luyi's opaque new company and the enigmatic "ScaleAI" hint at a deeper, possibly dangerous secret.

Character Interactions

• Cheng Yuan manages the narrative, deferring technical questions to Liu Dahai while downplaying his own role in the failure.
• Liu Dahai addresses Zheng Xiaobo directly, carefully balancing technical detail and accessibility, visibly bitter about the defeat.
• Zheng Xiaobo interrogates Liu Dahai on authenticity and overfitting, and ultimately draws a conclusion the others haven't reached, ending the chapter on an ominous, cryptic note.

Chapter Summary

Key Plot Points

• Liu Dahai presents his analysis of Han Luyi's AI model "Glutinous Rice Ball" to Zheng Xiaobo and Cheng Yuan at Dingsheng.
• He explains that the model's success stems from exceptionally high-quality data annotation—far superior to anything currently available on the market.
• Zheng Xiaobo orders an investigation into Han Luyi's data sources and instructs them to poach his supplier once identified.
• Zheng also plans a computing-power partnership with Han Luyi's company, but includes a hidden clause requiring training data sharing—and deliberately delays the response to gain negotiation leverage.
• Meanwhile, Han Luyi finishes annotating data using his Sight system, then discovers his old college roommates have been messaging him and agrees to meet them this weekend.

Character Developments

• Zheng Xiaobo: Demonstrates sharp strategic thinking, patience, and ruthlessness. His "first person to speak loses" mindset shows he's a calculated negotiator willing to play the long game.
• Liu Dahai: Genuinely excited by the technical implications of Han Luyi's data quality; believes it could push Kun Yuan to become "number one in the world."
• Cheng Yuan: Follows orders efficiently, serving as a loyal executor of Zheng's plans.
• Han Luyi: Shows his practical nature—energetically annotating data, then immediately responding to friends once reminded, revealing a down-to-earth personality beneath his technical brilliance.

Significant Themes

• Data as the new oil: The chapter emphasizes that high-quality annotated data—not model architecture or raw compute—is the true competitive advantage in AI.
• Corporate espionage: Dingsheng's willingness to poach Han Luyi's supplier rather than cooperate fairly highlights the cutthroat nature of the industry.
• Negotiation tactics: Zheng's deliberate delay strategy illustrates classic power dynamics in business dealings.
• Ambition vs. decency: Zheng's monomaniacal pursuit of competitive advantage contrasts with Han Luyi's simple, honest approach to work and friendship.

Character Interactions

• Liu Dahai ↔ Zheng Xiaobo & Cheng Yuan: A focused presentation where Liu lays out technical evidence and Zheng immediately translates it into business strategy.
• Zheng Xiaobo ↔ Cheng Yuan: Direct, command-and-order dynamic; Zheng gives concise instructions while Cheng Yuan dutifully notes them.
• Han Luyi ↔ Dorm 404 group chat: A lighthearted, casual exchange with Ma Xiaofei and Zhang Haoran, showcasing Han Luyi's humorous side ("I'm such a terrible father") and his loyalty to old friendships.

Note: The provided text appears to be cut off mid-scene, so this summary covers only the portion given.

1. Key Plot Points and Events

• The Source Code Technology–NeusAI collaboration is underway. Jiang Yixin is effectively the project lead for localizing Open Things into an overseas (US-first) version.
• Her current tasks: assess the Mercury model's capabilities, draft the overseas product plan, and coordinate with NeusAI's product manager, Sarah.
• Jiang Yixin recalls Airbnb's failure in China as a cautionary tale, concluding the root cause was arrogance and ignoring local user needs. She decides the goal is to "build a tool Americans would use, not an English version of Open Things."
• In a video meeting, Sarah's rapid English forces Jiang Yixin to rely on AI transcription and subtitles. The team broadly uses AI translation tools for documents.
• At a mall lunch, Qian Xiaole shares her experience testing Mercury's "automated workflow mode": it works well but is annoying because it pauses at every step asking for confirmation. She simply keeps clicking "yes." This sparks a sudden idea in Jiang Yixin—the text cuts off here.

2. Character Developments

• Jiang Yixin grows into her new leadership role—working long hours, researching, and applying lessons taught by President Su (e.g., building user profiles). She feels the weight of responsibility but stays determined.
• Qian Xiaole is introduced as an unconventional, high-output engineer who trusts AI heavily (writes code, reviews logic, feeds errors back to AI). Her output is 30% higher than the next best performer. She also has a quirky, obsessive knowledge of sandwiches.

3. Significant Themes

• Localization ≠ Translation: True localization requires understanding local users, not just changing the language. Airbnb's Chinese failure is an object lesson in arrogance.
• AI transforming work: AI translation, code generation, and automated workflows are now embedded in daily work—but trust varies, and friction remains (e.g., AI pausing to ask for confirmation at every step).

4. Character Interactions

• Jiang Yixin & Qian Xiaole have a friendly, informal rapport; Jiang Yixin invites her to lunch and listens to her technical experiences.
• Li Ting joins them casually, supportive and lighthearted (eating salad to lose weight).
• Sarah (NeusAI) is polite on the surface but carries a faint condescension, creating subtle tension across the collaboration.

章节摘要：《So Smart, Let's Call It an Agent》

1. 关键情节与事件

• 午餐时，钱小乐随口说使用 Mercury 模型时“一路点同意、根本不看”，引发江亦心警觉。
• 江亦心意识到：如果没人需要看确认信息，那么这些确认步骤的唯一作用就是把人类困在流程里。
• 她提出新思路：把人从流程中移除，让 AI 直接完成任务，并将此能力接入公司内部代码库。
• 下午，江亦心与钱小乐搭建了简易 demo：
  • 用户输入自然语言需求；
  • Mercury 模型负责任务规划与拆解；
  • 天工模型负责代码生成与执行；
  • BugKiller 负责自动检测和反馈；
  • 增加“监控进程”，使 AI 能持续执行任务，而非一次性生成。
• 测试任务为“给设置页增加深色模式切换”，AI 在约 30 秒内完成代码修改、提交分支、跑通测试、通过 BugKiller 扫描并生成预览链接。
• 两人将这一形态命名为 Agent。
• 江亦心将演示录像和说明发给直属上级苏年年，苏年年立刻回复语音，表示马上过来看。

2. 人物发展

• 江亦心：从产品经理视角跳出，产生技术架构层面的洞察；行动力强，主动牵头搭建原型，并懂得向上汇报沟通。
• 钱小乐：最初调侃式反驳，随后被 demo 效果震撼；展现出高超的“AI 编排”能力，几乎不手写重复代码。
• 李婷：运营背景，不懂技术细节，在对话中承担“外行提问者”角色，推动解释性信息自然呈现。

3. 重要主题

• 人机关系转变：从“人在回路中”到“人监督流程”，AI 从工具变成可自主执行任务的智能体（Agent）。
• 智能体 vs 单次调用：传统 AI 调用是一次性执行，而带监控进程的 Agent 可以持续运行、随时交互，像“指挥官”一样调度资源。
• AI 开发的效率冲击：原本需要数小时的人工编码任务，AI 30 秒完成，且能理解项目上下文，给出贴合具体项目的方案，而非泛化答案。
• 内部工具化的现实路径：产品需要审批，但内部工具可以快速落地，成为实践 AI 的突破口。

4. 角色互动

• 江亦心与钱小乐在午餐中产生思想碰撞，饭后默契搭档分工开发。
• 李婷虽不懂技术，但通过连续提问帮读者理清背景。
• 江亦心在汇报时注意规则，向直接上级苏年年而非越级汇报，体现职场边界感。
• 苏年年看到演示后的紧急反应，暗示该工具可能具有更大价值和战略意义，为后续发展埋下伏笔。

Summary: "Waiting for Me to Give It a Better Brain"

1. Key Plot Points & Events

• Jiang Yixin demos her AI agent tool (Heavenly Craft + BugKiller + Mercury's API + monitoring process) to Su Niannian. A simple task (adding a dark mode toggle) succeeds in 31 seconds.
• Su Niannian tests a complex task on the Open Things codebase: abstracting queue logic from three production modules into a reusable generic component without altering behavior. The AI fails after 10 retries and 133→117 failed tests.
• Su Niannian brings Jiang Yixin to Han Luyi, who reviews the failure logs using his Sight ability.
• Han Luyi diagnoses the root cause: the model lacks intelligence, not the architecture. The task space is too large and sparse, and the context window is insufficient.
• Han Luyi approves internal company-wide use of the tool, instructing Jiang Yixin to prioritize it and to collect failure examples as valuable training data.
• Han Luyi decides to contact Cheng Yuan about collaboration, intending to "give it a better brain" — signaling he will pursue a stronger/faster model.

2. Character Developments

• Jiang Yixin: Excitement turns to disappointment when the complex test fails, but she is reassured and validated by leadership. Her security awareness (no data leakage via Mercury) is noted and praised.
• Su Niannian: Acts as a sharp manager who spots talent, tests rigorously, and escalates promising work to Han Luyi. Genuinely gratified by Jiang Yixin's success.
• Han Luyi: Shows strategic vision. Quickly sees the deeper implication (model capability is the bottleneck, not the product concept). Decides to secure a better model, demonstrating his role as the company's technical and business brain.

3. Significant Themes

• The true bottleneck of AI products: The architecture can be sound, but the model's raw intelligence limits what it can accomplish. Every successful AI tool will eventually hit this ceiling.
• The value of failure data: Failed attempts are not waste—they are essential training material for improving the model.
• Empowering AI: arms, legs, and brains: Giving models more tools is the future, but a dumb model with limbs is dangerous. The solution is a better model.
• Capitalism's joy in talent: "Once you hire the right person, good stuff just keeps popping up." Employee initiative becomes an organic source of company value.
• Negotiation leverage: Han Luyi deliberately delayed replying Cheng Yuan, knowing he holds the advantage ("whoever controls unique resources wins").

4. Character Interactions

• Jiang Yixin ↔ Su Niannian: A test-driven manager-employee interaction. Su pushes past the impressive demo to demand a real-world, high-stakes test.
• Su Niannian ↔ Han Luyi: Su acts as a conduit, bringing hidden employee achievements to the boss's attention. Han trusts her judgment and immediately engages with the technical substance.
• Han Luyi ↔ Jiang Yixin: Han gives direct technical feedback, validates her work, clarifies priorities, and implicitly delegates responsibility for both the internal tool and the Neus collaboration.
• Han Luyi alone: Ends the chapter in reflection, concluding the next move is to acquire a better model from Cheng Yuan — tying the chapter's title to his decision.

Summary of “What Did You Find?”

1. Key Plot Points & Events

• Cheng Yuan, head of Dingsheng, has launched a two-day investigation into AI startup Source Code Technology, specifically hunting for evidence of outsourced data labeling for a general-purpose large model.
• Wu Youtian’s BI team finds nothing: no corporate structure changes, no data-labeling job postings, no public vendor contracts, no relevant partner announcements.
• External investigator President Zhou confirms domestically and internationally that no known data-labeling companies (Scale AI, Labelbo, Surge AI, etc.) ever worked with Source Code. A $500K labeling order should have left a trace—but none exists.
• The only lead comes from Supervisor Chen’s friend at Source Code: there is no data team, no labeling staff, and CEO Han Luyi has recently been locked in his office from morning to night—sometimes skipping meetings and eating delivery food alone.
• Cheng Yuan grows increasingly furious and privately considers the absurd possibility that Han Luyi somehow labeled all ten thousand items himself, then dismisses it.
• He receives a message from Zheng Xiaobo’s secretary asking for his conclusion by Wednesday’s review meeting. Cheng Yuan has none; the only answer he can formulate is “No such person found.”
• The chapter ends with Cheng Yuan unfolding the letter he crumpled: “Letter of Intent for Computing Power Cooperation with Source Code Technology.”

2. Character Developments

• Cheng Yuan: Becomes visibly desperate, anxious, and short-tempered. His paranoia deepens as his investigation collapses. He is stuck between needing concrete intel and being unable to admit failure to higher-ups.
• Han Luyi (off-screen): Is slowly built up as an enigmatic figure, possibly doing something unorthodox—even fanatical—alone in his office. The story hints he might genuinely be doing the labeling himself.
• Wu Youtian: Competent but overmatched; he tries to justify his team’s lack of results and ends up scolded.
• President Zhou: Professional, independent, and quietly sharp. He subtly challenges Dingsheng’s assumptions, noting they seem to know too much about hidden data they shouldn’t have discovered.

3. Significant Themes

• Obsession and paranoia: Cheng Yuan’s inability to find any trace of a supplier pushes him toward irrational conclusions and rage.
• Hidden work / invisible labor: Data labeling—normally low-level, outsourced work—becomes an impossible secret. The possibility that a CEO personally performs it blurs the line between menial labor and visionary obsession.
• Information asymmetry: Everyone in the intelligence chain knows fragments, but no one has the full picture; even Cheng Yuan can’t explain how he knows about the data without exposing his source.
• Corporate espionage / competitive paranoia: The investigation is less about truth and more about Cheng Yuan seeking confirmation of a threat.

4. Character Interactions

• Cheng Yuan vs. Wu Youtian: Cheng Yuan dismisses the BI team’s slideshow as useless; Wu Youtian tries to defend the effort, then clams up under pressure.
• Cheng Yuan vs. President Zhou: Cheng Yuan remains polite to the outside contractor, but Zhou’s faint pushback—asking how Dingsheng knows about the data—makes Cheng Yuan retract and end the conversation.
• Cheng Yuan vs. Supervisor Chen: Cheng Yuan grills Chen about his friend inside Source Code; Chen is timid and scared, but reveals the detail about Han Luyi’s isolation.
• Cheng Yuan’s internal conflict: After everyone leaves, Cheng Yuan continues brooding alone, increasingly convinced yet unable to prove anything. The final message from Zheng Xiaobo’s secretary exerts outside pressure, leaving him with no conclusion and no way forward.

1. Key Plot Points

• Han Luyi, Zhang Biao, Ma Xiaofei, and Zhang Haoran meet at a barbecue stand near a university district for a casual dinner.
• Ma Xiaofei films constantly with a new DJI Osmo Pocket and mentions his work reviewing Open Things' products.
• The group discusses a reality show about lawyers, which sparks Ma Xiaofei to gossip about Boheng, a major law firm.
• He tells a story: after a new director took over Boheng, a young female partner was marginalized and her client conflicts mishandled, so she quit to start her own firm.
• Han Luyi, already linked to the lawyer Gu Siyue, quietly pieces together that this story is likely about her (having met her through the bank's former Boheng counsel).
• Han Luyi arranges to help Zhang Haoran open a savings account on Monday.
• Han Luyi offers Zhang Haoran beta access to a new Open Things product—a "conversational model that can read minds"—requesting secrecy.
• Ma Xiaofei tries to get a discount by naming Han Luyi as the founder of Open Things; the owner, a fan, gives 20% off.

2. Character Developments

• Han Luyi: Uses his Sight ability on Zhang Biao, sensing his hidden regret about not attending college; feels guilty for prying into a friend's inner feelings. Shows care for Zhang Haoran's low mood and offers him an opportunity. Keeps his curiosity about Gu Siyue discreet.
• Zhang Haoran: Depressed and subdued all evening, though the reason remains unspoken. His mood lifts slightly after the meal and Han Luyi's offer.
• Ma Xiaofei: Brash, self-promoting, and comedic; fully immersed in self-media culture. Proves sharp by recognizing Open Things' design at the barbecue stand.
• Zhang Biao: Quiet, retired, sober (drinking water). Reveals he played FPS, hinting at a military background.

3. Significant Themes

• Reality vs. media spectacle: TV lawyers appear polished, but the real legal world is rife with factionalism and political scheming.
• Career and social mobility: College students seem carefree, contrasting with working adults; a capable lawyer is pushed out by internal politics.
• Friendship and loyalty: Despite different paths, the four men maintain an easy, supportive bond.
• Ambiguity of technology: Han Luyi offers an AI that "reads minds," teasing a product tied to his personal ability.

4. Character Interactions

• Han Luyi opens Sight on Zhang Biao but immediately regrets it, marking a moment of humility.
• Ma Xiaofei dominates with gossip and jokes; Zhang Haoran retorts with bank-world comparisons.
• Han Luyi deflects Ma Xiaofei's crassness and steers the conversation with calm authority.
• The group dynamic shows established trust: they share personal, professional, and private information freely.
• The chapter ends with Han Luyi extending a professional favor to Zhang Haoran, deepening their personal bond.

Chapter Summary

1. Key Plot Points & Events

• Sunday night, ~9 PM: Zhang Haoran, an IT department manager at a bank, sits dazed in his study, avoiding housework and his wife. He is overwhelmed by pressure ahead of Monday’s management meeting.
• Background: Two weeks earlier, a review meeting was held on replacing Oracle/IBM systems with domestic alternatives. Assistant President Jiang Yi (backed by headquarters) supports fast migration; Vice President Liu Weijiang (Zhang’s direct superior) opposes it, demanding a two-year evaluation period. President Guo Huai’an remains silent and asks all departments to research and conclude by Monday.
• Zhang’s dilemma: He must write a technical report, but the same data can support either side. He fears choosing wrong politically.
• AI intervention: After seeing a WeChat video from Ma Xiaofei, Zhang remembers Han Luyi’s link to “Glutinous Rice Ball,” a closed-beta AI chat. He pours out his problem and asks what to do.
• AI’s advice: The AI asks three clarifying questions, then recommends Zhang submit a technical feasibility report to Assistant Jiang, concluding “phased migration is feasible,” while not openly speaking out at the meeting.
• Revelation: Zhang clicks “Expand thought process” and reads the AI’s full reasoning: VP Liu is using technical excuses to stall; Assistant Jiang’s hallway question was a political probe; President Guo is waiting behind the scenes; headquarters already dictates the outcome; staying passive is riskier than taking a side.
• Resolution: Zhang writes the report, removes “First Draft” from the title, and prepares to move forward.

2. Character Developments

• Zhang Haoran: Transitions from anxious indecision to a concrete plan. He realizes his own position more clearly through AI analysis, and gains insight into office dynamics he had missed. His relationship with his wife is strained by work stress, but he remains aware of her care.
• Vice President Liu: Portrayed as a crude, politically vulnerable local power broker who is actually fighting a losing battle against headquarters’ direction.
• Assistant President Jiang: Strategically patient; he’s already tested Zhang’s stance and is using the reform to consolidate power.
• President Guo: Newly appointed and seemingly passive, but actually deliberately letting subordinates reveal their positions before he acts.
• AI “Glutinous Rice Ball”: Treated as a cold, sharp political analyst—more insightful about human motives than Zhang himself.

3. Significant Themes

• Office politics and survival: The danger of having “no position” vs. the risk of openly defying a superior.
• Technical truth vs. political use: Data and feasibility reports can be framed to serve different agendas.
• AI as strategic advisor: The AI helps Zhang see hidden motives, but also exposes his own blindness to power dynamics.
• Domestic technology substitution: A policy initiative that becomes a battleground for personal and departmental power.

4. Character Interactions

• Zhang & Xu Jing (wife): She quietly brings grapes, asks when he’s coming to bed, but is gently brushed off. Shows domestic distance caused by his stress.
• Zhang & leadership (off-page, via memory): VP Liu has been his patron but repels him personally; Assistant Jiang’s hallway “small talk” was actually a probe; President Guo hasn’t spoken to him in two weeks.
• Zhang & Han Luyi/Ma Xiaofei: Han gave him access to the AI; Ma’s humorous video provides a brief emotional release.
• Zhang & Glutinous Rice Ball: His initial skepticism gives way to trust after reading the AI’s reasoning; the interaction changes his decision-making.

Chapter Summary: That Comes at a Different Price

1. Key Plot Points & Events

• Zhang Haoran follows Glutinous Rice Ball's advice regarding the system migration project. He gives his department's technical assessment report to Assistant Jiang Yi before the meeting, allowing Jiang Yi to cite it rather than Zhang Haoran stating his own position.
• At the meeting, Vice President Liu raises three technical objections: year-end closing window risk, corporate time-deposit data integrity, and interbank settlement callback delays. Jiang Yi systematically counters each one using Zhang Haoran's report.
• President Guo asks Zhang Haoran directly whether he stands by the report. Zhang Haoran confidently confirms, and President Guo approves the migration plan — effectively defeating Vice President Liu.
• A Technical Migration Task Force is announced (joint headquarters/branch staffing), to be finalized next week.
• Jiang Yi privately invites Zhang Haoran to join the task force as branch representative — a significant opportunity approved in advance by President Guo.
• Parallel plot: Cheng Yuan reports to Zheng Xiaobo that all channels failed to uncover Han Luyi's data source. Zheng Xiaobo instructs him to write a data-sharing clause into the cooperation terms with Han Luyi and grants him negotiation autonomy. Cheng Yuan encodes the data request as a buried provision under data-security requirements.
• Han Luyi reads the revised terms, immediately spots the hidden clause, and smiles: "Sorry, but that comes at a different price."

2. Character Developments

• Zhang Haoran: Goes from confused bystander to active player. He learns to provide ammunition to allies without exposing his own position, and passes Guo Huai'an's direct test. Earns a seat on the task force. Notably, his closing thought ("This is fucking exhausting...") shows both growth and lingering discomfort with politics.
• Jiang Yi: Demonstrates strategic skill — uses frontline technical knowledge as political weaponry. His elevator remark ("when you move to the fifteenth floor one day") signals Zhang Haoran is being pulled into his camp.
• Vice President Liu: Revealed to be protecting his procurement authority, not genuinely opposed on technical merits. Suffers a quiet defeat; "already lost" before the meeting began.
• Glutinous Rice Ball (AI): Continues as Zhang Haoran's political translator, explaining hidden motives (procurement power) and tactical reasoning (cited vs. self-stated positions).
• Zheng Xiaobo: Shows pragmatism and delegation — grants Cheng Yuan full negotiation autonomy on terms while keeping his eye on the strategic prize (Kun Yuan data).
• Han Luyi: Confirmed as a sharp, experienced negotiator — catches the buried clause instantly, signaling he will not be fooled.

3. Significant Themes

• Office politics vs. technical truth: The public debate is framed as technical risk; the real battle is over procurement authority — power, not performance.
• Strategic positioning: One's report being cited by an ally is fundamentally different from personally speaking up — the same content carries different political weight depending on who says it.
• The cost of everything: Every concession has a price. Zheng Xiaobo wants data; Han Luyi knows it and will make them pay — "that comes at a different price."
• Mentorship/support: Glutinous Rice Ball's unseen guidance is pivotal; Zhang Haoran increasingly internalizes its reasoning.

4. Character Interactions

• Zhang Haoran & Xu Jing: Brief domestic scene (he slept in the guest room; she cooks him breakfast) — small warmth amid workplace tension.
• Zhang Haoran & Jiang Yi: Morning delivery of the report (seemingly routine) and the post-meeting elevator exchange (Jiang Yi's invitation and "fifteenth floor" remark) — a quiet recruitment.
• Jiang Yi vs. Vice President Liu: The meeting confrontation; Jiang Yi dismantles Liu's objections point by point using the assistant-cited report.
• Guo Huai'an & Zhang Haoran: "How confident are you in the conclusions of your own report?" — a direct request for Zhang Haoran to publicly commit. He passes.
• Cheng Yuan & Zheng Xiaobo: Private reporting; Zheng's instructions show both frustration ("You don't need to come ask for my instructions every time") and trust (negotiation autonomy).
• Han Luyi (internal): His reaction to Dingsheng's terms — amusement and recognition — sets up the next negotiation round.

Summary: “Gentleman-Villain Clause”

Plot Points / Events

• Gu Siyue wakes before her alarm, maintains her routine, and arrives early at Siheng, her law firm.
• She reviews November finances: income and expenses roughly balanced (~460k vs. ~420k), meaning the firm no longer needs partner capital — a milestone since opening two months ago. 1.2 million of the original 3 million remains.
• She prepares for a meeting with Han Luyi at Dingsheng to negotiate a computing-power-for-equity deal.
• On the way, they discuss a dangerous contract clause: “affiliated service providers” is overly broad and could cover any related entity along the data chain, with almost no practical limit except unprovable “non-commercial use.”
• Gu Siyue explains civil lawsuits are nearly impossible in such cases; regulatory fines don’t compensate victims. She cites Facebook–Cambridge Analytica as precedent.
• Han Luyi proposes a protective clause: if Dingsheng lets data leak, he can take back the equity without compensation.
• Gu Siyue refines his idea: replace “deliberately” with a burden-shifting standard (“fails to prove reasonable duty of care”), and explicitly state “taken back without compensation” in the main body, with no recovery of computing-power costs.
• Han Luyi doubts Dingsheng will agree. Gu Siyue calls it a “gentleman-villain clause” — harmless to honest parties, revealing for dishonest ones, and useful as negotiation leverage.
• The chapter ends recalling her first meeting with Han Luyi, where she had led the conversation; the dynamic has now shifted to more collaborative back-and-forth.

Character Developments

• Gu Siyue: Demonstrated as meticulous, legally sharp, and pragmatic. She blends technical legal knowledge with strategic negotiation thinking, and is becoming more comfortable working alongside Han Luyi.
• Han Luyi: Shows instinct for aggressive, creative commercial solutions. He respects Gu Siyue’s expertise, asks pointed questions, and values her refinements.

Significant Themes

• Data privacy and contractual risk allocation.
• The gap between written legal clauses and practical enforceability.
• Negotiation tactics: using ambiguous terms and burdens of proof as leverage.
• The “gentleman-villain” clause: a mechanism that separates honest parties from opportunistic ones.

Character Interactions

• Gu Siyue and Han Luyi have an efficient, business-first working relationship. He moves seats for her, listens intently, and steers the discussion with strategic questions; she provides clear legal explanations and practical drafting advice. There is mutual respect, light humor (“Attorney Gu, you’re reliable”), and a sense of growing partnership.

Chapter Summary: "How Could We Ask for Approval?"

1. Key Plot Points & Events

• Han Luyi, Gu Siyue, and driver Zhang Biao arrive at Dingsheng's offices for a contract negotiation meeting.
• Gu Siyue challenges a vague data-security clause regarding the definition of "related business providers." When Dingsheng cannot specify the scope, she proposes deleting the clause entirely (since no data sharing is involved in the deal).
• Zhang Chi, the Dingsheng Cloud VP, diverts to computing-power terms. Han Luyi bluffs that he is in talks with another party, pressuring Dingsheng to concede.
• Zhang Chi agrees to remove the data clause. Gu Siyue counters by adding a breach-triggered equity withdrawal clause, which Zhang Chi eventually accepts against Cheng Yuan's hesitation.
• Equity terms are settled: phased conversion (≈¥12M computing-power spend = 0.625% equity, capped at 5%), a board observer seat immediately, and a voting seat if conversion exceeds 3%.
• Han Luyi signs in his personal capacity; the formal agreement will be transferred to his company within 30 days of registration.
• After the meeting, Cheng Yuan confronts Zhang Chi about the data. Zhang Chi implies no audit will be a problem since the data runs on his cloud. When Cheng Yuan asks whether they should seek "Mr. Zheng's" approval, Zhang Chi angrily replies: "How could we ask for approval?" — the chapter's title.
• Outside, Gu Siyue worries proof of breach will be difficult. Han Luyi reveals he has already split his data: 85% (indispensable but lower-impact) goes to Dingsheng's cloud; the 15% highest-contribution data stays under his control for final fine-tuning on his own machines.
• Han Luyi casually expresses confidence about winning over investor He Yunshen and offers Gu Siyue a ride back to her firm, which she accepts.

2. Character Developments

• Gu Siyue: Shows sharp, proactive legal skill—pivoting deadlocked clauses, narrowing disclosure requirements, and inserting protective mechanisms. She also demonstrates growing trust in Han Luyi by accepting the ride.
• Han Luyi: Reveals strategic foresight and psychological cunning (bluffing about competitors, pre-arranging data separation). His tone is calm, confident, and slightly enigmatic.
• Zhang Chi: Shows eagerness to land the deal at any cost, willing to bypass standard processes and internal approval. His angry reaction to Cheng Yuan's question suggests he is operating beyond his authority or against top-level intent.
• Cheng Yuan: Cautious and rule-bound, but overridden by Zhang Chi; his unease hints at internal Dingsheng factionalism.

3. Significant Themes

• Trust vs. leverage in negotiation: Clauses are negotiated not just on merit but through bluffing, urgency, and power imbalance.
• Data security and its limits: Legal protections are acknowledged as insufficient; real protection lies in technical strategy (data separation).
• Corporate politics and hierarchy: Zhang Chi's refusal to seek approval exposes an authority gap and potential rogue behavior within Dingsheng.
• Foresight as defense: Han Luyi prepared for betrayal before it could happen, symbolized by his 85/15 data split.

4. Character Interactions

• Gu Siyue vs. Cheng Yuan: A battle of legal wits—she outmaneuvers his standard-clause deflection with logical escalation.
• Han Luyi vs. Zhang Chi: Mutual probing; Han Luyi's quiet bluff bends Zhang Chi to concede. Zhang Chi's eyes stay fixed on Han Luyi throughout the meeting.
• Gu Siyue–Han Luyi: Smooth professional partnership; she executes his strategy, he trusts her judgment, and they exchange genuine insight afterward.
• Cheng Yuan vs. Zhang Chi (post-meeting): Tension over lost data protections; Zhang Chi dismisses compliance, Chesterfield-style, and shuts down the approval question with a veiled threat.

Here is a concise summary of the chapter:

Key Plot Points & Events

• Jiang Yixin, now a de facto product manager at Source Code, is onboarding Li Wen, a veteran product manager in his forties who previously worked at Dingsheng and was laid off.
• She is nervous about managing someone far older and more experienced than herself.
• Su Niannian had opened a new PM position, and Jiang Yixin participated in interviews — a first for her.
• Li Wen is assigned to assist Jiang Yixin with her three projects (mainly the overseas version of Open Things).
• Jiang Yixin explains the overseas product strategy: unlike domestic users who rely on super apps, overseas users use more standalone tools; therefore the overseas version launches with a web version first for fast iteration and validation.
• Li Wen is impressed by how quickly decisions are made at Source Code compared to Dingsheng’s lengthy approval process.
• Jiang Yixin has lunch with Li Wen; he seems skeptical of her claimed enthusiasm and overtime, suspecting company “PUA.”
• At 4:00 p.m., Jiang Yixin receives a Lark invite from Su Niannian for a “Year-End Internal Alignment” meeting in Small Meeting Room B. When she arrives, she sees President Han, President Su, President Shen, and President Lu — all executives — and realizes this is not the small internal product meeting she expected. She backs out awkwardly, confused: “What kind of meeting is this?”

Character Developments

• Jiang Yixin: Growing into management. She struggles with imposter syndrome, studies product books after work, and is cautious but highly competent when explaining strategy. Her confidence grows during the conversation with Li Wen, though she remains self-conscious about her authority.
• Li Wen: Newcomer, observant and experienced. He initially seems uneasy about reporting to a younger woman, but gradually respects her reasoning. He is also quietly assessing Source Code’s structure and culture, likely adjusting from a big-company mindset.

Significant Themes

• Startup vs. big-company culture: Speed and individual initiative vs. multi-level approvals.
• Product strategy and localization: Domestic vs. overseas user behavior; validation before scaling.
• Imposter syndrome and growth: Jiang Yixin is rising quickly but doubts her own competence; she works extra hard to compensate.
• “People first, technology for all”: The company’s stated values, showcased in the onboarding video and mirrored in the open, flexible decision-making style.

Character Interactions

• Jiang Yixin & Li Wen: The core dynamic. An awkward but constructive first day: she teaches him product logic, he challenges with thoughtful questions, and they establish a tentative working relationship.
• Jiang Yixin & Liu Haoyu (WeChat) : Brief exchange; Liu jokingly calls her “Boss Jiang” and asks for a promotion, showing their friendly rapport.
• Jiang Yixin & Li Ting: Li Ting brings her milk tea; “milk tea mom” keeps the team warm.
• Jiang Yixin & the executives: She accidentally interrupts their meeting and retreats, signaling she is not yet fully in the loop on high-level matters.

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The chapter ends with Jiang Yixin’s humorous and slightly anxious realization that she may have stumbled into the wrong meeting, leaving her future at the company uncertain in an intriguing way.

Chapter Summary

1. Key Plot Points & Events

• Han Luyi holds a meeting at Source Code Technology to announce his strategic shift: he is establishing a new company outside Source Code to develop general foundation models (large AI models), since Hongyuan (the investor) won't fund large-model research within Source Code.
• Han Luyi announces that Su Niannian will take over daily operations of Source Code Technology, with all CEO-level decisions reporting to her.
• Chen Jianye is promoted to Head of Technology and Jiang Yixin to Head of Product; both now report to Su Niannian.
• The meeting was deliberately staged: Lu Mingzhou's support was pre-arranged, and the meeting was effectively held for Shen Congyun alone—to create social pressure preventing him from leaking the news to He Yunshen.
• Shen Congyun explicitly commits not to tell He Yunshen in advance, deferring to Han Luyi to communicate at the shareholders' meeting.
• The shareholders' meeting is scheduled for Monday, December 28—five days away—leaving the question of He Yunshen's reaction open.

2. Character Developments

• Han Luyi: Shows meticulous strategic thinking in managing internal politics; reveals his deeper plan to focus on large models; notes that using Sight on his own team is harder than in business negotiations. His use of Sight confirms Jiang Yixin's growth and Chen Jianye's change.
• Jiang Yixin: Transforms from worrying about being fired (that morning) to being promoted; experiences acute impostor syndrome; her attributes shift to [Product S | Collaboration A | Stability S].
• Chen Jianye: Promoted to Head of Technology; notably, his [Control Freak] attribute has disappeared.
• Su Niannian: Formally elevated to run daily operations; responds with professional gratitude.
• Shen Congyun: Lays his cards on the table—offers an unambiguous public guarantee rather than vague support; his loyalty is to the company but he remains committed to transparency with He Yunshen on Han Luyi's part.

3. Significant Themes

• Whose side you stand on: The chapter's central question—loyalty to the company, the investors, or the founder; Lu Mingzhou chooses sides based on interests, Shen Congyun makes a public commitment.
• Internal politics and staged communication: "Major matters discussed in small meetings, minor matters in large ones"—the meeting is a social mechanism engineered to constrain behavior.
• Information control: Han Luyi deliberately withholds the news from He Yunshen (an external investor) until the board meeting, to avoid alienating uninformed core executives.
• The large-model strategic bet: The conviction that application-layer companies will become dependent on general models without a foundation model of their own.
• Trust and capability: Han Luyi's use of Sight reflects both his power and his uncertainty about his own people.

4. Character Interactions

• Han Luyi calls out to the hesitant Jiang Yixin, teasing her by saying the meeting was waiting for "you two"—revealing Chen Jianye had appeared behind her.
• Han Luyi reads the room's reactions after announcing the new company; Shen Congyun stares fixedly at him while Jiang Yixin's face openly shows she feels she's hearing something she shouldn't.
• Lu Mingzhou's quick public support signals his pre-arranged alignment.
• Shen Congyun asks directly whether "President He" knows; Han Luyi deflects and asks everyone not to spread the news. Shen Congyun responds with his blunt commitment.
• Jiang Yixin's final private moment: she drifts into a daydream about bragging to "Big Liu" about her promotion, then giggles.

Chapter Summary: “I’m with the People’s Liberation Army”

1. Key Plot Points & Events

• On Christmas Day, Han Luyi and Zhao Wenyuan meet lawyer Gu Siyue at her law firm to sign incorporation documents for the new company,

Haicheng Yuanzhi Digital Technology Co., Ltd.

• Han Luyi receives 3% founder shares (no vesting). Zhao Wenyuan’s equity is protected from dilution in the first two financing rounds, with Han agreeing to make up the difference.
• Paperwork is completed efficiently in under twenty minutes. Han gives Gu Siyue a yellow LAMY pen; she gives him coffee beans as a return gift.
• Outside, a middle-aged man collapses from ventricular fibrillation (cardiac arrest). Han Luyi’s “Sight” ability identifies the condition.
• Han yells for someone to call 120, then retrieves an AED from the office building lobby.
• Zhang Biao performs CPR, uses the AED, and continues compressions until the ambulance arrives. The man is successfully resuscitated after about five minutes of CPR.
• When a bystander asks if Zhang Biao is a doctor, he answers simply: “No. I’m with the People’s Liberation Army.” The crowd applauds.
• In the car afterward, Zhao Wenyuan asks if Zhang Biao served in the military. Zhang Biao says he served for a few years. Han Luyi receives a message from Su Niannian asking him to run the regular meeting.

2. Character Developments

• Han Luyi: Shows generosity and trust by giving Zhao Wenyuan meaningful equity; acts quickly in an emergency using his special ability; remains humble and appreciative of Zhang Biao’s skills.
• Zhao Wenyuan: Signs the agreements without hesitation, reflecting on the principle that “choosing the right person is more important than what you do.” He is observant and respectful, not prying too deeply into Zhang Biao’s past.
• Zhang Biao: Reveals a quiet military background. He demonstrates calm professionalism, physical stamina, and life-saving competence—then downplays his heroics.
• Gu Siyue: Professional and meticulous in handling legal documents; reciprocates Han’s gift, maintaining cordial business relationships.

3. Significant Themes

• Service and quiet heroism: Zhang Biao’s “PLA” identity symbolizes discipline, duty, and putting others first without seeking praise.
• Life and the “golden four minutes”: Cardiac arrest response highlights urgency, quick thinking, and the importance of CPR/AED training.
• Trust and partnership: The equity agreement reflects mutual respect and long-term commitment between Han Luyi and Zhao Wenyuan.
• Contrasts: Festive Christmas streets versus intense legal deadlines; a sudden medical crisis amid holiday cheer; ordinary people capable of extraordinary acts.

4. Character Interactions

• Han Luyi & Gu Siyue: Professional, efficient, and courteous; exchange of gifts signals good rapport.
• Han Luyi & Zhao Wenyuan: Collaborative discussion about the company, labeled data, and pre-training plans; their relationship is built on trust and shared goals.
• Zhang Biao & the victim/crowd: He takes charge decisively, ignores attention, and identifies himself as PLA—earning spontaneous applause.
• Zhao Wenyuan & Zhang Biao: A brief but meaningful exchange about military service; Zhao accepts the answer without pressing.

Chapter Summary

Setting: December 27, Pudong Airport/Shangri-La Hotel, Shanghai.

Key Plot Points

1. He Yunshen (Hongyuan Capital partner) arrives in Shanghai with his assistant Yao Boshi; Han Luyi and driver Zhang Biao pick them up.
2. At the hotel café, Han Luyi pitches his new company, Source Intelligence, focused on foundation models for general-purpose large language models.
3. Han Luyi reveals he already secured Dingsheng's investment: 100 million yuan in computing-power credits for 5% equity (valuation of 2 billion yuan), using a prototype he built himself.
4. He offers He Yunshen/Hongyuan the same terms: 5% equity for 100 million yuan, plus one board seat — the same valuation as Source Code's earlier fundraising.
5. He Yunshen gives no immediate answer, saying the decision must go before Hongyuan's investment committee, and admonishes Han Luyi: "Something like this must not happen twice" (i.e., don't put him on the spot). Han Luyi replies, "I merely trust my own judgment."
6. A hidden emotion indicator shows He Yunshen's feelings shift from Anger → Appreciation.
7. Back in his room, He Yunshen critiques Yao Boshi's belief that investors always hold the upper hand, teaching him that investing is at heart a service industry. He says he had considered being Han Luyi's mentor but concluded Han doesn't need one.
8. He instructs Yao Boshi to have Hongyuan's administrative director withdraw the bodyguard (Zhang Biao) he had quietly arranged for Han Luyi — signaling he no longer needs to offer that protective favor.

Character Developments

• Han Luyi: Confident, decisive, and unyielding. He has moved from uncertainty (in his last conversation with He Yunshen) to conviction — building the prototype, securing Dingsheng's backing, and now boldly offering He Yunshen a seat at the table without groveling. He stands his ground politely but firmly.
• He Yunshen: Initially displeased at being maneuvered into a decision, but his respect for Han Luyi grows. He recognizes Han as exceptional — someone who doesn't need his mentorship — and adjusts his behavior accordingly (withdrawing the bodyguard, treating the pitch seriously). He also steps into a teaching role for Yao Boshi.
• Yao Boshi: Takes a subtle career lesson from He Yunshen about investor-founder dynamics; reveals his inexperience (five years with Hongyuan, all straight out of university).

Significant Themes

• Who serves whom? In the investor-founder relationship, money is a "general equivalent" — exceptional founders don't lack for capital, so investors must earn the right to invest by serving founders well.
• Boldness and self-reliance: Han Luyi doesn't beg; he presents terms as a peer. He trusts his own judgment even if it means going it alone.
• The "saved a place" motif: Han Luyi deliberately reserves a spot for He Yunshen as an act of gratitude and respect — an invitation, not a plea.
• Mentorship vs. equality: He Yunshen's internal shift from wanting to mentor Han Luyi to recognizing him as an equal.

Character Interactions

• Han Luyi & He Yunshen: Polite external pleasantries over tense substance. Han makes his pitch directly; He Yunshen probes, resists being cornered, but ultimately respects Han's autonomy and conviction.
• He Yunshen & Yao Boshi: A mentoring exchange about the nature of the investment industry, ending with the practical instruction to withdraw the bodyguard — revealing He Yunshen's real-time recalibration of his view of Han Luyi.

Chapter Summary: Board Meeting at Source Code Technology

Context: Han Luyi has decided to put Su Niannian in the spotlight for today's board meeting, with investor He Yunshen attending in person. The unspoken test: demonstrate that Source Code can thrive without Han Luyi's direct involvement, thereby clearing He Yunshen's final hesitation about funding Han Luyi's new exploration direction.

1. Key Plot Points and Events

• The Setup: Han Luyi reviews He Yunshen's investment philosophy ("invest in people") and his prior refusal to fund new directions — not due to doubt in Han Luyi, but because Source Code's current success is too dependent on Han Luyi's energy, and a CEO's diverted attention could harm the company. Today's meeting is designed to neutralize that concern.

Financial Report (Lu Mingzhou, CFO)

• Revenue: July–Nov cumulative ¥8.47M; December projected ¥8.49M (BugKiller ¥1.12M + Open Things ¥3.5M + Qianfan White Label ¥3.87M). Annualized ARR ≈ ¥102M.
• Costs: Team grew 8 → 50 people in September; monthly labor costs rose from ¥450K to ¥1.65M. Total H2 expenditure ≈ ¥12.5M; gross margin >80%, reaching 85% in December.
• Profit: Operating profitability achieved in November (¥1.22M), projecting ¥4.64M for December. Heavenly Craft R&D cost ¥20.2M in H2; GAAP net loss ¥18.86M.
• Cash: ~¥183M ending balance; operating cash flow positive.
• He Yunshen's Key Question: He bypasses revenue/profit questions and instead asks how much of the ¥200M Series A remains — the most instinctive investor question. Answer: ~¥176M, with operations now self-sustaining. He is satisfied.
• Su Niannian's Presentation: She opens directly, no pleasantries, and presents two lines:
  • BugKiller: Stable enterprise business, ¥1.12M monthly from enterprise clients; strategy is to deepen large-company procurement cycles in 2027 — "not glamorous, but stable, high-value, low-churn."
  • Open Things: Positioned as next year's main focus, which she promises to elaborate on further (cut off as the chapter ends).

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2. Character Developments

• Han Luyi: Acts as a deliberate mentor/strategist — arranging the meeting structure to hand Su Niannian the stage, reading He Yunshen's hidden emotions via Sight (satisfaction), and thinking in terms of succession rather than control. Shows care beneath professionalism (noticing Su Niannian's exhaustion).
• Su Niannian: Gains confidence and professional poise. Her rehearsal shows perfectionism; her presentation style is sharp, no-filler, direct. She is being groomed/invested in as a leader.
• He Yunshen: Practical, test-driven investor. Not swayed by smooth figures alone — his one question cuts to capital preservation. Impressed by results but keeps formal distance at dinner, saving the "real test" for the meeting.
• Lu Mingzhou: Dependable executor; precise, prepared, with notes and slides ready. Handles investor probing smoothly.
• Yao Boshi: Solemn, discreet; has a stated "task" today (likely observing/recording for He Yunshen), avoids small talk.

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3. Significant Themes

• Leadership Succession / Letting Go: The central theme — proving an organization's resilience without its visionary leader is the key to unlocking further investment and strategic freedom.
• Trust Through Demonstration: He Yunshen's concern is not addressed through words but through a carefully choreographed performance of capability (Su Niannian's presentation, Lu Mingzhou's numbers).
• Financial Discipline as Proof: The narrative emphasizes operational profitability, cash preservation (only ~¥24M spent of ¥200M raised), and margin quality over raw growth.
• Complementary Business Strategy: Stable cash cow (BugKiller) funding/holding down the fort while a risky growth bet (Open Things, Heavenly Craft) is pursued.

---

4. Character Interactions

• Han Luyi ↔ Su Niannian: Warm mentor/mentee dynamic; Han reads her exhaustion beneath makeup, voices appreciation ("Niannian, you've worked hard"); she deflects graciously with formal gratitude. He trusts her to carry the room; she rises to it.
• Han Luyi ↔ He Yunshen: Unspoken mutual understanding; Han anticipates He's objections precisely and structures the meeting to pre-empt them. He Yunshen's gaze communicates evaluation; his hidden emotion "satisfaction" confirms the strategy works.
• He Yunshen ↔ Lu Mingzhou: Direct, probing investor-to-executive exchange about cash reserves — He's only intervention during the financial report.
• Yao Boshi ↔ Su Niannian: A curt nod of greeting; he watches carefully without engaging, reinforcing his observer role.
• Han Luyi ↔ Lu Mingzhou: Clean delegation — Han hands over the floor, Lu executes flawlessly.

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Overall: A tightly plotted business-drama chapter where the real battle is won before the meeting even starts — through Han Luyi's strategic psychology of investor management, with Su Niannian's performance serving as the culminating proof-of-concept for leadership continuity.

Summary: "You Have a Good Eye"

Key Plot Points/Events

• Su Niannian presents Open Things' 2027 growth strategy to investors (led by He Yunshen) at a shareholders' meeting, after a prior presentation by Han Luyi.
• She positions Open Things against traffic-selling platforms like Thousand Sails: while they charge ~30% commissions on customer acquisition, Open Things charges a flat monthly fee (e.g., 199 yuan) for retention tools—membership systems, promotions, coupons—that help merchants keep their repeat customers and data.
• Strategy: focus on one niche at a time (first wave: hair/nail salons, neighborhood stores, children's entertainment) with tailored industry templates and AI tools; validate via organic referral rates.
• Timeframe: two quarters to prove the flywheel; if Q2 referral rates haven't improved, they will reassess.
• Yao Boshi (investor side) asks a pointed question: what if Thousand Sails builds retention tools themselves? Su Niannian argues it's structurally impossible for them to do well (revenue model conflicts).
• He Yunshen asks the decisive governance question: who controls product direction and the technical team after Han Luyi shifts focus? Su Niannian defines clear boundaries—she decides operational matters and product; major strategic changes go through Han Luyi/the board.
• He Yunshen approves the plan, praising Han Luyi's choice of partner ("You have a good eye"). After the meeting, Su Niannian shows exhaustion but heads to another product meeting; Yao Boshi receives a follow-up Investment Decision Committee meeting invite from He Yunshen.

Character Developments

• Su Niannian: Emerges as a confident, strategic leader—able to articulate vision, defend against investor challenges, set stop-loss timelines (what she will NOT do), and define her authority without overreaching. Underneath, she's drained and admits pressure, but presses on relentlessly.
• Han Luyi: Supportive yet observant; notices He Yunshen's appreciation of Su Niannian and teases/prods her as a close partner. He's shifting his focus to a new company, trusting Su Niannian with Source Code's direction.
• He Yunshen: Shrewd, demanding investor who values clear thinking and "retreat before advance" caution. His final compliment signals genuine approval.
• Yao Boshi: Executes He Yunshen's unspoken instructions (asking the "hard question"), diligent and observant of hierarchy.

Significant Themes

• Retention vs. acquisition: The strategic wedge—helping merchants maximize repeat customer value rather than paying ever-higher traffic fees.
• Business model as a moat: Why competitors' revenue structures make them unable to copy you effectively (Thousand Sails' commission model conflicts with retention tools).
• Governance and boundaries: Clearly defining who holds final say—operational vs. strategic decisions—when leadership shifts.
• Balanced ambition: "Optimism in strategy, caution in tactics; thinking of retreat before advancing"—setting stop-losses and validation deadlines.
• Partnership and trust: Han Luyi and Su Niannian's professional closeness; He Yunshen valuing a founder who picks strong partners.
• Relentless work ethic: Su Niannian's immediate return to work after intense pressure; the cost of leadership.

Character Interactions

• Su Niannian ↔ He Yunshen: Tense, high-stakes Q&A; she answers directly, earns his respect; he shifts from skeptic to approver ("a good eye").
• Su Niannian ↔ Han Luyi: Warm, understated partnership; he checks on her, she cracks a tired joke; mutual care.
• He Yunshen ↔ Han Luyi: Investor valuing the entrepreneur's judgment; the compliment doubles as validation of Han Luyi's trust in Su Niannian.
• Yao Boshi ↔ Su Niannian: Adversarial-but-professional (he plays the skeptic on He Yunshen's behalf); satisfied with her answer, drops the challenge.