110: Chapter 110: The Zerg Swarm Taught the Empire More Than Just a Few Tactics

The second round of tactical deduction classes at the Ultima Segmentum Military Academy began in a new classroom on the lowest level of the Griffin IV orbital dock. Fifty cadets were not seated sparsely as they had been last time; instead, they were all crowded into the first three rows, with data slates in front of them containing all The Swarm technical attachments reorganized by Marcus Aurelian over the past standard week. Each attachment had been annotated by him with red analysis notes. When Marcus stepped onto the podium, he carried no lesson plan. His five fingers pressed against the edge of the podium, and the faint calcified scar on his right shoulder was vaguely visible from the edge of his sleeve.

"In the last class, you saw how The Swarm used Coalition observer privileges to read the Imperial Fleet's rotation cycles and Void Shield charging vulnerabilities. Today, I want to tell you that The Swarm didn't just leave the Coalition when it dissolved—it had written all the exit procedures into technical documents on the very first day it joined, and then had the Coalition War Council sign them under the name of 'Contracting Party Sharing.'"

He pressed the holographic projection key, projecting the local mode firmware technical specifications for the Universal Void Shield Coordinator, which the second group of cadets had unearthed during the last deduction, onto the main screen. The line in the file appendix labeled as the "Technical Reservation Clause" was enlarged and bolded: The firmware underlying layer contains a living neural network protocol based on the Zerg Hive Mind, which automatically triggers a firmware rollback after Coalition privileges are revoked. The rollback program simultaneously releases a Universal Armor Plate abnormal code backdoor, with the backdoor release command corresponding one-to-one with the Coalition Universal Armor Plate factory batch code.

"This is not a conspiracy." Marcus scanned the classroom. "The Swarm explicitly told us when the Coalition was formed: it would leave one day. It wrote down the route, time, and method of its departure in technical documents, and then let us sign and confirm it ourselves. The Coalition was busy discussing voting weights and interpretation clauses at the time; no one read the document line by line. The Swarm utilized the Coalition's trust in it—not deception, but utilization."

He paced slowly on the podium, his voice hoarse, but every word sounded like it had been nailed to a steel plate with a rivet gun: "On the night the Coalition dissolved, the Overmind sent a message through the Brood Queen's quantum-state translator—'The Swarm does not need the Coalition. The Coalition needs the Coalition. But the Coalition you need is no longer needed by The Swarm.' From the first day the Coalition was founded, The Swarm knew exactly when it would leave. It also stated the exit mechanism in every technical document. It is not The Swarm's fault that the Coalition did not read those files; it is the Coalition's own fault. The Empire cannot make the same mistake again."

Marcus renumbered all the attachments submitted by the Brood Queen during the Coalition legal definition negotiations and assigned them one by one to five groups. On the projection, the attachment directory was lit up one by one by cold green light patterns—from the attack flow of the Tyranid Hive Mind to the mathematical modeling of Chaos psychic infiltration, from the quantum-state interpretation of the Void Throat sealing protocol to the calibration data of the Blackstone Defense Line passive scanning array. During the Coalition period, these files were all stored in the shared database under the name of "Contracting Party Technical Sharing Files," but the Coalition database access logs showed that from the time the files were submitted to the dissolution of the Coalition, not a single human officer had opened them.

"These attachments contain more than just The Swarm's exit procedures. When the Brood Queen submitted the shared technical data, she stuffed the appendix with The Swarm's analysis models for the Tyranid Hive Mind, mathematical modeling for Chaos psychic infiltration, and quantum-state interpretation of the Void Throat sealing protocol—everything. At the time, the Coalition only saw the legal clauses; it did not see that these data themselves were The Swarm's tactical textbooks." He paused and projected the mission instructions onto the screen. "Each group will extract a set of Swarm tactical analysis templates from the Brood Queen's attachments and then apply this template in reverse to the Imperial Fleet's current independent combat system. The goal is not to learn how The Swarm fights, but to use The Swarm's method of analyzing enemies to analyze the Empire itself."

The first group of cadets found an encrypted tactical analysis template in the appendix of the report evaluating the Imperial Navy's rotation cycles. The template was not aimed at the Imperial Fleet, but at the attack flow of the Tyranid Hive Mind's command neural layer. The cadets deconstructed the template layer by layer—from genetic-level phagocytosis sequence analysis to command chain topology modeling at the neural level, and finally to multi-node synchronized strike schemes at the battlefield level—and then compiled it back into a tactical checklist executable by the Imperial Navy. After cross-referencing and screening against the defense deployments of all current anchors in the Ultima Segmentum, the screening results showed that the rotation cycle randomization scheduling had covered all known attack windows according to the prediction model in The Swarm's template, but the random seeds of the supply chain dynamic allocation algorithm still had regular residues. The cadets wrote in the report: The Swarm's template directly pointed out the weakest link in the Empire's independent combat system; it wasn't discovered by the enemy, but The Swarm had written the answer during the Coalition period, waiting for us to come and flip through it.

The second group of cadets was responsible for reviewing the appendix on the quantum-state interpretation of the Void Throat sealing protocol. That appendix contained a piece of code labeled "Active Defense Trigger Conditions for old ones protocol Compatibility Layer," and the Brood Queen had added a brief note when submitting it: "This code can be reverse-compiled into an algorithm for enhancing the psychic resistance of Imperial Void Shields." The cadets successfully compiled and simulated the code during the deduction, and the test results showed that the enhancement algorithm could significantly increase the Imperial Void Shield's resistance rate to psychic infiltration. Shortly after the report was submitted, Bern sent a confirmation from Griffin IV Anchorage—the Grey Knights' psychic early warning array had initially incorporated this algorithm into the calibration parameters of the multi-layer early warning network, and the psychic filtering efficiency of the Holy Power monitoring network had improved simultaneously.

The third group of cadets received the most special attachment—The Swarm's mathematical modeling of Chaos psychic infiltration. The modeling decomposed Tzeentch's Error-correction code attacks into hundreds of independent psychic frequency components, each labeled with corresponding Blackstone resonance counter-parameters. When reverse-compiling, the cadets discovered that this model was not only applicable to the Blackstone Defense Line but could also be embedded into the psychic filtering layer of Imperial Void Shields, significantly reducing the penetration rate of Chaos psychic shrieks. Bern sent a supplementary assessment from the Void Gate position—the Grey Knights Librarian had confirmed that this model was compatible with the purification algorithm of the Holy Hammer's Holy Power and recommended incorporating it into the standard filtering protocol for all Imperial Navy Void Shields.

The fourth group of cadets dissected the complete attack flow template of The Swarm against the Tyranid command neural layer. This template had been written before the Battle of the Star of Judgment and recorded in detail how The Swarm used the Titan-Eater's Void-class core to conduct decapitation strikes against the Hive Mind. The cadets compared the template with the Imperial Navy's torpedo attack flow and found that the efficiency of The Swarm's decapitation tactics in the three key links of target locking, firepower distribution, and retreat window all exceeded the corresponding indicators in the Imperial Navy's standard combat manual. The report pointed out that the Imperial Navy's current torpedo attack flow still uses the linear locking mode from the Cadia campaign, which causes locking delays when facing multi-node distributed command chains like the Tyranid Hive Mind. The report recommended incorporating The Swarm's multi-node synchronized locking algorithm into the next upgrade of the Imperial Navy's torpedo fire control system.

The fifth group of cadets was responsible for organizing a methodology that appeared repeatedly in all of The Swarm's attachments—what the Brood Queen called the "Predict-Observe-Model-Strike" four-step closed loop in the attachments. Predict means building a behavioral model of the enemy through a genetic database and passive psychic scanning before contacting the enemy; Observe means collecting the enemy's tactical response data in real-time during battle; Model means inputting observation data into the prediction model for dynamic correction; Strike means launching a fatal blow when the model converges to a critical confidence level. The cadets compared this four-step closed loop with the Imperial Navy's standard tactical process layer by layer and found that the Imperial Navy's tactical process is a "Recon-Decision-Attack" three-step open loop—reconnaissance is done, then decision-making, then the attack is launched, and there is no systematic feedback loop after the attack. Every attack in The Swarm's closed loop accumulates data for the next attack, while every attack in the Empire's open loop is an independent tactical action. The cadets wrote a conclusion at the end of the report: The Swarm is not faster than the Empire; it is better at learning than the Empire.

All five deduction reports were summarized in Marcus's hands. He reviewed them one by one and found that each pointed to the same conclusion: The technical attachments submitted by The Swarm during the Coalition period hid complete tactical analysis templates for the Tyranid, Chaos, and Blackstone Defense Line, all of which could be reverse-compiled by the Imperial Navy into optimization schemes for the independent combat system. The Brood Queen stuffed these things into the attachments, and the Coalition did not find them at the time because all attention was focused on the interpretation clauses. Now the Empire has dug these data out of the attachments on its own.

He pressed the communication key and connected to the Shield of the Emperor. "Marshal Heinrich, the Military Academy has just completed five tactical deduction reports. The multi-node synchronized locking algorithm and psychic resistance enhancement algorithm proposed in the reports have passed simulation tests and are recommended to be included in the next upgrade cycle of the Third Assault Fleet's independent fire control system." Heinrich's mechanical prosthetic eye flashed a red light on the other end of the fleet channel, and he replied hoarsely that he had already asked the engineers to install the algorithm into the test environment, and it was expected to be completed before the next round of anchor defense exercises. Marcus connected to Bern again and asked him to tell Terra—the Empire will re-review every technical document submitted by The Swarm during the Coalition period. The Empire no longer relies on allies to define what is safe; the Empire defines safety itself, and then guards it itself.