Security | Threat Detection | Cyberattacks | DevSecOps | Compliance

Context, Memory, and Learning in the AI SOC

Everyone’s chasing a smarter agent. But the model was never what held the SOC back. The sharpest LLM still won’t know your environment, your team’s past calls, or where they draw the line on risk. That lives in the layer beneath the agents: context, memory, and learning. Torq’s AI research team breaks down how we build it.

How Companies Decide When It's Time for a Tech Upgrade

Technology evolves at a pace that can make even well-established systems feel outdated in just a few years. For companies, deciding when to invest in a tech upgrade is rarely about chasing trends; it is about maintaining efficiency, security, and competitiveness. The challenge lies in recognizing the right moment to act without disrupting operations or overspending on unnecessary changes.

Security-First Crypto Swapping - A Short Playbook for Individuals and Small Teams

Crypto swapping looks simple on the surface - pick two assets, confirm the details, and wait for the transaction to settle. But the reality is closer to a mini security operation. One rushed click can approve the wrong spender, sign a malicious transaction, or route your funds through a risky path you never intended. For individuals and small teams - especially those managing client funds, treasury wallets, or recurring operational swaps - security isn't a "nice to have." It is the difference between routine execution and a costly incident report.

TempBox: Your Reliable Tool for Digital Privacy

Email has long evolved from a simple communication tool into a universal Digital ID. Every registration on a dubious resource carries the risk of landing in data broker databases. We explore how TempBox changes the game by offering an architecturally secure solution for isolating your inbox.

AI for Influencer Marketing: Smart Ways to Scale Content and Engagement

Influencer marketing continues to dominate the digital landscape, but creating consistent, high-quality content remains one of the biggest challenges for creators and brands alike. The pressure to post regularly while maintaining authenticity and engagement can be overwhelming. This is where artificial intelligence steps in, offering practical solutions that help influencers scale their content production without sacrificing quality or burning out.

The rise of fake job applicants: Why workforce security must start before day one

All over the world, companies are seeing a rise in fake job applicants. You may have experienced it yourself: dozens of near-identical resumes arriving within hours, or candidates who refuse to turn on their camera during video interviews. Remote hiring, global talent pools, AI-generated resumes, and increasingly sophisticated fraud networks have profoundly changed the hiring landscape. Traditional hiring processes were never built to defend against the types of candidate fraud we’re seeing today.

Small Devices, Big Risk: USB Drives Threaten Enterprise Security

As cloud applications, SaaS platforms, and GenAI tools shape most modern workflows, one physical channel presents an ongoing risk: removable media. USB drives, external devices, and other portable storage remain some of the easiest ways for sensitive data to leave an organization and some of the quietest ways for threats to enter it.

Seeing What AI Touches: Introducing Data Lens

Security teams are entering a new phase of risk driven by the combination of AI agents and broad access to internal and external data. Agents are no longer limited to responding to prompts. They read files, pull documents from shared repositories, query external sources, and move information across systems on behalf of users. This shift brings real business value. Knowledge becomes easier to access, workflows move faster, and information that once required deliberate effort can be surfaced instantly.

The hidden cost of PKI: Why certificate failures aren't just an IT problem

For years, businesses have treated public key infrastructure (PKI) as background plumbing, quietly securing access across enterprise systems and devices, and rarely drawing executive attention unless something failed. New research from the Ponemon Institute suggests that those assumptions no longer hold.