Data Movers in the Age of Compute Frenzy
Beijing, September 2026. A leading manufacturing enterprise has just spent RMB 20 million on a 1,000-GPU compute cluster. Yet moments later, three data specialists are sweating profusely—exporting production scheduling tables and manually pasting rows one by one into a large language model’s chat interface.
Compute idles while people become mere data porters.
This may well be the most absurd snapshot of AI-powered office adoption today. Many enterprises suffer from “compute anxiety,” convinced that stacking more GPUs will instantly lift business performance off the ground.
But large language models cannot quench the thirst caused by underlying data silos.
Without structured data flow, even the smartest intelligent work agents can only stare blankly at streams of garbled text. The industry has long reached consensus: for AI to take root, data must first go fully online.
That’s why collaborative platforms like Lark are being re-evaluated.
Lark offers familiar, foundational capabilities—real-time messaging, multi-dimensional spreadsheets, documents, calendars, video conferencing, and approval workflows. Its core logic is simple: let data naturally accumulate within business workflows.
When production plans update in real time inside a multi-dimensional spreadsheet—and post-mortems are jotted down casually in a document—only then do those data points earn their “admission ticket” for AI consumption.
As for third-party AI assistants, they can plug directly into Lark’s open ecosystem and generate insights by reading live, online data.
The prerequisite? Your data must first swim freely in the digital current—not remain locked away in dusty corners of local hard drives.
A RMB 20-million compute order can be signed anytime, with money in hand.
But the chasm between departments—the gap data must cross—cannot be bridged no matter how much you spend.
The Gray Market of Attendance Tracking vs. the RMB 100 Expense Reimbursement
Inefficient data flow is merely the surface symptom; dig deeper, and managerial inefficiencies are likewise devouring organizational productivity. Consider, for example, virtual-location plugins and proxy-check-in devices—quietly sustaining an invisible gray-market chain inside modern office buildings.
Management’s countermeasures tend to be blunt: roll out facial recognition, bind attendance to Wi-Fi MAC addresses, deploy Bluetooth beacons. The cat-and-mouse game escalates accordingly—virtual cameras and cracked routers soon become employees’ weapons of choice.
This obsessive focus on preventing proxy check-ins masks an even more absurd managerial inefficiency.
Picture this: a RMB 112 overtime ride reimbursement slips through five approval nodes—from direct supervisor to department director to finance business partner—taking four full days to clear. Human oversight, layer upon layer, reflects profound mutual distrust. Rigid processes fail to plug financial leaks—and instead push key operational talent into becoming “form-filling machines,” begging colleagues across departments just to get things done, while burning all their energy chasing approvals.
Regulatory friction is eroding organizational efficiency—and the sheer absurdity of such micro-level scenarios is suffocating.
Here, Lark’s foundational capabilities—approval workflows, calendars, and more—step in. The breakthrough doesn’t lie in adding more review gates, but rather in making every step transparent and traceable. Reimbursement requests automatically link to calendar entries; approval steps follow actual business flows—not rigid administrative hierarchies. Space for human intervention and subjective judgment shrinks to the absolute minimum.
With data online, every action leaves a trail. With rules embedded upfront, post-hoc audits lose their exhausting burden.
That said, tools can only straighten processes—they never shoulder responsibility. It’s inflexible management logic, not the tools themselves, that provides the ideal breeding ground for gray markets.
The Experience Trap and the Fractured Onboarding of New Hires
Rigid processes drain the energy of existing staff, while frequent personnel turnover silently bleeds the organization’s collective memory dry.
A recruitment agency once calculated the hidden cost of losing a key-role employee: the implicit knowledge loss can reach up to 213% of their annual salary. Yet most corporate knowledge bases remain stuck in the “shared drive era”—with folders named “New Folder – 2023 Final Version – Absolutely No Edits Ever” still the norm.
Veteran employees walk out the door, taking with them years of hard-earned, unwritten know-how—their mental “pitfall guides.” New hires begin training relying entirely on verbal handovers from mentors. Technology evolves month by month; experience gaps widen year by year. This “experience trap” forces every newcomer to reinvent the wheel.
Failure to make tacit knowledge explicit is the deadliest form of corporate asset erosion.
To fill this gap, Lark’s document capabilities—simple yet powerful—offer an effective entry point. The solution isn’t about spending big on fancy cloud storage—it’s about letting knowledge grow organically within business workflows. Post-mortems and operational SOPs are captured as living documents, supporting cross-referencing and multi-device access. These documents shouldn’t function merely as passive repositories—they must serve as the company’s digital brain.
In practice, documents interweave naturally with instant messaging and calendars. After a meeting, notes are effortlessly turned into a shared document; new hires simply search historical threads to ramp up fast. Let human minds focus on innovation—and let systems handle memory.
Experience without documentation is nothing more than volatile cache—ready to vanish at any moment.
The Subscription Assassin and Information Silos Caused by Third-Party AI Assistants
Knowledge fragmentation is painful—but information silos born from tool sprawl bleed organizations just as quietly. At month-end, finance teams routinely encounter unexplained “SaaS subscription fees” on their statements.
Employees act independently, aggressively subscribing to various third-party AI office tools. Monthly fees of dozens of dollars stack up relentlessly—slashing departmental budgets with multiple deep, bleeding wounds. They’ve become textbook “subscription assassins.”
Money is spent—but data remains homeless. Tool A writes copy; Tool B crunches numbers; Tool C generates visuals.
Outputs bounce back and forth across four or five separate web interfaces. Copy. Paste. Export. Re-import… Each mechanical “tab-switching” action erects another wall of the information silo.
Tool accumulation has never equaled productivity gain.
AI tools lacking a unified entry point are little more than expensive toys scattered across employees’ desktops. Everyone appears fully armed—but assembling even a complete weekly project report proves impossible.
The key to breaking free lies in consolidation.
Lark’s open ecosystem supports seamless integration of third-party AI assistants and intelligent work agents. All external “brains” fold neatly into a single, unified chat interface within Lark.
No more painful screen-switching across a dozen browser tabs. Stay in Lark, orchestrate AI, and effortlessly deposit results into documents or multi-dimensional spreadsheets.
Tokens can be bought with money—but a closed-loop workflow? That can’t be purchased, no matter how much you spend.
The Illusion of Work in Unproductive Meetings and the Vanishing To-Do List
Consolidating tools helps—but if meetings themselves lack purpose, everything else is futile. A two-hour cross-departmental video call unfolds with heads nodding like pistons on screen.
Yet the moment the meeting ends and screens go black—everything resets to zero.
No conclusions. No follow-ups. No assigned owners. That so-called “granular alignment”? It’s merely the equitable redistribution of vague anxiety across the entire team.
One former mid-level manager recounted how his previous employer held “progress sync meetings” for four hours daily—every day—for three weeks straight. The result? The project ground to a halt—and managers resorted to declaring “company-wide paid leave” to mask the absurdity of having absolutely nothing to do.
Illusory work is arguably the most covert form of workplace slacking.
A meeting’s value has never been measured by its duration—but by the conversion rate of actions taken afterward.
Lark delivers foundational capabilities like video conferencing and instant messaging—but understand this: even the smoothest underlying infrastructure cannot compensate for managerial disarray.
True closure depends on human muscle memory.
After a meeting, simply type a few actionable items directly into the Lark chat—and @mention the responsible individuals precisely. Don’t wait for some mythical “system auto-linking.” This most basic, human-driven task assignment cuts most effectively through the fog of buck-passing and finger-pointing.
The action itself is light—but accountability weighs heavily.
Even if you invite a third-party intelligent work agent into the group chat to help summarize minutes, it can extract text—but not accountability.
A meeting without concrete action items is, ultimately, nothing more than collectively paid daydreaming.
Time-Zone Folding and Communication Loss in Global Collaboration
If domestic collaboration merely drains internal energy, global coordination multiplies communication loss exponentially. A 2 a.m. cross-border alignment call is nothing short of an unspoken endurance test.
Overseas executives sip iced Americanos in California while discussing strategy; their China-based teams gulp strong tea in conference rooms, grinding through granular details. Layer language barriers atop constant tool-switching—and what should be a simple requirement confirmation drags on for three days of wasted communication.
Fragmented information bounces endlessly among email, third-party chat apps, and local documents. Critical decisions often die on the vine—“I didn’t see that message” or “That’s the wrong file version.”
Global expansion has never been just about taking business overseas—it’s equally about exporting collaborative infrastructure. Those unrecorded communication gaps are quietly consuming the hidden costs of internationalization.
At this juncture, Lark’s foundational capabilities—real-time messaging and multi-device support—become especially vital. When all information converges onto a unified platform, cross-time-zone teams can at least converse within the same contextual frame.
Ditch cumbersome tool switching—just keep mobile and desktop clients synchronized. Wake up at midnight? Reply instantly from your phone. Rise at dawn? Pull up updated documents directly on your laptop. Seamless actions ensure seamless information continuity.
Earth’s physical rotation guarantees geographic time zones will always exist.
But collaboration latency? That can be folded—completely.