Observe
Campaigns, malware, infrastructure, and tradecraft.
Campaign research / controlled emulation
Under controlled conditions, we trace attacker behavior, test the relevant path, and publish the evidence, limits, and defensive consequences.
ResearchThreat intelligence · red teaming · malware · cloud
EvidenceObserved · reproduced · inferred · unknown
RecordStable IDs · scope · limits · disclosure · artifacts
01 / Method
Readers should be able to tell observation, reproduction, inference, and uncertainty apart without decoding our confidence.
Campaigns, malware, infrastructure, and tradecraft.
Hypotheses, paths, confidence, and prerequisites.
Bounded, authorized reproduction of behavior.
Controls, detections, outcomes, and the model itself.
Evidence, limitations, artifacts, and reuse.
Every public report names
Identity · evidence state · scope · method · defense · limits · artifacts · disclosure · citation
02 / Research
No activity counter. No placeholder findings. The public index starts empty and changes only when a record clears review.
Record state / empty
The index, metadata contract, RSS feed, and report routes are ready. The first entry will be real work—not simulated momentum.
Open the research index →03 / CVE Hunter
An AI-assisted vulnerability-research framework being built around explicit experiments, deterministic execution, and evidence that can survive independent review.
Public when findings are reproducible, safety boundaries are explicit, and disclosure permits it.
Read the current state →04 / Publications
Papers carry the method. Talks carry the argument. Datasets carry the material. Slides preserve the frame.
05 / Principles
Mechanism first.Name what happened before saying why it matters.
Limits in view.Show what could narrow or overturn the conclusion.
Defense attached.Connect the research to telemetry, controls, and a test.