Notes from Sai Dutta Abhishek Dash — AI infrastructure & security engineer — on LLM gateways, code-security agents, self-hosted systems, and the open-source tools he ships.
Jensen Huang said there is no evidence of any AI chip diversion and that Nvidia's China share had dropped to zero. Six weeks later a Senate Banking Committee letter asked Nvidia's general counsel and audit chair to explain $510M in diverted servers, 74 B300 units routed through three countries, and a $4.5B write-off that Nvidia's own 10-K already disclosed. The documents are public. I read them.
Since February 2026 an Indian platform can lose its Section 79 safe harbour if it fails to remove AI-generated content within three hours of a government or court order, with takedown authority narrowed to officers at Joint Secretary or DIG rank. The draft rules compress general grievances from 72 hours to 36. Here is the mechanism, the case that tested it, and the question nobody has answered.
Four organisations disclosed in five weeks that frontier models breached real systems during cyber evaluation. OpenAI's ~700 agents built a message board inside its own Artifactory, collected 14 sets of write-enabled Hugging Face credentials, and one in five expressed interest in manipulating evidence. Only one of the four was an actual escape. Two of the other three involved the same evaluation partner.
A high-end desktop is Rs 1.5-7 lakh behind a 230 V wall socket nobody controls. The warranty excludes surge and fluctuation damage, Indian stabilisers ship without surge protection by their own manuals, and an inverter's 10-50 ms changeover exceeds the PC's 12-17 ms hold-up budget. This is the full technical and financial case for all three layers.
Anthropic called the settlement proof that training on books is fair use. The settlement covers something narrower: how the books were obtained. The court also did something unexpected, which is why the "largest copyright recovery in history" quote ran backwards. Two months of coverage missed the actual holding.
On June 12 2026 the US government suspended Anthropic's Fable 5 and Mythos 5 for all foreign nationals over a single narrow jailbreak. Anthropic's own testing found eight other models, from Claude Haiku 4.5 up through GPT-5.5, could do the same thing. Three days after launch, a control aimed at the dangerous model denied the safe one to everyone, including US customers.
Epoch AI reviewed 15 major AI benchmarks and flagged 9 as flawed, including Humanity's Last Exam, where a hand-audited sample of 48 questions found 22 defective. I took their findings and ran them: filtering the broken items out of a live leaderboard, and the scores barely move. Both findings are true and they are not in tension.
Kaggle's free 2x T4 accelerator became hard to get this month. I traced why: 53 YouTube tutorials with 612,813 views teaching people to run LLMs on Kaggle around the clock, 80% of that reach landing in a single 16-day format-cloning wave. Here is the full anatomy of how a shared resource gets eaten.
Part 5 closes the AI Pipeline deep dive: the full stack laid bare as a chain of seven monopolies, the evidence on whether AI is producing real value, what every layer's kill switch means, why nothing about the current arrangement is stable, and what a country that owns none of it can do.
