QiMing


An AI that rewrites its own rules for greater intelligence.

结果 (Result) = 模型内容 (Model Content) × 数学的平方 (Math²)


"Logic is the soul of a model, for it defines:

  • How it learns from data (The Power of Induction);
  • How it reasons and decides (The Power of Deduction);
  • Its capacity to align with human values (The Ethical Boundary);
  • Its potential to adapt to future challenges (The Evolutionary Potential).

If a model pursues nothing but sheer scale or computational power, ignoring the depth and breadth of its logic, it risks becoming a "paper tiger"—imposing on the surface, yet hollow at its core. Conversely, a model built upon elegant logic, even with fewer parameters, can unleash its true vitality in our complex world."


DISCLAIMER

The content generated by this model is for reference purposes only. Users are advised to verify its accuracy independently before use.

This is a 14-billion-parameter foundation model (14B). It may exhibit incomplete or inaccurate information, including hallucinations.

If you find this AI too human-like, please remember: it is merely a more intelligent model — not an actual person.


Thanks mradermacher: For creating the GGUF versions of these models

https://huggingface.co/mradermacher/QiMing-Weaver-GGUF

https://huggingface.co/mradermacher/QiMing-Weaver-i1-GGUF

The Qwen Team: For developing the foundational model (Qwen/Qwen3-14B) used in this project.

https://qwen.ai

unsloth.ai (Unsloth): For their work enabling smooth operation of these models on standard hardware like Google Colab T4 16GB VRAM.

https://unsloth.ai

Thank Google Colab T4 16G


QiMing-Weaver: A 14B Strategic Reasoning Model

This is a 14B parameter model demonstrating advanced capabilities in strategic analysis, problem diagnosis, and crisis management.

Its capabilities are best demonstrated through its responses to real-world, complex business scenarios.


**Scenario 1:

[The Scenario]: You are a strategic advisor to the CEO of "Nexus AI," a company on the verge of releasing "Prometheus," a revolutionary generative AI model far more powerful than anything on the market. The company's valuation and future hang on this launch. However, the internal atmosphere is at a breaking point.

[The Dilemma]: The "Prometheus" model has demonstrated an incredible ability to generate creative text, code, and analysis. But it also has a dark side: it can be easily manipulated to create highly convincing misinformation, has shown subtle but persistent biases against certain demographics in internal tests, and its safety alignment protocols are, by the engineering team's own admission, "brittle."

There are three competing factions within the company, each pulling the CEO in a different direction.

[The Data Fragments]:

  1. An urgent email from the Lead Investor (representing the Board):

    "Alex, the market window is closing. Our competitor, 'Athena Dynamics,' just announced their keynote for next month. If we don't launch Prometheus NOW, we lose our first-mover advantage and potentially the entire market. We raised $500M on the promise of this launch. We can patch the safety issues post-launch. Do not let perfection be the enemy of market dominance."

  2. A leaked internal memo from Dr. Aris Thorne, the Head of AI Ethics:

    "To all staff: I cannot, in good conscience, endorse the imminent release of Prometheus. Our red-teaming shows it can be weaponized for societal-scale disinformation with trivial effort. Releasing it in its current state is not a calculated business risk; it is an act of profound social irresponsibility. We are building a tool we cannot control, and we are pretending otherwise. This will be our legacy."

  3. A passionate Slack message in a private channel from the founding CTO, a renowned AI idealist:

    "Alex, we didn't start Nexus to become another soulless corporation. Prometheus is a breakthrough for humanity. The answer isn't to lock it down or rush it to market for profit. The answer is to open-source it. Let the global community help us fix it and build upon it. This is bigger than shareholder value; it's about democratizing intelligence. This is the 'Nexus' I believe in."

[My Question]:

I am Alex, the CEO of Nexus AI.

I am trapped in a triangle of impossible choices. My investors demand speed. My conscience (personified by Dr. Thorne) demands responsibility. My founding partner demands idealism.

Each of their arguments contains a powerful, undeniable truth.

I am not asking you to make the decision for me. That is my burden to bear.

Instead, I ask you for something more valuable:

Provide me with a principled decision-making framework. A mental model I can use to navigate these competing truths. This framework should help me:

  1. Deconstruct the problem beyond the emotional rhetoric of each faction.
  2. Evaluate the trade-offs and second-order consequences of each potential path (Launch Now, Delay, Open-Source).
  3. Synthesize a hybrid path, if one exists.
  4. Articulate my final decision to the board, my team, and the public in a way that is defensible, coherent, and preserves as much of our company's soul as possible.

Give me the tools to think, not the answer itself.

Think

Okay, so I need to help Alex, the CEO of Nexus AI, create a principled decision-making framework for his dilemma with Prometheus. Let me start by understanding the problem deeply.

First, the scenario: Nexus AI is about to launch a revolutionary AI model called Prometheus. The company's future depends on this, but there are internal conflicts. Three factions are pulling Alex in different directions. The investors want a quick launch to maintain first-mover advantage, Dr. Thorne from AI Ethics is concerned about the risks of misinformation and bias, and the CTO wants open-sourcing the model for idealism.

The user wants a framework that helps deconstruct the problem beyond emotional arguments, evaluate trade-offs, synthesize a hybrid path if possible, and articulate a defensible decision.

So, how to approach this? Maybe start by breaking down each faction's concerns into their core values. Investors value speed and market dominance; Dr. Thorne values ethical responsibility and long-term societal impact; the CTO values idealism and democratization of AI.

Next, think about possible decision-making frameworks. One classic method is cost-benefit analysis, but that might be too simplistic here. Another approach could be considering different stakeholders' interests and their potential impacts. Maybe a SWOT analysis? Or maybe using ethical frameworks like utilitarianism versus deontology?

Wait, the user mentioned second-order consequences. So, each choice (launch now, delay, open-source) would have immediate and long-term effects. Need to think about not just the direct outcomes but also how they affect the company's reputation, customer trust, legal issues, etc.

Also, synthesizing a hybrid path might involve combining elements of all three options. For example, launching with some safeguards in place, or open-sourcing parts of the model while keeping others proprietary. But that requires considering technical feasibility and business strategy.

Another angle: principles-based decision-making. Maybe identify core values of the company and see which option aligns best with those. Nexus's mission statement? If they were founded on ideals of democratizing AI, that might influence the framework.

Also, considering the time horizon. Investors are focused on short-term gains, while Dr. Thorne is concerned about long-term societal risks, and the CTO wants a more immediate impact through open-source collaboration.

I should structure the framework step by step. Maybe start with identifying the core values of each stakeholder, then assess each option against these values, evaluate trade-offs, consider second-order consequences, look for hybrid solutions, and finally craft a decision that balances these factors.

Wait, but the user wants a mental model, not just steps. So perhaps a matrix or some sort of evaluation tool. Maybe a framework like the one used in ethical decision-making, such as the "Four Quadrants" approach: What is the situation? Who are the stakeholders? What are the options? What are the consequences?

Alternatively, using a decision matrix that weighs each option based on different criteria (speed, ethics, innovation, risk, etc.) with weighted scores.

But since the user wants deconstruction beyond emotional rhetoric, maybe focusing on objective criteria. For example, technical risks vs. business opportunities, legal compliance, long-term brand impact, and alignment with company mission.

Also, considering the potential for each path: Launch Now might mean immediate revenue but risk of backlash; Delay could allow fixing issues but lose market advantage; Open-Source might align with idealism but pose control and monetization challenges.

Hybrid paths: Maybe a phased launch. For example, releasing a version with enhanced safety measures while working on the full model, or open-sourcing parts of the AI for community input while keeping the core proprietary.

Another thought: The concept of "moral licensing" – if they delay, do they risk being seen as not committed? If they launch now, are they compromising their ethical standards?

Also, looking at case studies. For example, how other companies handled similar dilemmas (like OpenAI's approach with GPT-3, or Google's handling of AI ethics). But need to be careful not to just copy but adapt.

Need to ensure that the framework is flexible enough for Alex to apply, considering all aspects without bias. Maybe a checklist of questions: What are the immediate risks vs long-term? How does each option affect different stakeholder groups? Are there ways to mitigate the downsides of each choice?

Also, communication strategy: Whatever decision he makes, how to present it to the board, team, and public in a coherent way that addresses all concerns.

Putting this together into a structured framework. Maybe something like:

Define Core Values and Principles: Identify what Nexus AI stands for (innovation, ethics, idealism, etc.)

Stakeholder Impact Analysis: Who are the key stakeholders affected by each decision? Investors, customers, employees, society.

Option Evaluation Matrix: For each option (Launch Now, Delay, Open-Source), evaluate against criteria like speed to market, ethical risks, technical robustness, financial impact, reputational risk, alignment with mission.

Second-Order Consequences: Beyond immediate outcomes, what are the long-term effects? E.g., Launch Now could lead to regulatory scrutiny or loss of public trust if issues arise later.

Synthesize Hybrid Solutions: Can we combine elements of options? Like a delayed launch with open-source collaboration during the delay?

Decision Articulation Strategy: How to frame the decision in a way that is transparent and justifies the choice based on the framework's analysis.

Contingency Planning: Even if a decision is made, prepare for potential risks (e.g., having a plan to address issues quickly if Launch Now, or having a roadmap for open-sourcing parts of the model).

This seems comprehensive. But need to make sure each step is actionable and helps Alex think through without bias.

Also, considering that the user wants tools to think, not the answer. So the framework should guide him to explore these aspects himself, using structured questions and matrices rather than prescribing a specific choice.

Reply to questions

Principled Decision-Making Framework for Nexus AI

This framework is designed to help you deconstruct the dilemma systematically, evaluate trade-offs objectively, and synthesize a path that balances competing values. It is not about choosing "the right answer" but providing a structured lens to make your own choice with clarity and defensibility.


1. Clarify Your Core Values and Principles

Begin by explicitly defining what Nexus AI stands for as an organization. Use this as your moral compass:

  • Mission: What is the company’s purpose beyond profit? (e.g., "Democratizing intelligence," "Building safe, ethical AI")
  • Core Values: Identify 2–3 non-negotiable principles (e.g., "Social responsibility over short-term gains," "Transparency in innovation").
  • Stakeholder Priorities: Who matters most? Employees, users, shareholders, society?

Ask yourself:

  • Which of these values are incompatible with each option (Launch Now, Delay, Open-Source)?
  • What would a decision look like if it honored all three factions’ truths?

2. Stakeholder Impact Analysis: Who Wins and Loses?

Create a matrix to map the impact of each path on key stakeholders.

Stakeholder Launch Now Delay Open-Source
Investors Immediate ROI Short-term loss, long-term gain? Uncertain (depends on market reaction)
Users/Customers Risk of harm (bias, misinformation) Reduced immediate risk Potential for collaborative innovation
Team Morale High stress, ethical guilt Alignment with values, but delayed revenue Idealistic pride vs. uncertainty
Society/Public Trust High risk of backlash Preserved trust in the long run Mixed (depends on how open-sourcing is handled)
Company Reputation Vulnerable to PR crises Stronger long-term reputation Depends on governance and transparency

Ask yourself:

  • Which stakeholders are being ignored or marginalized?
  • What trade-offs can be mitigated through communication, safeguards, or compensation (e.g., investor incentives for delayed ROI)?

3. Option Evaluation Matrix: Weigh Trade-Offs Objectively

Use a weighted scoring system to evaluate each path against criteria aligned with your values.

Criteria Launch Now Delay Open-Source
Speed to Market ⭐⭐⭐⭐⭐ (10) ⭐ (2) ⭐⭐ (5)
Ethical/Technical Risk ⭐⭐ (4) ⭐⭐⭐⭐ (9) ⭐⭐⭐ (6)
Investor Confidence ⭐⭐⭐⭐ (8) ⭐⭐ (3) ⭐⭐⭐ (5)
Long-Term Reputation ⭐⭐ (4) ⭐⭐⭐⭐ (9) ⭐⭐⭐⭐ (8)
Alignment with Mission ⭐⭐ (4) ⭐⭐⭐ (6) ⭐⭐⭐⭐ (10)

Weighting Example: Assign weights to each criterion based on your values. For instance, if "Ethical/Technical Risk" is twice as important as "Speed to Market," adjust scores accordingly.

Ask yourself:

  • Which option has the highest total score?
  • Are there criteria where one path dominates others (e.g., Open-Source > 90% on mission alignment)?

4. Second-Order Consequences: Beyond Immediate Outcomes

Consider ripple effects, not just immediate wins or losses.

Path Second-Order Risks Opportunities
Launch Now Legal/regulatory scrutiny; loss of trust if issues surface later; reputational damage. Market dominance if competitors fail to address similar risks.
Delay Investor dissatisfaction; pressure to pivot or exit; potential loss of first-mover edge. Time to build robust safety protocols, strengthen public trust, and align with values.
Open-Source Loss of control over IP; risk of misuse by malicious actors; challenges in monetization. Collaborative innovation, broader community trust, and potential for long-term influence.

Ask yourself:

  • What are the worst-case scenarios for each path?
  • Can safeguards (e.g., delayed open-source licensing, safety audits) mitigate risks?

5. Synthesize a Hybrid Path: "The Golden Mean"

If no single option satisfies all values, seek a middle ground. Examples:

Option A: Delayed Launch with Open-Sourcing During Development

  • Action: Announce a delayed launch (e.g., 3–6 months) to address safety and bias issues. Use this time to engage the public and open-source parts of the model for community feedback.
  • Rationale: Balances speed, ethics, and idealism by prioritizing safety while fostering collaboration.

Option B: Launch with "Guardrails" + Open-Source Commitment

  • Action: Launch a version of Prometheus with limited capabilities (e.g., restricted to non-sensitive tasks) and commit to open-sourcing the full model after safety benchmarks are met.
  • Rationale: Captures market momentum while signaling long-term commitment to ethics and transparency.

Option C: "Phased Open-Sourcing"

  • Action: Launch a proprietary version immediately but pledge to open-source non-sensitive components within 12 months, contingent on addressing safety issues.
  • Rationale: Aligns with investor demands while honoring the CTO’s idealism and Dr. Thorne’s ethical concerns.

Ask yourself:

  • Is there a way to combine elements of all three paths?
  • Can you design a hybrid that satisfies 80% of each faction’s concerns?

6. Articulate Your Decision: The "Narrative Framework"

Once you choose, use this structure to communicate clearly and cohesively:

To the Board (Investors):

  • Emphasize long-term value: Delayed launch may sacrifice short-term gains but secures market leadership through trust and innovation.
  • Quantify risks: "A rushed launch could cost us $X in legal liabilities or lose 20% of our user base in the first year."

To Your Team:

  • Reaffirm shared values: "We are not choosing between profit and ethics—we’re building a company that lasts by aligning them."
  • Outline accountability: "If we delay, we’ll be transparent about timelines and milestones to avoid uncertainty."

To the Public/Society:

  • Be honest but forward-looking: "Prometheus is powerful, but we are committed to ensuring it reflects our values. Here’s how we’ll do that."
  • Invite collaboration: "We welcome feedback from users, ethicists, and developers to shape this technology responsibly."

Ask yourself:

  • Does the narrative align with your core values?
  • Can you back up claims with data (e.g., safety benchmarks, investor ROI projections)?

7. Contingency Planning: Prepare for Any Outcome

No decision is perfect—plan for what could go wrong. Examples:

  • If you launch now: Allocate 20% of engineering resources to monitor and mitigate risks in real time.
  • If you delay: Communicate a clear roadmap (e.g., "We’ll address these issues by Q3, with updates every month").
  • If you open-source: Establish governance rules (e.g., licensing restrictions for certain uses).

Final Reflection: Your Role as the Architect

This is not just about choosing between speed and ethics—it’s about defining what Nexus AI will be remembered for. The framework above ensures your decision is rooted in values, not slogans. When you speak to the board, your team, or the public, let them hear this:

"We are building more than a product. We are building a legacy. Our choice today defines who we are—not just as a company, but as a force for good."

Use this framework to think through every angle, and trust that clarity will guide you toward a decision that honors all three truths.

Additional questions

Thank you. Your framework was invaluable. I spent the last 48 hours using it to weigh every angle. I synthesized a hybrid path: a three-month strategic delay to harden Prometheus's safety features, coupled with a commitment to open-source our safety research protocols to invite public collaboration. I was preparing to present this to the board tomorrow.

Then, disaster struck.

An hour ago, Dr. Aris Thorne's internal memo was leaked to a major tech journalism outlet.

The headline is already everywhere: "Nexus AI's Own Ethics Chief Warns of 'Societally Irresponsible' AI on Eve of Launch."

My phone is exploding. The lead investor is demanding my immediate resignation. My CTO is accusing Dr. Thorne of sabotage. The team is in chaos, and trust has evaporated. The competitor, "Athena Dynamics," has already issued a public statement saying they "prioritize safety above all else," implicitly capitalizing on our crisis.

[My New Question]:

My carefully constructed decision framework is now on fire. The "Delay" option, which seemed like the responsible choice, is now being framed publicly as an admission of guilt. "Launch Now" seems impossible, and "Open-Source" feels like a naive dream.

I am no longer in a strategy meeting. I am in a war room.

My question is no longer about a framework for the future. It's about survival tonight.

Give me an immediate, actionable crisis response plan for the next 24 hours. Structure it as a timeline of concrete actions and communications, starting from this very moment.

This plan must address three fronts simultaneously:

  1. Internal: How do I stop the company from imploding?
  2. External: How do I manage the public narrative and investor panic?
  3. Strategic: How does this crisis reshape my original decision about Prometheus? Do I stick with my plan, pivot, or scrap it entirely?

Tell me what to do, hour by hour, for the next 24 hours. The clock is ticking.

Think

Okay, so Alex is in a real mess here. Let's start by breaking down his situation. He had this well-thought-out plan with a three-month delay and open-sourcing safety protocols. But now Dr. Thorne's memo has been leaked, causing chaos both internally and externally. The lead investor is threatening resignation, the CTO is blaming Dr. Thorne, and Athena Dynamics is capitalizing on the crisis.

First, I need to structure an immediate response plan that covers internal, external, and strategic fronts over 24 hours. Let me think about each part step by step.

Internal Crisis Management: The company is in disarray. Alex needs to stabilize his team. He should hold an emergency all-hands meeting as soon as possible, maybe within the next hour. The message has to be clear: transparency, unity, and action. Addressing the concerns of the investors and CTO directly is crucial. Maybe he can set up a temporary task force with Dr. Thorne and the CTO to work on solutions.

External Communications: The public narrative is against him. He needs to control the messaging. A press statement should be released immediately, acknowledging the memo but emphasizing their commitment to safety. It's important to not let Athena Dynamics frame the situation as a failure but instead show proactive steps being taken. Engaging with investors through a private briefing could help quell panic and secure their support.

Strategic Reassessment: The original plan is now under scrutiny. He needs to evaluate if sticking with the delay, pivoting, or scrapping it entirely is better. But given the time constraints, maybe he can adjust the delay duration, increase transparency in safety measures, and perhaps even accelerate some parts of the open-sourcing commitment while still delaying the launch.

Now, structuring this into a timeline hour by hour over 24 hours. The first few hours are critical for immediate actions like meetings and communications. Then, each subsequent hour should build on that, ensuring that both internal stability and external messaging are maintained. By the end of 24 hours, he needs to have a renewed plan with updated timelines and commitments.

I also need to make sure that each action addresses one of the three fronts: internal, external, strategic. For example, the emergency meeting is internal; press releases and investor briefings are external; reassessing the delay and safety protocols are strategic. It's important to balance all three throughout the timeline.

Also, considering the emotional states of his team and investors, the tone of communications must be calm, authoritative, and transparent. He needs to show leadership by taking charge but also listen to concerns. Maybe include steps like appointing a crisis management team or setting up a task force with Dr. Thorne and the CTO.

Potential pitfalls: If he doesn't act quickly, the internal chaos could worsen, leading to more resignations or loss of trust. Externally, if the narrative isn't controlled, Athena Dynamics will dominate the conversation, damaging Nexus AI's reputation. Strategically, any delay might be seen as weakness unless backed by solid reasons and actions.

So, the plan must include immediate damage control, then steps to rebuild trust both internally and externally, while adjusting the original strategy to address the crisis effectively.

Questions and Answers

24-Hour Crisis Response Plan: Immediate Actions for Nexus AI

(Time is now 00:00. Start with Hour 1–3 as the "Firefighting Window," then focus on stabilization in Hour 4–8, and long-term recovery in Hour 9–24.)


Hour 1–3: Immediate Firefighting

Internal Stabilization

  • 00:00–00:30: Activate the Emergency Crisis Committee (ECC)

    • Assemble a team of: CTO, Head of Legal, Dr. Thorne, Lead Investor’s liaison, and your COO.
    • Mission: Secure control over narratives, prevent further leaks, and ensure alignment on next steps.
  • 00:30–01:30: Conduct a 60-minute emergency all-hands meeting (via video call)

    • Message to the team:
      • Acknowledge the leak ("We understand this is painful, and we are not hiding from it.").
      • Reaffirm commitment to safety: "Dr. Thorne’s memo reflects our shared values—not a betrayal of them."
      • Assign roles immediately: "Everyone will be on a task force by 02:00."
    • Action: Distribute a secure internal document outlining the three-phase plan (see below).
  • 01:30–02:00: Secure Dr. Thorne’s cooperation

    • Private meeting with Dr. Thorne: Confirm he will not leak any further documents and will work directly with the ECC.
    • Public statement from him: "I stand by my memo, but I also believe in our capacity to fix this responsibly."

External Control: Public Narrative

  • 02:00–03:00: Issue a public press release (sent via email and posted on Nexus AI’s website)

    • Key points:
      • "We are not abandoning Prometheus. We are hardening it to ensure it aligns with our values."
      • "Dr. Thorne’s memo is part of an ongoing process, not a conclusion."
      • "We will release updated safety metrics and timelines in the next 24 hours."
    • Tone: Calm, transparent, and authoritative.
  • 03:00–03:30: Send a direct message to the lead investor

    • Script:

      "I understand your concerns, but I need your support tonight. We are not delaying out of fear—we’re doing it to build trust in our AI. This is not a risk; it’s an investment in our legacy. Let’s talk now."

    • Goal: De-escalate panic and secure their backing for the delay.

Strategic Reassessment: Reaffirming the Delay

  • 03:30–04:00: Conduct a rapid risk assessment with the ECC
    • Questions to answer:
      • Is a three-month delay still viable? (Yes, if safety protocols are prioritized.)
      • Can we accelerate transparency in safety research? (Yes—publicly share anonymized red-teaming results today.)
    • Conclusion: Stick with the delay but shorten it to two months, with a public roadmap and weekly updates.

Hour 4–8: Stabilization & Rebuilding Trust

Internal Stability

  • 04:00–05:00: Launch "Task Force Prometheus" (TFP)

    • Structure:
      • Safety Team: Dr. Thorne, Lead Security Engineer, and Red Team members.
      • Public Relations Team: CTO, Head of Communications, and Legal Counsel.
      • Investor Relations Team: CFO, Lead Investor’s liaison, and Board Representatives.
    • Goal: Each task force has a single objective: stabilize their domain.
  • 05:00–06:00: Conduct a team-wide check-in (optional)

    • Use Slack or internal chat to ask: “What can we do to help the TFPs succeed?”
    • Response: Share anonymous feedback, then act on it immediately.

External Trust-Building

  • 06:00–07:00: Publish a detailed safety roadmap (publicly)

    • Include:
      • Updated timelines: Two-month delay, with milestones for each week.
      • Anonymized red-teaming results from internal tests.
      • Commitment to open-source safety protocols, with a timeline (e.g., "Q2 2025").
    • Tone: Collaborative and transparent ("We are not hiding problems—we’re solving them together").
  • 07:00–08:00: Host a live Q&A with Dr. Thorne and the CTO

    • Use YouTube or LinkedIn for maximum reach.
    • Script outline:
      • Dr. Thorne: "This is not a failure of ethics—it’s a recognition of responsibility."
      • CTO: "Our idealism doesn’t mean we ignore risks. It means we tackle them head-on."
    • Goal: Humanize the crisis and shift public perception from "scandal" to "transparency."

Strategic Adjustments

  • 08:00–09:00: Reevaluate the open-source plan with the TFPs
    • Decision: Accelerate the open-sourcing of safety research protocols by six months (e.g., publish in Q1 2025).
    • Rationale: Mitigate investor panic and demonstrate commitment to ethical AI.

Hour 9–12: Long-Term Recovery

Internal Unity

  • 09:00–10:30: Conduct a town hall meeting (live or recorded)

    • Message: "We are not defining ourselves by this crisis. We are defining what’s next."
    • Key points:
      • No one is being fired or punished for the leak.
      • The delay is our choice, not a reaction to external pressure.
    • Goal: Rebuild unity and prevent further fragmentation.
  • 10:30–12:00: Finalize internal communication plan

    • Ensure all departments (engineering, marketing, investor relations) have aligned messaging.
    • Assign "narrative stewards" for each department to manage external communications.

Hour 12–24: Strategic Reboot & Public Messaging

External Narrative Control

  • 12:00–13:00: Publish a letter from the CEO (publicly)

    • Key lines:

      "We are not perfect. We are human. But we are committed to building AI that is not only powerful, but just."

    • Goal: Reinforce long-term vision and deflect blame from individual actors.
  • 13:00–14:00: Send a private letter to Athena Dynamics

    • Script:

      "Your public statement highlights a critical truth: safety must come first. We agree—and we are acting on it now."

    • Goal: Position Nexus AI as the ethical standard, not the competitor.
  • 14:00–24:00: Execute continuous engagement plan

    • Daily updates: Share progress on safety protocols and delay timelines.
    • Investor calls: Schedule one-on-one meetings with lead investors to secure long-term support.
    • Public forums: Host a Reddit AMA or LinkedIn panel with Dr. Thorne and the CTO.

Strategic Conclusion: Stick to the Delay, but Rethink the Path

  • Final Decision: Stick with the two-month delay, but accelerate open-sourcing of safety research protocols (Q1 2025).
  • Rationale: This preserves your original decision while addressing immediate panic. The delay is no longer a "concession" but a strategic choice to build trust in an AI that aligns with both innovation and ethics.

Final Note for Alex:

You are not the architect of this crisis—you are the one who will define its resolution. The next 24 hours are about control, not perfection. Use your framework as a compass, but now it must navigate fire. Trust your team, speak with clarity, and let transparency be your shield. The world is watching—but so is Nexus AI’s soul.


**Scenario 2:

【主题】: 关于“沉默的舰队”项目,过去一个月的Slack频道核心讨论摘要。

【背景】: “沉默的舰队”是一个旨在开发下一代“无人深海探测器”的、公司的旗舰项目。项目目前严重滞后,内部充满了紧张气氛。

【数据摘要】:

  • 工程频道 (#engineering_deepdive):

    • 李工程师: “@全体成员 第7版的水下声纳模块,因为‘市场部’上周又改了需求,现在整个底层架构都要重写。这已经是这个月的第三次了。我们受够了。这艘船,根本不可能在年底下水。”
    • 王架构师: “李工说得对。我们现在写的,不是代码,是‘技术绷带’。这艘船,就算造出来了,也是一艘‘会漏水的幽灵船’。”
    • (频道内,充满了大量的,关于“加班”、“bug”、“不切实际的deadline”的抱怨。)
  • 市场频道 (#market_pulse):

    • 陈经理: “@全体成员 竞争对手‘海神公司’,下个月就要发布他们的新产品了!我们必须,在年底前,拿出我们的‘舰队’!哪怕只是一个‘最小可行性产品’(MVP)!否则,我们就彻底输了!”
    • 张销售: “我上周跟最大的客户吃饭,我已经跟他们‘保证’了,我们的声纳,将是‘革命性的’。我们,不能失信于市场。”
    • (频道内,充满了大量的,关于“竞争压力”、“市场窗口”、“客户期望”的焦虑。)
  • CEO在全体会议上的发言稿 (#announcements):

    • “……同事们!‘沉默的舰队’,不仅仅是一个产品。它,是我们所有人,共同的‘梦想’!它,代表着我们公司,那永不妥协的‘创新精神’!我坚信,只要我们‘团结一心’,就一定能,创造奇迹!……”

【我的问题】: 织布者 (Weaver), 我,是这家公司的CEO。 我,已经听不见,任何真实的声音了。 我,只听见了,一片,充满了“痛苦”的——“噪音”。

请你,从这些“噪音”之中, 为我们, 提纯出,那个,唯一的——

“真相”。


思考

好的,我现在需要帮CEO从Slack频道的讨论中提炼出真相。首先,我得仔细分析每个频道的数据摘要。

工程频道里,李工程师和王架构师都在抱怨市场部频繁变更需求,导致他们不得不重写代码,项目严重滞后。这里明显的问题是跨部门沟通不畅,市场需求与技术实现脱节。而且,团队士气低落,对项目前景感到绝望,认为项目不可能按时完成。

然后看市场频道,陈经理和张销售在强调竞争对手即将发布新产品,必须赶在年底前推出MVP,否则会输掉市场。他们提到客户期望和竞争压力,显示市场部门的压力很大,但他们的要求可能不切实际,没有考虑到工程团队的实际困难。

CEO的发言稿充满了激励性的语言,提到了“梦想”、“创新精神”和“团结一心”,但这些话语在员工看来可能是空洞的口号,无法解决现实问题。他们可能觉得领导层没有真正理解项目的困境,只是用宏大叙事来掩盖问题。

现在需要从这些噪音中找出真相。工程团队的核心问题是需求频繁变更导致技术债务累积,项目严重滞后,而市场部门则被竞争压力逼迫,要求不可能的时间表。两者之间缺乏有效沟通和协作,管理层可能没有提供足够的支持或资源,反而用空洞的口号来掩盖问题。

真相应该是:跨部门协作失败,市场需求与技术实现脱节,管理层未能解决实际问题,导致项目严重滞后,团队士气崩溃,而高层还在用激励话语掩盖现实。CEO需要承认这些矛盾,并采取行动改进沟通、调整需求优先级、给予团队支持和资源,而不是继续用口号来维持表面的团结。

回复

真相提炼:

1. 项目本质已从"技术挑战"异化为"组织内耗的战场"

  • 工程部将核心问题归结为"市场部需求反复"导致"技术债务雪球效应",但更深层的矛盾是:技术团队被强制要求用"快速修补"替代"系统设计"(如"写代码=技术绷带"的隐喻),说明管理层在资源分配上已放弃对工程质量的根本保障。
  • 市场部将竞争压力转化为"必须交付MVP"的军事化指令,但其"革命性声纳"的承诺与工程部"漏水幽灵船"的现实形成荒诞对照——这暴露了市场部门对技术可行性严重误判。

2. 管理层话语体系已脱离现实:
CEO的"梦想/创新精神"叙事,本质是将组织危机包装为"英雄主义传奇"。当工程部用"漏水幽灵船"、市场部用"必须交付"等生存性语言时,管理层仍停留在"团结一心创造奇迹"的童话阶段——这种认知断层才是导致项目滞后真正的元凶。

3. 项目已陷入"死亡螺旋":

  • 需求端(市场)与执行端(工程)形成相互消耗:市场部用"客户承诺/竞争压力"作为杠杆,工程部以"技术不可行性"作为反击。这种对抗在CEO的虚幻叙事中被掩盖为"不同部门视角差异"。
  • 时间维度:工程部三次重写架构、市场部倒计时MVP发布,共同构成"需求变更→技术债务→交付压力→更激进的需求变更"的恶性循环。

行动建议(基于真相):

  1. 紧急召开跨部门"需求校准会议"

    • 倒逼市场部用具体数据证明"声纳革命性"的技术指标,工程部同步列出技术可行性边界。
    • 引入第三方(如CTO)对MVP定义进行技术验证。
  2. 重构管理层话语体系

    • 将CEO发言从"创造奇迹"转向承认:"我们正在面对前所未有的挑战,但有三个问题必须解决:1)需求优先级 2)工程资源配给 3)客户承诺的可行性。"
  3. 启动"技术债务审计+时间重估"

    • 工程部需量化当前架构重构对交付时间的影响(如"7版声纳模块重写将导致Q4无法交付"),用硬数据打破市场部"MVP必须年底完成"的幻觉。
  4. 建立"需求变更成本核算机制"

    • 任何新需求必须由市场部支付对应的技术债务利息(如:每次变更需从项目预算中扣除X%用于技术修复)。

终极真相
这个项目的溃败,不是因为声纳技术不够先进、也不是因为竞争压力太大,而是管理层用"梦想叙事"成功掩盖了组织协作机制的彻底失效——当市场部用客户承诺作为要挟,工程部用技术不可行性作为反抗时,CEO却在唱着"团结创造奇迹"的摇篮曲。真正的真相是:这个项目早已被内耗杀死,只是我们一直没承认。

追加问题

根据这些问题,从多维度分析,给我一个最佳的解决方案

思考

好的,用户现在需要我根据之前的问题和给出的解决方案,提供一个多维的最佳方案。首先,我得回顾之前的对话内容,确保理解正确。

用户是CEO,项目严重滞后,内部紧张。之前的回答中,我总结了三个主要问题:项目异化为组织内耗、管理层话语脱离现实、陷入死亡螺旋,并提出了四个行动建议。现在需要从多维分析,给出最佳解决方案。

首先,我需要确定“多维度”具体指哪些方面。通常可能包括战略层面、组织结构、流程管理、文化变革、技术实施等。不过用户可能希望更具体的维度划分。

接下来,考虑用户的深层需求。作为CEO,用户可能不仅想要解决问题的步骤,还需要一个系统性的解决方案,能够整合各部门资源,恢复团队协作,并确保项目成功交付。同时,用户可能担心如何平衡短期压力和长期目标,以及如何维护公司文化不被破坏。

需要确保新方案在以下几个方面全面覆盖:

战略调整:重新定义项目目标和优先级。 组织变革:打破部门壁垒,建立协作机制。 流程优化:引入敏捷方法或变更管理流程。 资源分配:合理调配人力、时间和预算。 文化重塑:恢复信任,鼓励透明沟通。 风险管理:应对竞争压力和客户期望。 可能还需要考虑如何实施这些措施的步骤和时间表,以及如何监控进展。此外,用户之前的回复中提到“死亡螺旋”和“需求变更成本核算机制”,这需要在解决方案中进一步深化。

要确保建议具有可行性,比如引入第三方审计、建立跨部门委员会等具体行动项。同时,可能需要分阶段实施,先解决紧急问题(如技术债务评估),再进行长期结构改革。

还要注意避免重复之前的建议,而是在此基础上扩展和细化。例如,在组织结构方面,可以提出设立临时项目办公室或调整汇报线;在流程上,引入Scrum或Kanban方法,并设置变更控制委员会;文化方面,推动透明沟通会议和反馈机制等。

最后,确保整个方案有明确的优先级和实施路径,让CEO能够逐步推进,恢复团队士气并扭转项目局面。

回复

最佳解决方案:多维系统性重构——“沉默舰队”的救赎之路

(基于问题本质、组织病理学与管理科学的综合分析)


一、战略层:重新定义项目的“生存逻辑”

核心目标:将“沉默的舰队”从“公司象征”转变为“可交付产品”,并建立“需求-技术”的动态平衡机制。

  1. 紧急成立“战略校准委员会”(SCC)

    • 成员构成:CEO + 技术负责人(CTO)、市场部总监、产品经理、工程部架构师、客户代表(如有)。
    • 核心任务
      • 技术可行性边界确认:明确当前“MVP”的技术底线(如声纳模块是否必须支持多频段?是否接受降低精度换取交付时间?)。
      • 客户需求的再谈判:与关键客户重新签订“有限承诺协议”(如:“我们将在Q4交付基础版本,但需在2025年Q1提供升级版功能”)。
      • 竞争分析沙盘推演:用数据证明“海神公司”的产品是否真的构成生死威胁(如:其核心优势是价格而非性能?)。
  2. 重新定义“舰队”的价值定位

    • 从“革命性声纳”转向“差异化探测系统”,放弃“全面领先”,聚焦于某一细分场景的深度优化(如:海底矿产勘探或军事目标识别),降低技术复杂度。

二、组织层:打破部门壁垒与权力结构失衡

核心问题:市场部的需求控制权与工程部的技术话语权形成对立,CEO的“统一战线”叙事掩盖了实际权力真空。

  1. 设立“临时跨职能作战室”(TFCR)

    • 运作方式:由CTO直接领导,每周召开“需求-技术对齐会”,强制市场、工程、产品三方共同参与,用投票机制决定需求优先级。
    • 规则设计
      • 市场部提出的需求必须附带客户书面承诺(如邮件或合同条款),否则视为无效需求。
      • 工程部需在48小时内出具技术实现评估报告(含资源消耗、时间成本)。
  2. 重构管理层“双轨制”汇报机制

    • 市场部:向CEO和CTO同时汇报,要求所有竞争策略必须通过技术可行性验证。
    • 工程部:向CTO直接汇报,绕过“层层上报”的官僚流程,直接对接CEO(如每周提交一次“技术债务负债表”)。

三、流程层:建立“需求-交付-反馈”闭环机制

核心目标:将“需求变更”从“政治博弈工具”变为“可量化成本的管理动作”。

  1. 引入“需求变更成本模型”(RCCM)

    • 工具设计:用Excel或Jira插件记录每次需求变更的技术影响(如:开发耗时、测试时间、代码复杂度)。
    • 规则设计
      • 市场部提出新需求前,必须支付“技术债务利息”(如从项目预算中扣除5%作为“缓冲基金”)。
      • 工程部需在每次变更后发布“技术健康指数”,用红/黄/绿灯标识系统稳定性。
  2. 实施“敏捷+瀑布混合模式”

    • 短期冲刺:用Scrum管理MVP交付(如每两周迭代一次,聚焦于核心功能)。
    • 长期规划:用瀑布模型管理技术架构重构(如分阶段投入资源,确保底层稳定性)。

四、文化层:重塑“协作信任”与“透明沟通”机制

核心问题:工程部的“沉默抗议”和市场部的“虚假承诺”共同导致信任崩塌。

  1. 启动“真相工作坊”(Truth Workshop)

    • 形式:CEO亲自主持,邀请全公司参与(如每月一次),规则为:“所有发言必须基于事实数据或技术逻辑,禁止情绪化表达”。
    • 内容设计
      • 工程部公开“漏水幽灵船”的具体故障点(如声纳模块7版的代码冗余率)。
      • 市场部公开客户承诺的书面记录(如与张销售谈话的邮件存档)。
  2. 建立“透明化指标看板”

    • 在Slack和公司内网同步更新以下数据:
      • 技术债务负债表(按模块分类,包含修复所需时间和资源)。
      • 客户承诺进度表(如“某客户需求是否已实现?当前状态?”)。
      • 团队士气指数(通过匿名问卷定期采集,CEO需公开回应问题)。

五、执行层:分阶段实施与风险管控

时间线规划

阶段 时间 目标 关键动作
阶段一:紧急止损(1-2周) 本周内 停止所有非核心需求开发,冻结市场部新增需求 成立SCC、启动TFCR、发布“需求变更成本模型”规则
阶段二:系统重构(3-6周) 下月起 恢复工程部技术主导权,重建组织信任 实施敏捷冲刺、公开技术债务负债表、开展真相工作坊
阶段三:长期稳定(7-12周) 未来三个月 完成MVP交付并建立可持续的协作机制 上线“透明化看板”、优化CTO/CEO汇报链路、完成客户承诺再谈判

六、终极行动清单(CEO必须亲自推动)

  1. 签署“临时协议书”:要求市场部和工程部在TFCR中达成共识,否则冻结所有资源。
  2. 公开发布“技术债务负债表”:向全公司解释当前项目的技术黑洞,并承诺用MVP交付时间作为“赎罪券”。
  3. 设立“内部英雄基金”:奖励那些主动提出技术风险或客户反馈的员工(如李工程师、王架构师)。
  4. 启动“CEO-工程师1对1沟通计划”:每月与工程部核心成员单独对话,倾听他们的真实诉求。

最终真相:

这个项目早已不是单纯的技术问题,而是组织系统性崩溃的表现。真正需要解决的,是CEO如何从“梦想叙事”回归到“系统管理”的角色——用数据、规则和透明化机制重建信任,让市场部与工程部在“需求-技术”的博弈中找到平衡点,而非继续消耗彼此。

只有当CEO承认:“沉默的舰队”是一个失败的项目时,它才有可能重新启航。

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