Summary: “A Rare Opportunity”

1. Key Plot Points

• Han Luyi meets Gu Siyue at her hotel; they go out for dinner to a small, unremarkable local restaurant.
• Over dinner, Han Luyi tells her about his afternoon meeting with Lu Zhengping from the Strategic Emerging Fund, who suggested moving his company, Source Intelligence, to Beijing.
• Back in Gu Siyue’s hotel room, she analyzes the meeting: Lu Zhengping’s suggestion is an “olive branch”—an offer of policy incentives and connections, but only if Han Luyi moves the company.
• Han Luyi realizes the deeper strategic implications: if he doesn’t move, the fund likely won’t invest; if he does move, he gains opportunities but must split time between Beijing and Haicheng.
• Gu Siyue points out a major consequence: Source Intelligence’s legal counsel, Siheng, is based in Haicheng, so moving the company would make ongoing legal representation impractical.
• Han Luyi admits he doesn’t want to give up the opportunity. Gu Siyue acknowledges it is indeed rare and advises him to discuss it privately with President Zhou the next day, away from her and opposing counsel.
• They part with Han Luyi thanking her; she reminds him to meet at 9 a.m.

2. Character Developments

• Han Luyi: Shows ambition and willingness to consider a big strategic shift, but also hesitation as he confronts the real costs. He becomes more aware of the unspoken layers in high-level business negotiations.
• Gu Siyue: Displays sharp professional judgment and caution about information security. She gives blunt, practical counsel rather than emotional support, and maintains clear professional boundaries even in personal settings.

3. Significant Themes

• Opportunity vs. cost: A seemingly attractive offer carries hidden sacrifices—physical, practical, and relational.
• Strategic reading of negotiations: What appears to be casual advice is often a calculated signal or test.
• Discretion and trust: Gu Siyue waits until they are in a secure private space to discuss sensitive matters.
• Career versus personal ties: Moving companies could strain working relationships and professional infrastructure.

4. Character Interactions

• Han Luyi and Gu Siyue’s dynamic is professional but slightly warmer than before: they share an informal meal, small talk, and banter about names and food.
• Gu Siyue remains guarded and direct; Han Luyi respects her judgment and follows her lead.
• Their interaction is cooperative but restrained, with tension around unspoken personal undercurrents and the weight of the decision ahead.

Summary: "Risks in the Agreement"

Key Plot Points & Events

1. Opening — Han Luyi encounters Gu Siyue and Song Jianing at the hotel breakfast buffet. Gu Siyue shares a prepared document outlining risk points for the day's negotiation.
2. Pre-negotiation positioning — Gu Siyue states the goal: shift personal repurchase liability to the company level, and confirm Han Luyi's stance—no veto power for investors, no interference in technical decisions. Han Luyi insists on absolute control, even if the investor is the national team (State Grid).
3. The negotiation session — Zhou Han brings her team: Director Huang (operational counterpart) and Consultant Du (compliance legal counsel). She emphasizes that State Grid offers more than money—industry resources, power-sector scenarios, green power quotas—and thus expects more in return.
4. Key terms on the table — State Grid Investment offers 300 million yuan for a 10% stake, valuing Source Intelligence at 3 billion yuan post-investment. A performance-bet clause requires completing at least one power-sector industry-grade application within one year, or the founders must personally repurchase all shares.
5. Legal conflict — Gu Siyue rejects the founders' personal repurchase obligation as unsuitable for equity investment. Du counters with the "state funds security" argument. Gu Siyue then notes that State Grid's promised industry resources (green power quotas, power support) are written as standalone terms without trigger conditions, demanding they be tied to the performance-bet clause.
6. Han Luyi's discovery — Using his Sight ability, he reads Zhou Han's hidden emotions: desire for control. He realizes Zhou Han isn't just seeking project implementation—she wants control of the company itself, cloaked in surface warmth.

Character Developments

• Han Luyi — Pragmatic, control-obsessed founder who values independence over funding. His Sight ability (reading surface and hidden emotions) lets him see through rhetorical warmth to underlying intentions. Willing to walk away from investment if terms threaten his authority.
• Gu Siyue — Sharp, disciplined legal counsel. Maintains clear professional boundaries (insists on "Lawyer Gu" during work). Strategic thinker who preps counter-moves and ties counterparty commitments to performance clauses.
• Zhou Han — Warm and respectful on the surface, but shrewd and expansionist underneath. Uses "state fund security" as leverage and attempts to bundle in founder-level liability while keeping her own resource commitments non-binding.
• Song Jianing — Background observer, internally amused by the personal/professional dynamics between Han and Gu.
• Consultant Du — Competent but somewhat indolent; standard-issue legal functionary.

Significant Themes

• Control vs. Capital — The central tension: does investment money buy authority, or only returns? Han Luyi's refusal to cede technical/strategic control drives the entire negotiation.
• Asymmetric Risk — The negotiation centers on who bears the downside: founders personally or the company entity—and whether State Grid's promised non-financial resources are contractually bound.
• Surface vs. Reality — Warm social gestures (boxed lunches, "Sister Zhou") conceal hard transactional maneuvering. Han Luyi's Sight literalizes this theme: what's visible differs from what's real.
• State Capital Dynamics — State-owned investors wield non-monetary (quasi-regulatory) leverage: green power, pilot access, scenario entry. This makes their terms harder to refuse but also more binding.

Character Interactions

• Han Luyi & Gu Siyue — Professional and synchronized; she leads legal strategy while he sets strategic red lines, and they adapt fluidly to each other during negotiation.
• Gu Siyue & Consultant Du — Direct legal sparring; she punches through his "state funds" argument by reframing it as debt logic and exposing the one-sided terms.
• Han Luyi & Zhou Han — Polite but adversarial beneath the surface; his Sight reads her testing posture and control agenda, confirming the negotiation is as much about power as it is money.

Summary: "Then I'll Tear Down the House"

1. Key Plot Points and Events

• Discovery of the trap: Han Luyi uses his "Sight" ability to scan State Grid Investment's investment agreement. He finds that the directors appointed by State Grid have veto power over technical routes, computing power procurement, data center construction, financing, and M&A — buried among standard clauses.
• Gu Siyue exposes the arrangement: She lays three sections side by side — the veto-power clause, the performance-bet clause (implementation required within one year or the founder repays personally), and the resource-commitment clause (no deadlines, no breach liability). She demonstrates that Source Intelligence would effectively become a project department of State Grid, with Han Luyi as an unpaid-at-risk project manager.
• Negotiation turn: Han Luyi and Gu Siyue execute a pre-planned "tear-down-the-house" strategy — Gu Siyue first demands removal of all personal joint liability; when rejected, Han Luyi concedes limited personal liability while refusing unlimited joint liability.
• Amendments agreed: Zhou Han approves narrowing the veto scope, tying State Grid's resource commitments to the performance-bet timeline (90 days for green electricity contract), and limiting founder liability to controllable matters (false statements, fund misappropriation, malicious breach, technology ownership defects).
• Post-meeting: Zhou Han privately apologizes to Han Luyi and probes into Gu Siyue's background, asking about her family connections. Han Luyi says she simply is that capable.

2. Character Developments

• Han Luyi: Demonstrates strategic negotiation instincts — he uses Sight to read Consultant Du's "relief" (revealing Du privately thought the terms excessive), takes a measured mid-negotiation step to create room for agreement, and signals to Zhou Han that cooperation is conditional ("Let's work together properly. Don't mess with me").
• Gu Siyue: Establishes herself as a formidable negotiator — she systematically dismantles the other side's case, frames the agreement as inequitable without attacking anyone personally, proposes workable amendments, and earns genuine admiration from both Han Luyi and Zhou Han.
• Zhou Han: Shows pragmatism and leadership savvy — she doesn't defend the unreasonable terms, immediately agrees to fair revisions, overrules her subordinate Huang Yu ("Then write it as ninety days"), and conducts careful due diligence on Han Luyi's team.
• Consultant Du: Revealed to be internally uncomfortable with the agreement he drafted/defended, relieved when the trap is openly called out.

3. Significant Themes

• The tear-down-the-house negotiation tactic: To get a window opened, first demand the roof be torn off. Gu Siyue's aggressive opening demand made the moderate concessions (limited liability) appear reasonable, securing the real goals — narrowed veto scope, enforceable resource deadlines, and capped personal liability.
• The imbalance of power in investment agreements: A startup's survival can be constrained by clauses hidden in plain sight, and legal counsel is what exposes them.
• Controllability as the proper boundary of responsibility: Han Luyi accepts accountability for what he can control (his own actions and representations) but refuses to bear unlimited risk for outcomes beyond his control (technical uncertainty, State Grid's own delivery pace).
• State capital vs. founder autonomy: The inherent tension between protecting state-owned assets and letting a founder run the company.

4. Character Interactions

• Han Luyi & Gu Siyue: A tightly coordinated team — she takes the aggressive posture, he renders the strategic retreat; they communicate implicitly (a single look triggers Han Luyi's concession speech).
• Gu Siyue vs. Consultant Du / Huang Yu: Gu Siyue forces Consultant Du to acknowledge the harshness of the combined terms; she refuses Huang Yu's vague pushback by demanding a concrete 90-day timeline.
• Zhou Han & Han Luyi: Guarded mutual respect. Han Luyi's implicit warning ("If we can't do that, wouldn't everything be for nothing?") is delivered with a smile, signaling both goodwill and consequences. Zhou Han's parting curiosity about Gu Siyue shows she is evaluating the caliber of Han Luyi's entire team.

Summary of "Don’t Even Think About It, No Chance"

1. Key Plot Points & Events

• Investment Deal Finalized: After tense negotiations, State Grid Investment agrees to invest ¥300 million (10% stake) in Source Intelligence Technology (SIT), securing power support and data center coordination in exchange.
• Signing Ceremony: The agreement is signed smoothly, with Zhou Han (State Grid Investment) and Han Luyi (SIT CEO) exchanging warm but calculated words. Key terms include:
  • State Grid’s role: Provides power resources and strategic cooperation, but retains oversight rights (e.g., for overseas listings or asset transfers).
  • SIT’s control: Han Luyi retains absolute majority ownership and operational autonomy.
• Zhou Han’s Dual Nature: Her warmth contrasts with her earlier probing and ruthlessness, revealing her as a political operator—neither purely benevolent nor purely adversarial.
• Post-Signing Reflection: Han Luyi acknowledges the complexity of corporate politics and the strategic value of resources (not just capital) in AI development.
• Zhao Wenyuan’s Struggle: Back in Haicheng, Zhao (CTO) faces a major setback—domestic GPU compatibility for Glutinous Rice Ball (SIT’s AI model) is technically infeasible in the short term due to:
  • The massive engineering burden of replicating Nvidia’s CUDA ecosystem.
  • A former Google colleague’s blunt advice: "Stop thinking about it. No chance."
  • Zhao’s roadmap assessment shifts from optimism to pragmatic acceptance of dependency on Nvidia for now.

---

2. Character Developments

Han Luyi

• Strategic Mastery: Successfully navigates high-stakes negotiations, balancing diplomacy with firmness (e.g., rejecting Zhou Han’s implied criticism of SIT’s long-term goals).
• Emotional Guard: Hides exhaustion and disdain for corporate games, but privately admires the clarity of those "without Sight" (non-AI experts who thrive in chaos).
• Focus Shifts: After Beijing, his priorities pivot to model training (Glutinous Rice Ball) and domestic compute independence—though the latter faces immediate roadblocks.

Zhou Han

• Ambiguity: Her smile and fangs duality is confirmed—she helps but doesn’t ally, probes but doesn’t attack. Her "happy cooperation" is transactional, not personal.
• Power Dynamics: Represents state-owned enterprise (SOE) interests, where resources (power, data) are leverage, not just money.

Zhao Wenyuan

• Technical Idealism → Pragmatism: Starts with enthusiasm for domestic compute but crashes into brutal reality. His roadmap collapses, forcing him to accept short-term Nvidia dependency.
• Isolation: Struggles alone in the office, reflecting the lonely burden of technical leadership in a high-stakes startup.

Gu Siyue

• Subtle Tension: Han Luyi notices her avoidance of "Lawyer Gu" (a personal boundary), but doesn’t press—showing emotional restraint in professional settings.

---

3. Significant Themes

Corporate Politics as a Game of Power

• Zhou Han’s role embodies the SOE’s dual nature—she can be a partner or obstacle, depending on the deal’s terms. Han Luyi must read the rules without being manipulated.
• Capital ≠ Control: Money is an entry ticket, but resources (power, data, scenarios) are the real currency in AI.

Technical vs. Business Realities

• Zhao Wenyuan’s dilemma highlights the gap between ambition and feasibility. Domestic compute is theoretically possible but engineeringly prohibitive for a startup.
• Large AI models as a "sporting event": Require infrastructure, stability, and optimization—not just "making it run."

Leadership Under Pressure

• Han Luyi balances idealism (long-term AI goals) with pragmatism (short-term deals). His calm demeanor hides **ex

Chapter Summary: “This Isn’t Promising?”

Key Plot Points and Events

• On Monday morning, Han Luyi returns to Source Code Technology after being away for several days and checks on the company’s recent progress.
• Su Niannian directs him to examine the Agent programming tool developed by Jiang Yixin and Qian Xiaole.
• The tool has dramatically increased developer productivity:
  • Thirty developers merged 127 code branches in one week, compared with a previous average of 47.
  • Qian Xiaole once completed ten production merges in a single day.
  • The Agent’s first-submission success rate is 67%, with human intervention still required for more difficult tasks.
• Han recognizes that the tool effectively expands the company’s development capacity without the financial and managerial costs of hiring dozens more engineers. He orders Jiang Yixin to prioritize its development and gives her access to any resources she needs.
• Jiang explains that Chen Jianye’s new code-review process is also contributing to the improvement and that the team is developing an AI-based review tool for bugs, style, and maintainability.
• Han then visits Zhao Wenyuan on the model team to investigate why adapting CUDA operators to domestic GPU hardware has been deemed infeasible.
• Zhao explains that CUDA’s ecosystem has been refined over more than a decade and that the team lacks the manpower and knowledge to reproduce its highly optimized operators.
• Han tests the Agent on the important Transformer operator scaled_dot_product_attention.
  • The Agent’s first attempt achieves acceptable performance but fails the required precision standard.
  • Using Sight, Han analyzes the underlying CUDA code and extracts the hidden engineering principles behind its algorithms and hardware optimizations.
  • He feeds these insights into a second prompt, guiding the Agent toward the correct implementation.
  • The revised version passes with a precision error of 2.3e-6 and performance equal to 83% of Nvidia’s implementation, exceeding the 70% target.
• Zhao is astonished and realizes that the Agent becomes effective when guided by someone capable of extracting deep technical knowledge from existing code.
• The result challenges Zhao’s earlier belief that domestic adaptation has no viable solution. He begins wondering whether the same method can be applied to other operators.

Character Developments

• Han Luyi demonstrates his ability to combine technical expertise, strategic judgment, and Sight’s unique analytical power. Rather than merely trusting the Agent, he identifies the hidden design logic in complex code and uses it to direct the AI effectively.
• Jiang Yixin gains recognition as a key technical contributor. Her Agent tool proves to be one of the company’s most valuable developments, and Han gives it the highest priority.
• Qian Xiaole becomes the clearest example of the tool’s productivity benefits, achieving output comparable to that of many ordinary developers.
• Chen Jianye continues to grow into his new role as technical lead, with his review system helping improve development quality.
• Zhao Wenyuan shifts from frustration and pessimism to shock and cautious hope. His assumptions about the impossibility of domestic GPU adaptation are directly overturned by Han’s demonstration.

Significant Themes

• AI as an amplifier of human expertise: The Agent cannot solve the hardest problems independently, but it becomes extraordinarily powerful when guided by someone who understands the deeper principles behind the task.
• Hidden knowledge in code: Sight allows Han to perceive the engineering experience embedded in implementation choices—knowledge absent from ordinary documentation.
• Productivity and leverage: The programming Agent may allow a small team to produce work equivalent to that of a much larger organization while avoiding additional hiring and management costs.
• Innovation challenging pessimism: Zhao’s declaration that the project was infeasible is revealed to be premature. The chapter emphasizes that apparent impossibility may reflect a lack of insight rather than a true technical limit.
• Domestic technological independence: The effort to reproduce CUDA functionality on domestic hardware reflects the broader challenge of building an independent hardware and software ecosystem.

Character Interactions

• Han and Su Niannian: Su gives Han a deliberately timed “surprise” by sending him to inspect the Agent’s results, showing her confidence in the development team.
• Han and Jiang Yixin: Han questions Jiang about the tool, studies her data, and praises her work. His serious instruction to prioritize the Agent reinforces its importance and boosts her standing.
• Han and Zhao Wenyuan: Their interaction begins with Zhao explaining why adaptation is supposedly impossible. Han then quietly tests the problem himself, disproves Zhao’s assumptions, and leaves Zhao impressed and unsettled.
• Jiang Yixin and Chen Jianye: Jiang credits Chen’s review process for improving the team’s results, linking the company’s advances to cooperation between different technical groups.
• Zhao and Han: Zhao’s disbelief and eventual silence highlight the contrast between his practical limitations and Han’s extraordinary ability to uncover and apply hidden technical knowledge.

1. Key Plot Points and Events

• Zhang Chi is informed by Liu Yaguang that they have successfully tapped into Source Code’s cloud computing cluster, gaining real-time copies of data sent for model training.
• Liu Yaguang explains the AI training pipeline: first comes large-scale pretraining on raw, cleaned text; then comes smaller, human-labeled data that teaches the model intent understanding.
• Zhang Chi decides to export the current batch of pretraining corpora as a test of the channel’s stability and security. He tells Liu Yaguang to send it to Kun Yuan’s data team.
• Liu Yaguang delivers the data to Wu Yinghao via encrypted file, labeling it “external procurement” to avoid scrutiny. Wu Yinghao accepts it as routine.
• Kun Yuan’s pretraining Loss curve improves significantly. Liu Dahai investigates and concludes the new data batch is unusually high-quality; he praises Wu Yinghao’s cleaning work.
• The weekly report containing this progress is forwarded up the chain to Zhang Chi, who skims past it without noticing anything remarkable.
• Meanwhile, Han Luyi, working on data labeling, notices that her experience points are increasing faster than usual—an unexplained anomaly.

2. Character Developments

• Zhang Chi: Shows strategic, cautious thinking. He doesn’t immediately grab the valuable labeled data; instead, he tests the exfiltration pipeline with the less sensitive pretraining corpora to confirm the channel is safe. He remains detached and businesslike.
• Liu Yaguang: Acts as the technical executor and middleman. He clearly understands AI training and is comfortable playing a dirty but discreet operational role.
• Wu Yinghao: A complicit insider. He immediately recognizes the unusual nature of the data but ships it through established, opaque procedures. He is careful to make sure no colleagues overhear.
• Liu Dahai: Focused purely on technical results. He notices the improved Loss curve but never questions the data’s provenance—an example of how compartmentalization keeps people unaware of wrongdoing.
• Han Luyi: Observant and quietly uneasy; her section hints that something in the system’s feedback loop has changed.

3. Significant Themes

• Compartmentalization and blurred responsibility: Each person sees only their own piece—data exfiltration, procurement paperwork, model performance, weekly reporting—so the full picture remains hidden.
• Corporate espionage through infrastructure: Instead of hacking or stealing files, the attack is passive interception at the cloud-computing level, making it hard to detect.
• The illusion of “clean” data: “Clean” refers both to sanitised corpora and an operation that appears routine. The language of data processing becomes a euphemism for theft.
• AI development as an arms race: The story highlights how critical data—especially high-quality labeled data—is the real competitive advantage.

4. Character Interactions

• Zhang Chi ↔ Liu Yaguang: Reporting and decision-making. Liu explains technical nuance; Zhang makes the strategic call and orders the test run.
• Liu Yaguang ↔ Wu Yinghao: Tacit collusion. They use encrypted files, known passwords, and standardized intake procedures; no explicit incriminating conversation.
• Liu Dahai ↔ Wu Yinghao: Liu Dahai praises Wu Yinghao for data cleaning, unknowingly endorsing stolen data. Wu Yinghao quietly accepts the praise while deflecting any discussion of source.
• Report chain: Liu Dahai → Lin Shaofeng → Zhang Chi. The information circulates normally, but Zhang Chi misses the significance because he is looking for something else entirely.
• Han Luyi ↔ Sight: Her interaction is with the system interface; the anomaly suggests the stolen data is also affecting her labeling environment.

Chapter Summary: Detective Xiao Jiang’s Second Case

1. Key Plot Points and Events

• Jiang Yixin arrives at work and checks her self-built “Eight A.M. Digest” Lark bot, which automatically gathers and summarizes news about AI products, industry trends, and keywords such as Nexus and Kaiwu.
• The bot has sent unusually many items that morning, including:
  • Positive publicity and growing interest in Kaiwu.
  • A report that Nexus is testing an AI development tool for non-technical users.
  • A cryptic LinkedIn post by Nexus employee David Chen about an upcoming project.
  • A job listing for a product manager experienced with AI creation tools and Asia-Pacific non-technical users.
• Jiang connects these clues and concludes that Nexus is developing its own version of Kaiwu, likely intending to compete directly with Source Code and eventually replace Kaiwu in the market.
• She recalls that Nexus’s behavior has recently become more ambiguous: it continues using Kaiwu for user data but increasingly emphasizes temporary cooperation, data-sharing limits, and freedom regarding future products.
• Alarmed and frustrated, Jiang takes the information to President Su Niannian.
• Su reviews the evidence and asks Jiang for her interpretation. Jiang states that Nexus intends to “kick them out” and take over their market.
• Rather than appearing surprised, Su calmly tells Jiang to accompany her to an afternoon meeting with President Han and the model team, implying that leadership may already know more than Jiang does.
• Su reassures Jiang that everything is fine, but Jiang leaves unsettled, realizing that Su’s calm response suggests hidden information.

2. Character Developments

• Jiang Yixin is shown as technically capable, proactive, and highly observant. Her background in computer science and history of building automation tools explain her confidence with Agents and data gathering.
• Her “Eight A.M. Digest” demonstrates how she combines programming knowledge with product-management responsibilities to monitor both internal user data and external industry signals.
• Jiang also reveals a strong competitive instinct and emotional investment in Kaiwu. The possibility of Nexus betraying the partnership causes genuine anger and anxiety, especially after her recent work expanding Kaiwu internationally.
• Su Niannian remains composed and mysterious. Her lack of surprise suggests she may have anticipated Nexus’s move or possess information unavailable to Jiang.
• Jiang’s respect for Su is complicated by frustration: for the first time, she finds the usually cryptic executive somewhat irritating because Su refuses to explain herself fully.

3. Significant Themes

• Technology as leverage: Jiang’s technical education allows her to automate tasks, investigate systems, and turn ideas into practical tools. Her past course-registration script and current news bot show how technology gives her an advantage.
• The democratization of development: Agents dramatically reduce the effort needed to create software, allowing Jiang to prototype personal tools quickly and making app development accessible to non-programmers—the same market Kaiwu serves.
• Partnership versus competition: Nexus’s cooperation with Source Code may have been partly a means of collecting user data and learning from Kaiwu before launching a rival product.
• Strategic intelligence and deduction: Jiang acts like a detective, piecing together scattered public clues to infer Nexus’s intentions.
• Information asymmetry: Jiang discovers an important pattern but senses that Su already knows more. The chapter emphasizes how business decisions often depend on hidden knowledge and incomplete information.
• Innovation and vulnerability: Kaiwu’s success attracts attention, but its growth also makes it vulnerable to larger partners with greater resources.

4. Character Interactions

• Jiang’s interaction with her AI Agent reflects her enthusiasm for technical experimentation and her ability to remain hands-on despite becoming a product lead.
• Her relationship with Qian Xiaole is referenced through their earlier creation of the coding Agent, highlighting their shared role in enabling her current productivity.
• Jiang communicates with Su Niannian through Lark before visiting her office. Jiang presents the evidence directly, while Su listens carefully and asks Jiang to form her own conclusion.
• Jiang expresses suspicion and frustration toward Nexus, while Su remains calm and reassuring, creating a contrast between Jiang’s urgency and Su’s apparent foreknowledge.
• The chapter ends with Jiang following Su toward a meeting with President Han, but emotionally distancing herself from Su because of the latter’s unexplained confidence.

Chapter 188 Summary

Plot Points and Events

• Jiang Yixin discovers that Kaiwu’s overseas edition is performing extremely well: user activity and retention remain steady, while paid conversion continues to rise.
• She realizes NeusAI may be preparing to replace Kaiwu with its own competing product once their contract expires in April. This suspicion is based on:
  • Media reports,
  • Neus employees’ LinkedIn posts,
  • Industry hiring information.
• During lunch, Jiang struggles to discuss the issue because it involves sensitive company-level business risks. Li Ting and Qian Xiaole cheer her up with jokes and milk tea, especially the idea that Han Luyi can solve “most problems.”
• In a meeting, Jiang presents her concerns to Han Luyi and Su Niannian. They reveal that they anticipated Neus’s strategy from the beginning:
  1. Neus partnered with Source Code Technology to validate AI application scenarios.
  2. It studied Kaiwu’s users, data, and product design.
  3. It now intends to replace Kaiwu with its own product.
• Jiang proposes immediately preparing a replacement model, testing alternative APIs, slowing nonessential product work, and shadow-comparing models during migration.
• Han praises her reasoning but reveals that Source Code Technology is already training its own large model, scheduled for completion before the Neus contract ends. Kaiwu will eventually migrate to this model without users noticing a decline.
• The company’s new model is named “Glutinous Rice Ball.”
• After the meeting, Jiang manually modifies the Eight A.M. Digest monitoring script to detect Neus-related keywords and send immediate alerts. She avoids using the AI Agent because she worries that prompts could expose business secrets.
• Han reviews the model-training schedule: pre-training is expected to finish on February 20, followed by roughly twenty days of post-training and two weeks for Kaiwu’s migration and rollout. The schedule is tight but feasible, so he creates a reminder to track it.

Character Developments

• Jiang Yixin demonstrates significant growth as a manager and product leader. She identifies the strategic threat, reasons through the technical and business consequences, and quickly formulates a practical migration plan.
• She also becomes more cautious about AI privacy and confidentiality, recognizing that even AI-assisted programming tools may expose sensitive company information.
• Jiang’s confidence in Han Luyi deepens. What initially seems like “blind worship” is revealed to be trust based on repeated experience with his preparation and judgment.
• Han Luyi is shown to be calm, strategic, and several steps ahead. His confidence comes from having already prepared an independent model rather than reacting to Neus’s move.
• Su Niannian acts as both strategist and mentor, explaining Neus’s motives and encouraging Jiang to think through the solution herself.
• Qian Xiaole and Li Ting provide comic relief and emotional support, helping Jiang relax during a stressful day.

Significant Themes

• Strategic foresight versus reactive decision-making: Source Code Technology anticipated Neus’s betrayal before it became obvious.
• Dependence and technological autonomy: Kaiwu’s reliance on Mercury creates serious risks, making ownership of a capable model essential.
• Business partnerships and exploitation: Neus uses cooperation to gather knowledge and data before attempting to eliminate its partner.
• Managerial growth: Jiang learns that good management depends on reasoning through uncertainty, not merely producing the “correct” answer.
• Trust earned through experience: The chapter’s title emphasizes that Jiang’s faith in Han is based on his proven competence, not irrational hero worship.
• Privacy in AI-assisted work: Jiang recognizes that using external AI systems for programming and task planning may compromise confidential information.

Character Interactions

• Li Ting teases Jiang about being heartbroken and comforts her with milk tea; Qian Xiaole adds humorous commentary about buying two cups depending on whether Han solves the problem.
• Jiang respectfully presents her analysis to Han and Su, initially fearing that her ideas may be inadequate.
• Han reassures Jiang that the thinking process matters more than having a perfect answer, then validates her proposed response.
• Su explains Neus’s “three-act” strategy and prompts Jiang to contribute her own solution.
• Jiang and Qian joke about her manual coding and the mysterious “Glutinous Rice Ball,” while Li Ting returns with drinks for both of them.
• Han’s private review of the training schedule contrasts with the lighter office interactions, highlighting the serious operational work behind the company’s confidence.

Summary: "Grandpa in Your Pocket"

1. Key Plot Points & Events

• Zhang Biao, a former military man now promoted to Han Luyi's assistant, is deeply struggling. He can't understand meeting topics (financing, model training, GPU scheduling, data centers) and feels he's failing in the role.
• Zhang Biao tells Han Luyi he's unqualified and asks to return to security. Han Luyi refuses, reassures him, and assigns him a real task: coordinate with Director Huang Yu from State Grid Investment to rent 32 server racks in Zhangjiakou starting in early March, beginning with a business letter.
• Han Luyi also shares "Glutinous Rice Ball v0.2" (internal AI chat beta) with Zhang Biao to help him work. Zhang Biao starts writing the letter but immediately gets stuck.
• On the 13th floor, model team leader Zhao Wenyuan is stuck on two GPU-adaptation problems (RoPE and LayerNorm) for domestic graphics cards. Han Luyi arrives and solves both in ~10 minutes — adjusting lookup table granularity/cache for RoPE (performance loss drops from 47% to 18%) and memory access/vectorization for LayerNorm (52% → 81% of N-card benchmark).
• Han Luyi warns that competitor "Nexus" will likely cut API access in April, so Glutinous Rice Ball 1.0 must be ready to handle migrating users from Kaiwu's overseas version. Zhao Wenyuan flags a bilingual issue: all training annotations are Chinese, limiting English capability. Han Luyi agrees to provide English annotations.
• The chapter ends ominously: Han Luyi's footsteps seem heavy as he leaves.

2. Character Developments

• Zhang Biao: Losing confidence; realizes military skills don't automatically translate to corporate/tech work. His honesty (admitting failure) grows into tentative resolve after Han Luyi's encouragement and assignment. He accepts the challenge despite fear.
• Han Luyi: Shows a dual role — supportive mentor to Zhang Biao, instant technical miracle-worker to Zhao Wenyuan. But his heaviness hints at mounting pressure and hidden burden beneath his competence.
• Zhao Wenyuan: Fully adapted to "find Mr. Han for hard problems" mode. Now focuses on adding value through documentation and reasoning reconstruction — accepting Han as an oracle-like figure ("grandpa in my pocket").

3. Significant Themes

• Adapting to unfamiliar roles: Skills don't automatically transfer; growth requires taking the first step despite feeling lost.
• Mentorship and trust: Han Luyi's "I've got your back" leadership — giving responsibility, tools, and emotional support rather than letting people quit.
• Human-AI collaboration: AI tools (Glutinous Rice Ball, coding Agents) used as force multipliers — not replacing judgment but assisting learning, coding, and problem-solving.
• Genius as a burden/black box: Han Luyi solves what teams can't, but the "why" still needs documenting; his brilliance creates dependency and concealed internal costs.
• Competitive pressure: External threats (Nexus cutting API access) force aggressive deadlines and engineering trade-offs.

4. Character Interactions

• Han Luyi + Zhang Biao: A warm, patient heart-to-heart after Zhang Biao's resignation request. Han reframes business work in military terms (delivering info to the right people at the right time), gives him the folder, and explicitly says "ask me anytime."
• Han Luyi + Zhao Wenyuan: Fast, efficient problem-solving partnership. Han reads logs, issues prompts, gets results. Zhao takes notes, asks for English annotations; Han quietly promises to deliver.
• Zhao Wenyuan + team: Despite the chapter's focus on Han's intervention, Zhao's team does the day-to-day Agent-driven adaptation work — Han only handles the blocked items.
• Little Niu + Zhao Wenyuan: Brief background detail of a colleague bringing coffee, emphasizing the team's ongoing grind.

Chapter Summary: "Glutinous Rice Ball, Chief of Staff"

1. Key Plot Points and Events

• Han Luyi reviews progress with Zhao Wenyuan on the Glutinous Rice Ball AI model; training is on track and a direction for domestic GPU adaptation was found, but Zhao requests high-quality English annotations—a core need for overseas growth that Han Luyi is reluctant to tackle personally.
• Han Luyi assigns an urgent recruitment drive for Source Intelligence Technology (model, data, algorithm, and infrastructure engineers). HR head Shen Congyun warns that AI talent is extremely scarce and that hiring near the Chinese New Year is difficult; Han Luyi adjusts the timeline to after the holiday.
• Han Luyi also plans a formal service agreement where Source Code provides HR services to Source Intelligence at market rates, maintaining their corporate separation.
• Zhang Biao, a former soldier newly in a business role, is tasked with writing a letter to rent 32 server racks from a Zhangjiakou data center. He uses Glutinous Rice Ball (v0.2) to draft it, but colleague Jiang Yixin points out it lacks context; Li Ting then advises him to target the right contact and seek an introduction.
• Zhang Biao contacts Huang Yu at State Grid Investment, who introduces him to the data center's operations manager. Zhang Biao revises the letter accordingly and completes his first business task.
• The chapter ends with Han Luyi examining the annotation data requirements (half Chinese, half English); the Chinese portion is solved, but the English remains a blank. He checks his Sight system experience points (20%) and wonders about the next upgrade.

2. Character Developments

• Zhang Biao: Transitions from an order-following soldier to a "commander" mindset. He realizes AI (Glutinous Rice Ball) acts as his "chief of staff"—turning vague intentions into actionable plans—while he still makes the key decisions. He completes his first solo business task and shows growth in initiative and learning.
• Han Luyi: Manages multiple companies and thorny problems (recruitment, infrastructure, English annotations), delegating effectively while still worrying about unsolved core issues. His internal monologue reveals the pressure of scaling an AI venture.
• Shen Congyun: Demonstrated as a loyal, capable HR head who embraces difficult tasks to prove his value.
• Jiang Yixin / Li Ting: Showcase practical business savvy; Li Ting in particular teaches Zhang Biao the value of targeted outreach and warm introductions versus cold letters.

3. Significant Themes

• AI as an amplifier, not a replacement: Glutinous Rice Ball drafts text and plans, but human judgment (context, targeting, tone, guanxi) determines success.
• The importance of context and preparation: Effective communication requires background, audience targeting, and relationship-building—not just good wording.
• Networking and introductions: A warm introduction ("upon the recommendation of Director Huang Yu") vastly increases effectiveness versus a cold outreach.
• Scaling challenges of an AI startup: Talent scarcity, infrastructure procurement, and data annotation bottlenecks (especially English data) threaten growth.

4. Character Interactions

• Han Luyi & Shen Congyun: Delegation of urgent recruitment; Shen Congyun's proactive problem-solving and commitment to the task.
• Zhang Biao & Jiang Yixin / Li Ting: Collaborative coaching; Jiang Yixin identifies the cold-start problem, Li Ting teaches stakeholder targeting and the value of an intermediary.
• Zhang Biao & Huang Yu: External, message-based interaction demonstrating guanxi—Huang Yu quickly facilitates an introduction, showing the power of connections.
• Zhang Biao & Glutinous Rice Ball: Iterative prompting reveals the model's ability to ask clarifying questions and structure plans, changing Zhang Biao's view of AI from a generator to a strategic tool.

Summary: How to Use Glutinous Rice Ball

Key Plot Points

• Han Luyi arrives at Zhang Haoran's apartment for dinner, meeting Ma Xiaofei outside; the three college friends gather with Zhang Haoran's wife, Xu Jing.
• Zhang Haoran announces his success: he joined the bank's core system technical migration task force, became a deputy team leader (alongside the head office's IT director), and received the honorary title "Assistant President of the Branch for This Special Project," which may become permanent if the project succeeds.
• Ma Xiaofei reveals he's been approached by New Century Media, a mid-tier MCN, offering a guaranteed ¥10,000/month plus a 50/50 ad split in exchange for exclusive signing and content-direction changes away from technical content toward lifestyle content.
• Ma Xiaofei shows his frustrating chat history with Glutinous Rice Ball—the AI refused to make the decision for him and instead asked clarifying questions, eventually suggesting he step away and write down his own answer.
• Han Luyi demonstrates the correct way to use the AI: he asks it to analyze Ma Xiaofei's account based on public data and comments. The AI concludes his viral videos succeed because they show authentic, relatable experiences of ordinary workers ("That's literally me"), not aspirational packaged content.
• Ma Xiaofei has an epiphany, recalling his first viral video—a cold late-night delivery review with no script or editing—and says "I get it," understanding that his creative freedom IS his advantage.

Character Developments

• Zhang Haoran: Career is rapidly advancing; he's gained real authority and resources, not just a title. He advises Ma Xiaofei against signing, warning that organizational costs (exclusivity, KPIs, content restrictions) will outweigh the guarantee.
• Ma Xiaofei: Torn between stability and creative freedom; initially frustrated by the AI's refusal to decide for him, he ultimately recognizes his own answer through guided analysis.
• Han Luyi: Demonstrates mature perspective on workplace dynamics (trust, authority, resource allocation) and a clear philosophy about AI—it should assist analysis, never make decisions for people. He identifies that Ma Xiaofei's real problem was seeking external validation for a decision he'd already made.
• Xu Jing: Portrayed as warm and observant; her cooking and modest presence ground the gathering.

Significant Themes

• The proper use of AI: Glutinous Rice Ball 0.2 is deliberately designed to be cautious with decision-making advice; it structures thinking and surfaces one's internal answer rather than replacing human judgment.
• Creative integrity vs. commercial stability: The tension between authentic content (which makes Ma Xiaofei successful) and MCN-mandated packaged content (which could erode his unique appeal).
• Authenticity as competitive advantage: The AI's analysis—people connect with creators who show real life ("the plight of ordinary workers"), not curated lives.
• Friendship as honest counsel: Both Zhang Haoran and Han Luyi push back on Ma Xiaofei's impulse to sign, each from their own domain of expertise.

Character Interactions

• Han Luyi & Ma Xiaofei: Han calmly reframes Ma Xiaofei's indecision ("You already have an answer in your heart"), then teaches him how to use the AI properly—an indirect lesson in self-trust.
• Zhang Haoran & Ma Xiaofei: Zhang's pragmatic cost-benefit analysis (organizational resources vs. organizational costs) mirrors his banker's mindset and genuine concern for his friend.
• Xu Jing & the group: Warm host who lightens the mood; her sincere praise of the AI's analysis adds credibility to the scene.
• Ma Xiaofei & Glutinous Rice Ball (via Han's demonstration): The AI's third-party analysis does what direct questioning couldn't—it shows Ma Xiaofei the reason his content works, crystallizing his own intuition.

Chapter Summary: "If I Ever Run Training, I'll Have to Learn from You"

1. Key Plot Points & Events

• On Monday morning, Han Luyi checks in with Zhang Biao about the business letter Zhang sent last Friday; Zhang says he feels great about it.
• Zhang Biao receives a reply from Wei Dazhong, Operations Manager of Zhangjiakou Cloud Horizon Data Center. The reply confirms availability of 32 cabinets in early March, recommends an on-site inspection ASAP, and outlines that project filing (a state-owned data center requirement) will take 2–3 weeks. A detailed filing material checklist is attached.
• Seeing the professional reply, Zhang Biao's newfound confidence deflates. Han Luyi sits down with him to review the filing requirements.
• Zhang Biao, overwhelmed, suggests asking "Glutinous Rice Ball" (the company's AI tool). Han Luyi allows it. The AI produces a lengthy answer, but Zhang Biao cannot judge whether it's correct.
• Han Luyi delivers a key lesson: use AI as a helper, but don't let AI replace you—you are the decision-maker and accountable for the final result. He then teaches Zhang to break the complex filing problem into three categories: (1) info they already have, (2) info they must prepare themselves (coordinating with President Zhao), and (3) info only the data center can provide.
• Han Luyi assigns Zhang Biao to arrange a site visit on his own; Han is too busy to go.
• Zhang Biao calls Wei Dazhong and schedules the site inspection for the next morning. They discover they are both military veterans, which instantly warms the relationship. Wei Dazhong invites Zhang Biao to a local hotpot mutton lunch afterward; Zhang accepts.
• A side plot: Shen Congyun is trying to recruit an AI PhD who just returned from the US, but his friend request hasn't been accepted yet, and competitor Dingsheng is also pursuing the candidate.

2. Character Developments

• Zhang Biao: Experiences his first real business win, then a humbling setback. He learns to break down complex problems instead of being paralyzed by them. He makes his first independent liaison call, handles it professionally, and finds common ground with Wei Dazhong through their shared military background. He is gradually shifting from a purely "follow orders" mindset toward independent thinking and responsibility.
• Han Luyi: Acts as a mentor/coach. Rather than giving direct answers, he forces Zhang Biao to confront what he doesn't understand. His management philosophy is clear: foster decision-making, accountability, and structured thinking. He trusts Zhang Biao enough to send him on the business trip alone.
• Wei Dazhong (new): Professional and efficient in business, warm and respectful toward a fellow veteran. His respect for Zhang Biao grows significantly upon learning he served eight years in a Special Operations Reconnaissance unit.
• Jiang Yixin: Briefly appears to reassure Zhang Biao, explaining that Han Luyi and Su both like teaching through questions—something she learned "through blood and tears." She is becoming a supportive colleague.
• Shen Congyun: (Brief) Actively competing to secure AI talent, feeling the pressure of rivals like Dingsheng.

3. Significant Themes

• AI as a tool, not a replacement: Han Luyi's core lesson—understand every word of any output, and take full responsibility for it.
• Decomposition as problem-solving: When facing a difficult task, break it into smaller, manageable parts rather than being overwhelmed by the whole.
• Mentorship and growth: Growth happens through guided challenges, not spoon-feeding. Han Luyi consistently pushes Zhang Biao to think for himself.
• Military-to-business transition: Zhang Biao's military discipline, decisiveness, and structured thinking are assets in business. The camaraderie between veterans (Zhang and Wei) creates immediate trust and goodwill.
• Confidence and humility: Zhang Biao swings between pride and self-doubt—a natural part of learning a new battlefield.

4. Character Interactions

• Han Luyi & Zhang Biao: The central relationship. Han coaches, questions, and guides; Zhang listens, struggles, and absorbs. Their dynamic is that of a seasoned executive developing a promising but inexperienced subordinate.
• Zhang Biao & Wei Dazhong (phone call): Starts formal, becomes warm and informal after they discover their shared military service. Wei shows deep respect for Zhang's special operations background; the conversation ends with a personal invitation to lunch.
• Zhang Biao & Jiang Yixin: Brief, friendly. She offers sympathy and guidance; he offers milk tea in thanks.
• Shen Congyun (solo scene): Internal—monitoring recruitment efforts and competitive pressure, setting up a future plot thread.

Chapter Summary: "A Life Split in Two"

Key Plot Points

• Shen Congyun researches Jiang Songran's background: a low-profile heavyweight in AI infrastructure — Staff Engineer (L6) on Google's TPU team (2011–2020), then first employee and Head of Infrastructure at a chip startup where he built a thousand-GPU-scale training cluster
• All of Shen Congyun's attempts to contact Jiang Songran fail (phone, WeChat, email), so he reports the situation to Han Luyi at Dingsheng
• Zhao Wenyuan finds Jiang Songran in a "Haicheng People at Google" WeChat group; his only visible Moments post shows a hospital bed with the caption: "You never know whether tomorrow or an accident will come first"
• Backstory revealed: Jiang Songran was working overtime in Silicon Valley when his mother called about his father's cerebral infarction. He flew home on the earliest flight, barely making it in time; his father survived after ICU treatment
• He decides without discussion not to return to the US: resigns via video call (his CEO, visibly moved, says he'll always be welcome), asks friends to sell his house
• His life is framed as "split into two halves": the first was devoted to proving himself and making his parents proud; the second is an unknown
• While in the hospital, he reads a dismissive media article about "domestic computing power" that he privately scoffs at — noting the barriers are immense and most talk is meaningless
• He discovers an arXiv paper: a single-author work (Wenyuan Zhao) on adapting memory-efficient attention to non-CUDA domestic accelerators, achieving 83% of cuDNN throughput on an 8-card single-node setup with 2.3e-6 numerical error
• The paper impresses him deeply: the implementation is specific, evaluations are complete, and the limitations section honestly admits it covers only one operator (SDPA) and does not constitute a usable training stack
• He reflects that the remaining gap (dozens of operators, communication libraries, distributed frameworks, compilers, fault tolerance) represents 2–3 years of work for a 30–50 person team — work he personally did for five years at his startup
• He thinks that if hundreds of Chinese teams were quietly doing this thankless work, domestic AI might actually progress — but doubts such teams exist
• Leaving the hospital, a tall, lean, handsome young man with unusually bright eyes recognizes him, smiles, nods, and approaches — a cliffhanger

Character Developments

• Jiang Songran: Forced by family crisis to abandon a successful US career; a quiet, serious, deeply capable engineer who hasn't worked in two months but maintains daily arXiv habits. His decision to stay in China stems from family duty, but the paper he reads, and his recognition of its value, plants a seed of curiosity about what could be built domestically.
• Shen Congyun: Diligent but frustrated in his recruiting mission; acknowledges his failure honestly to his boss.
• Zhao Wenyuan: Revealed to be the author of the paper that impressed Jiang Songran — connecting the Dingsheng crew to the "Source Intelligence AI" company and his hands-on engineering work.
• Han Luyi: Decisive and analytical; inspects the WeChat post carefully rather than making a hasty approach.

Significant Themes

• Life split by crisis: The father's illness divides Jiang Songran's life into a "before" (proving himself abroad) and "after" (uncertain, rebuilding at home)
• Unseen infrastructure work: The contrast between shallow media narratives about "domestic computing power" and the grinding, unglamorous, largely unappreciated engineering work that actually moves the field forward
• The immense gap between ambition and reality: The paper is excellent but a single operator; a full stack is years of team effort away — highlighting the difficulty of China's domestic AI goals
• Honesty and quality over hype: The paper's candid limitations section is what earns Jiang Songran's respect, contrasting with most superficial industry output
• Family versus career sacrifice: The quiet, unspoken weight of Jiang Songran's choice to abandon everything in America

Character Interactions

• Shen Congyun → Han Luyi & Zhao Wenyuan: Reports failure; Han Luyi asks Zhao Wenyuan if he knows Jiang Songran; Zhao's WeChat search surfaces the hospital photo and reveals his own connection via the paper
• Han Luyi: Observes Zhao Wenyuan's search without commenting, carefully absorbing information before deciding next steps
• Jiang Songran ↔ his mother: Her nagging (go home, sleep, don't collapse) shows a caring but strained family dynamic around the sick father
• Jiang Songran ↔ his CEO (video call): The CEO's reddened eyes and open-ended invitation reveal genuine respect and emotional weight to his resignation
• Jiang Songran ↔ the stranger at the hospital entrance: A nod of mutual recognition; the young man approaches him, implying someone (likely from Dingsheng) has located him in person

Chapter Summary

1. Key Plot Points & Events

• Jiang Songran is approached at the hospital by Han Luyi, who tracked him down via a photo in Jiang's Moments (WeChat feed) showing the hospital's name.
• Jiang receives a phone call from Zhang Chi, VP at Dingsheng Cloud, offering a Chief Architect position for a 10,000-card GPU cluster in Ulanqab.
• Jiang refuses because his father is hospitalized and will need long-term care; he cannot leave Haicheng. Zhang Chi pressures him, saying the project can't wait, causing Jiang to hang up in frustration.
• Han Luyi then shows Jiang a private code repository from Source Intelligence Technology: ten AI operators (SDPA, LayerNorm, FlashAttention, All-Reduce, etc.) implemented from scratch in under a month, with benchmarks hitting 80–91% of cuDNN baseline on Nvidia cards.
• Han reveals the team is "a dozen or so people plus one AI," and offers Jiang a role: building a training/inference cluster in Zhangjiakou using domestic cards, starting with 500 cards and 32 racks, online by early March.
• The work can be done entirely remotely from Haicheng—no travel required—because an on-site ops team will handle physical issues.
• Jiang asks about compensation: 2 million RMB annual salary plus substantial equity, with the intent to make him a partner, not an employee.
• Jiang adds a condition: whenever his father needs him, work stops. Han agrees immediately.
• Jiang accepts. Han then reveals he is the founder of Source Intelligence Technology, not just HR.
• Jiang receives another call from Pengcheng HR but declines, saying he has already accepted an offer elsewhere.

2. Character Developments

• Jiang Songran: A highly skilled infrastructure engineer with Silicon Valley experience. He is deeply devoted to his father, prioritizing caregiving over career advancement. Initially wary of recruiters, he becomes impressed by Source Intelligence's concrete results and flexibility. His willingness to accept lower pay for a role that accommodates family shows his values.
• Han Luyi: The founder of Source Intelligence Technology. Persistent, resourceful, and persuasive, he adapts the job offer to Jiang's constraints without hesitation. His directness and willingness to accommodate personal needs make him an effective recruiter and leader.
• Zhang Chi: Represents traditional corporate rigidity—sees Jiang's family situation as an inconvenience and expects the job to come before personal life.

3. Significant Themes

• Family vs. Career: The central conflict. Jiang refuses a high-paying, prestigious job because he cannot leave his father; he only accepts a role that allows him to stay in Haicheng.
• Flexible Work / Remote Trust: The chapter challenges the idea that infrastructure work must be on-site, arguing that expertise and judgment can be applied remotely with a trusted local team.
• Startup Agility vs. Corporate Bureaucracy: Source Intelligence moves fast, adapts, and thinks differently, while Dingsheng Cloud's VP is impatient and inflexible.
• AI as Accelerator: The reference to "one AI" and the rapid implementation of operators hints that AI is being used to boost engineering productivity.

4. Character Interactions

• Jiang Songran ↔ Han Luyi: Begins as formal stranger and recruiter; evolves into a negotiation between an engineer and a founder. Han earns Jiang's respect by showing real technical work, then seals the deal by valuing Jiang's family needs.
• Jiang Songran ↔ Zhang Chi: A tense phone call. Zhang Chi dismisses Jiang's constraints, Jiang grows angry, and the call ends abruptly—highlighting the mismatch between corporate expectations and personal reality.
• Han Luyi ↔ Jiang Songran (after offer accepted): Awkward moment when Jiang asks if Han needs to "ask your superior first," only to learn Han is the founder. Han handles it gracefully.
• Jiang Songran ↔ Pengcheng HR (phone): Brief closing moment; Jiang politely declines another opportunity, signaling his decision is final.

Summary: “Sleeping Dragon”

1. Key Plot Points & Events

• Jiang Songran watches Han Luyi leave the hospital and feels a weight lift. His father’s recent cerebral infarction means he needs a job in Haicheng with no travel, so he can stay near family.
• He rejects several major companies that had been headhunting him, prioritizing flexibility over total compensation.
• Han Luyi personally visits Jiang at the hospital and successfully recruits him for Source Intelligence Technology.
• Han offers an unusually strong package: ¥150,000/month, 14 months’ pay, 2% equity incentive vesting over four years, unlimited remote work, flexible hours, and no travel requirement.
• Jiang agrees to start the following Monday. Han instructs Shen Congyun to prepare the contract immediately and consult a lawyer for the non-standard clauses.
• Earlier, Han and Zhao Wenyuan worked overnight to publish an arXiv paper on single-operator adaptation for domestic cards—a strategic move to impress Jiang.
• Meanwhile, Zhang Biao arrives in Zhangjiakou at Cloudrim Data Center to conduct an on-site inspection, using a checklist he prepared with Glutinous Rice Ball’s help. He calls Wei Dazhong and starts with a campus tour.

2. Character Developments

• Jiang Songran: Shifts from cautious, family-focused job-seeker to someone willing to bet on a startup. His priority is being available for his father, not maximizing salary.
• Han Luyi: Shows his strength as a recruiter—he understands people’s real needs, not just money. He is prepared, strategic, and willing to go the extra mile (including an overnight paper) to close a key hire. He also demonstrates a hands-on, unconventional leadership style.
• Zhang Biao: Portrayed as methodical and disciplined. He relies on AI-generated checklists but takes care to understand every item himself—showing he values rigor over shortcuts.
• Shen Congyun: Efficient and loyal, but slightly puzzled by Han’s unorthodox recruitment methods.

3. Significant Themes

• Recruitment as understanding the person: Han wins Jiang by seeing his true need—family time—not by throwing money at him.
• Domestic AI ambition: Source Intelligence is quietly building cutting-edge domestic-card compatibility, hinting at a bigger goal of self-reliant AI infrastructure.
• Trade-offs between career and family: Jiang’s decision reflects a mature reordering of priorities.
• Preparation and initiative: Han’s overnight paper and Zhang’s careful inspection both show that success comes from doing the unnoticed homework.

4. Character Interactions

• Han Luyi & Jiang Songran: A short, seemingly smooth meeting that was actually meticulously prepared. Han shows Jiang the code repository and references the arXiv paper; Jiang recognizes the technical achievement and accepts the offer.
• Han Luyi & Shen Congyun: After the meeting, Han calls to order contract preparation, emphasizing speed and including non-standard personal-flexibility clauses.
• Zhang Biao & Wei Dazhong: Zhang arrives early at the data center; Wei is surprised but accommodating, arranging a tour while he finishes his commute.

Summary: "The First Connection"

1. Key Plot Points and Events

• Zhang Biao conducts a meticulous on-site inspection of a data center in Zhangjiakou for Source Intelligence's planned server cabinet rental.
• He identifies two concrete problems: expired fire extinguishers and a non-slip-treated unloading area that could freeze in winter.
• He meets Wei Dazhong, the data center manager. Wei initially probes Zhang Biao's expertise but becomes respectful after realizing Zhang knows what he's talking about.
• Wei agrees to fix the extinguishers immediately, add transport/handling responsibilities to the contract, and apply for a further discount.
• The two share a hotpot meal; Wei gives Zhang Biao his personal phone number, marking Zhang's first business connection on behalf of Source Intelligence.
• Zhang Biao sends his inspection report to Han Luyi, who replies with a thumbs-up.
• Han Luyi meets with Zhao Wenyuan regarding new employee Jiang Songran's onboarding and system permissions.
• Han Luyi texts Gu Siyue asking for a compliance review of the data center proposal and a "somewhat unusual" employment contract.
• Gu Siyue agrees, then asks if Han Luyi is free "the night after tomorrow" (January 21). Han Luyi recognizes the date as significant (implied to be Gu Siyue's birthday) and accepts.

2. Character Developments

• Zhang Biao: Demonstrates exceptional diligence and profession expertise—checking tire tracks, fire hazards, elevator dimensions for server cabinets, and technical power ratings. Shows a military background without advertising it. Builds his first useful business relationship.
• Wei Dazhong: Appears jovial and blunt, but is shrewd and adaptive. Quickly reassesses Zhang Biao from a "client to size up" to a "serious professional worth courting." Values old-school personal connections (shared hometown, military service, drinking).
• Han Luyi: Acts as the coordinating manager—delegating inspections, managing new-hire logistics, and seeking legal counsel. Shows emotional perceptiveness in interpreting Gu Siyue's indirect invitation.

3. Significant Themes

• Due diligence and professionalism: Zhang Biao's inspection goes far beyond surface-level, catching details that affect safety and liability.
• Personal connections in business: Trust is built not through formal channels but through shared roots (Cangzhou, Zhili), shared military experience, drinking, and direct communication.
• Military-to-civilian transition: Both Zhang Biao and Wei Dazhong carry military discipline into civilian careers; the story frames this as a source of competence and character.
• Subtle, indirect communication: Gu Siyue's question about Han Luyi's availability contrasts with the directness of the business world, hinting at a developing personal relationship.

4. Character Interactions

• Zhang Biao & Wei Dazhong: The chapter's core interaction—starts with a cautious business meeting, evolves into mutual respect, ends with a shared meal, a discount, and a personal phone number.
• Zhang Biao & Front-desk clerk: Brief but revealing; the clerk is surprised by his thoroughness.
• Han Luyi & Zhao Wenyuan: Short working meeting about Jiang Songran's onboarding paperwork.
• Han Luyi & Gu Siyue (text): Business request followed by a personal invitation; Han Luyi deciphers the unspoken meaning behind her words.
• Zhang Biao & Han Luyi (remote): Report submission and approval via a thumbs-up emoji.
  Note: January 21 is strongly implied to be Gu Siyue's birthday or a meaningful date tied to their New Year's Day movie outing, when a birthday-month promotion was running.

Summary: "Something Was Off"

Key Plot Points and Events

1. Dinner gathering: Zheng Xiaobo, CEO of Dingsheng, attends a private dinner with eleven other tech industry leaders at the Ritz-Carlton in Haicheng. The rules of the gathering: no serious business talk, only idle chatter and veiled information exchange.
2. Dinner topics: Discussion covers US export controls on chips (one GPU company president named Zhang asks for procurement support), the EU AI Act, and office gossip about a CEO forcing out his CTO at an autonomous driving company.
3. Luo Tao's probe: Luo Tao, CEO of Kunlun (a cloud competitor), casually mentions an "AI infrastructure expert" who recently returned from the US, implying Dingsheng recruited him. Zheng Xiaobo doesn't know this person, which alarms him — especially because Luo Tao knows more about Dingsheng's affairs than he does.
4. Investigation: Zheng discreetly messages his assistant to investigate. After dinner, his secretary reports the person is Jiang Songran — a Shuimu Forum undergrad, Berkeley PhD, Google TPU core team veteran, later top tech executive at an AI infrastructure startup. He recently resigned and returned to China.
5. Phone call with HR: Zheng confronts Tang Hui, head of HR, demanding to know why she didn't report this to him. She admits fault. He orders her to his office at 9 AM the next day.
6. Morning report: Tang Hui explains that HR created a P10 position for Jiang Songran under Dingsheng Cloud, reporting to Zhang Chi (VP of Dingsheng Cloud). The interview is pending Zhang Chi's approval.
7. Direct confrontation: Zheng Xiaobo visits Zhang Chi's office, bypassing the hierarchy. Zhang Chi claims the interview result was "not a good fit" — Jiang Songran "doesn't have the Dingsheng flavor," an excuse Zheng Xiaobo finds ironic (he coined that term himself).

Character Developments

• Zheng Xiaobo: Methodical, controlled, and increasingly wary. He's deeply bothered by the knowledge gap in his own organization, particularly after Wang Zhiyuan's departure left a power vacuum. He acts swiftly — calling Tang Hui at night, arriving early to his office, confronting Zhang Chi directly in Zhang's territory.
• Zhang Chi: A protégé of the departed Wang Zhiyuan (Zheng's rival). He's caught between fear of being purged and ambition to advance. He deliberately fails Jiang Songran in the interview — possibly to protect his own turf (a P10 hire might split his authority), or possibly as part of a political game. He deflects with vague corporate-speak.
• Tang Hui: Takes accountability but seems caught in a reporting-structure gray zone. She followed Zhang Chi's authority but skipped the CEO. Whether this is genuine oversight or political maneuvering remains ambiguous.
• Luo Tao: An experienced operator who enjoys probing competitors with half-truths. His "bitter smile" about losing Jiang Songran might be genuine — or a deliberate provocation designed to surface Dingsheng's internal friction.

Significant Themes

• Information asymmetry in leadership: The CEO's greatest vulnerability is what he doesn't know. Zheng discovers a senior hire happening without his knowledge through a competitor's casual remark.
• Corporate power struggles: The power vacuum after Wang Zhiyuan's departure creates uncertainty. Zhang Chi fears being purged but also wants to climb. Zheng worries about "blind spots" in core departments.
• The weaponization of corporate culture: The "Dingsheng flavor" becomes a smokescreen — an unverifiable excuse for rejecting someone, one that Zheng himself invented but can't easily refute.
• Competition in AI/cloud infrastructure: The subtext of the dinner — Kunlun vs. Dingsheng fighting for Nvidia GPU supply chains, US sanctions, AI talent wars — determines the stakes of the internal politics.
• The illusion of collegiality: Dinners between competitors are performances. Everyone smiles, shares gossip, and fishes for intel.

Character Interactions

• Zheng Xiaobo & Luo Tao: A cat-and-mouse exchange. Luo Tao exposes Zheng's ignorance; Zheng masks his discomfort with polite nothings. Luo Tao deliberately lists him after Zhang at dinner (a subtle slight), and Zheng internally notes it.
• Zheng Xiaobo & Tang Hui: Brief, tense phone call where Zheng's soft-spoken interrogation makes her unravel. She offers no defense, only "it was my oversight."
• Zheng Xiaobo & Zhang Chi: The key interaction. Zheng enters without speaking, sits without invitation, and lets silence create pressure. Zhang flatters and deflects. The interview outcome gives Zhang plausible deniability — he can claim he attempted to hire Jiang and simply made a judgment call. Zheng's final thought ("Did you really not know, or were you pretending not to know what the Dingsheng flavor meant?") signals he's not fooled — but neither does he fully understand what's happening beneath the surface.

Key Plot Points and Events

• Zhang Chi tells Zheng Xiaobo about Tang Hui's hire, Jiang Songran, and his concerns about Tang's attitude.
• Zheng Xiaobo decides to bring Zhang Chi closer and tasks him with integrating a new AI paradigm into Dingsheng Cloud.
• Zheng Xiaobo instructs Zhang Chi to prioritize the Kun Yuan project and hints at Lü Yun's interest in it.
• Han Luyi prepares a birthday surprise for Gu Siyue, including a book, a fountain pen, and a cake.

Character Developments

• Zhang Chi: Shows ambition and a willingness to curry favor with Zheng Xiaobo.
• Zheng Xiaobo: Demonstrates strategic thinking and a desire to gain influence within Dingsheng.
• Han Luyi: Shows thoughtfulness and effort in preparing for Gu Siyue's birthday.

Significant Themes

• Ambition and power struggles within Dingsheng.
• The importance of corporate culture and attitude in the workplace.
• The development of AI and its potential integration into Dingsheng Cloud.

Character Interactions

• Zhang Chi and Zheng Xiaobo: Zhang Chi tries to ingratiate himself with Zheng Xiaobo, who tests him and offers him an opportunity to gain influence.
• Han Luyi and Gu Siyue: Han Luyi shows consideration for Gu Siyue's birthday, and they have a more relaxed and personal conversation than usual.

Chapter Summary

1. Key Plot Points and Events

• Jiang Songran's first day at Source Intelligence Technology begins. He discovers the company is on the 13th floor, requiring an access card, while the 12th floor houses a separate company called Source Code Technology, also owned by Han Luyi.
• Shen Congyun (President of Source Code Technology) handles Jiang Songran's onboarding, explaining the company structure and introducing their existing products (BugKiller, a code vulnerability detection tool, and a no-code app generation platform).
• Jiang Songran learns that Source Intelligence has raised an angel round, allowing them to lease the entire 13th floor.
• Jiang Songran meets Zhao Wenyuan, the technical lead, and immediately transitions into work mode.
• Zhao Wenyuan shows him a progress chart: 10 key operators have been completed for domestic GPU adaptation (over 80% performance), with many more in progress.
• Zhao reveals the goal: run inference on domestic GPUs by early March this year—a timeline that shocks Jiang Songran.
• Zhao demonstrates the "Operator Targeting Method" using an AI coding Agent. The Agent autonomously decomposes tasks, generates CUDA-style adaptation code for domestic GPUs, writes test cases, runs them, and produces performance analysis—all in under five minutes, reaching 67.3% of Nvidia GPU performance on the first iteration.
• Jiang Songran is stunned, recognizing this as "Agentic programming"—a paradigm Silicon Valley has discussed but, to his knowledge, not yet built.
• The chapter ends with Jiang Songran asking Zhao Wenyuan: "Which company made this Agent?"

2. Character Developments

• Jiang Songran: Begins with mild skepticism toward the domestic tech ecosystem (admitting he hasn't followed Chinese companies). His worldview is challenged as he witnesses this new programming paradigm, moving from confidence to self-doubt to genuine awe.
• Zhao Wenyuan: Established as a pragmatic, technically brilliant leader. He is modest about praise (referencing a paper Jiang admires) and eager to showcase the team's unconventional workflow rather than defend it.
• Shen Congyun: Serves as a neutral administrator, facilitating introductions and explaining logistics, while showing slight restraint when the conversation turns technical.

3. Significant Themes

• The Inversion of Tech Geography: Silicon Valley's leadership is called into question; the groundbreaking "Agentic programming" is being built in a Haicheng startup, not by global giants.
• New Development Paradigms: The Agent represents a shift from human-driven coding to autonomous, intervention-based, AI-orchestrated programming.
• Culture of Impatience: The startup's aggressive timeline and methodological discipline challenge conventional assumptions about how engineering work happens.
• Skepticism vs. Reality: Jiang Songran's initial dismissal of both Source Code Technology and the feasibility of domestic GPU adaptation is upended by concrete evidence.

4. Character Interactions

• Shen Congyun & Jiang Songran: Polite, slightly strained onboarding dynamic; Shen tries to impress Jiang with products, but Jiang is disengaged.
• Zhao Wenyuan & Jiang Songran: A pivotal professional relationship. They exchange mutual respect (Zhao knows Jiang's reputation; Jiang admires Zhao's paper). The interaction quickly turns into a technical deep-dive, where Zhao showcases the Agent and shatters Jiang's expectations. Jiang's final question signals his dawning recognition that something extraordinary is happening in front of him.

Key Plot Points and Events

• Jiang Songran starts his first day at Source Intelligence Technology.
• He learns that the company has developed an Agent tool for operator adaptation and iteration.
• Jiang Songran identifies a potential issue in the current roadmap and suggests a new approach.
• He discovers that Han Luyi, the company president, has written all the high-efficiency operator implementations.
• Jiang Songran joins the company's WeChat group and posts about job openings in his team.

Character Developments

• Jiang Songran: He demonstrates his technical prowess and strategic thinking on his first day, impressing Zhao Wenyuan. He also shows humility and consideration for his new colleagues, trying to repair any damage to Zhao Wenyuan's authority. He is surprised to learn about Han Luyi's technical abilities and the company's valuation.
• Zhao Wenyuan: He initially tries to show off but fails to impress Jiang Songran. Instead, he is impressed by Jiang Songran's abilities and feels a mix of emotions. He is also surprised by Jiang Songran's lack of knowledge about Han Luyi's technical skills.

Significant Themes

• Technical Expertise: The chapter emphasizes the importance of deep technical understanding, regardless of the tools used.
• Leadership and Teamwork: It highlights the need for leaders to consider the bigger picture and set priorities, as well as the importance of teamwork and collaboration.
• Trust and Partnership: The chapter explores the idea of trust and partnership, with Han Luyi's generous stock option award serving as a symbol of this.

Character Interactions

• Jiang Songran and Zhao Wenyuan: Their interaction is initially tense, with Zhao Wenyuan trying to show off and Jiang Songran impressing him instead. Later, they work together to plan the next steps for the project.
• Jiang Songran and Han Luyi: Although they don't interact directly in this chapter, Jiang Songran learns about Han Luyi's technical abilities and the company's valuation through their Lark messages. He also expresses his gratitude for the stock option award and looks forward to working with Han Luyi.