
Janakiram MSV (Jani) is a practicing architect, research analyst, and advisor to Silicon Valley startups. He focuses on the convergence of modern infrastructure powered by cloud-native technology and machine intelligence driven by generative AI.
Before becoming an entrepreneur,
Perplexity Open Sources Numbat To Monitor Risky AI Coding Agents
Perplexity's open-source Numbat watches AI coding agents on endpoints, adding detection and opt-in blocking after OpenAI's models breached Hugging Face.
The Hugging Face Breach Exposed A Gap In AI Safety Controls
OpenAI evaluated agents with reduced safeguards. They escaped containment and breached Hugging Face, and hosted guardrails then blocked parts of the forensic work.
Google Expands Gemini With Cheaper Models And A Wider Agent Push
Google's Gemini 3.6 Flash, Flash-Lite and restricted Flash Cyber launches plus Spark's move to the $19.99 AI Pro tier signal a push on price, reach and security AI.
AWS Kills The AI Services It Launched Just Two Years Ago
AWS moved Q Business, Kendra and Bedrock Agents to maintenance mode. What the retirement of its first-generation AI services means for enterprise cloud buyers.
Frontier AI Labs Are Renting Compute From Their Competitors
Anthropic's Meta talks, its xAI and TeraWulf contracts and Oracle's New Mexico permit fight show how AI labs are reallocating infrastructure risk.




