What we're building, breaking, and benchmarking — written by the engineers doing it.
Edge HardwareAug 18, 2026
Why 2026 is the Year of Single Board Computer (SBC) Edge AI Clusters
Cloud latency and rising bandwidth costs are forcing CTOs to rethink compute topology. How clustering Raspberry Pi 5 and Jetson Orin modules outperforms centralized servers for real-time edge workloads.
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For the past decade the default enterprise strategy was simple: push everything to the centralized cloud. But with high-resolution video streams, micro-second robotics loops, and data sovereignty regulations, the bandwidth tax has become unsustainable.
By designing custom carrier boards that bridge multiple SBCs over high-speed PCIe lanes, localized inference runs at full speed with zero external network dependency.
The key lies in deterministic memory allocation and custom Yocto Linux distributions tailored to remove all desktop bloatware.
Elena Rostova 6 min read
SBCRaspberry Pi 5JetsonEdge AICost Optimization
AI ArchitectureAug 10, 2026
Building Enterprise AI Agent Swarms That Actually Don't Hallucinate
A technical guide to implementing deterministic state machines, vector-graph hybrid retrieval, and multi-agent peer validation loops in production systems.
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Simple chat interfaces are a solved problem. The real frontier for enterprise value is autonomous agents that execute multi-step SQL queries, trigger webhooks, and compile balance sheets autonomously.
To prevent catastrophic hallucinations, our architecture implements a tri-level verification loop: Supervisor, Executor, and Adversarial Verifier.
When an agent attempts a mutating tool call, the payload is simulated in an isolated Docker container before production dispatch.
Dr. Aris Thorne 9 min read
AI AgentsLangGraphEnterprise AISystem Design
CybersecurityJul 28, 2026
Silicon Security: How We Red-Team Embedded Hardware Before Mass Production
An inside look at our hardware lab: voltage glitching, JTAG pin hunting, and firmware dumping attacks that protect multi-million dollar IoT deployments.
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Most software security audits stop at the API layer. If an attacker gains physical custody of your IoT device, standard software firewalls are useless.
We use precision power glitchers to inject clock cycles that bypass bootloader verification checks, forcing hardware designers to burn cryptographic eFuses before deployment.
Vikramaditya Mehta 8 min read
Hardware HackingSecure BootJTAGZero-Trust
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