Deep Impact
Hard times create strong men. Strong men create proper documentation, enabling good times. Good times create weak men and bad documentation. As we presently observe in the news, bad documentation creates hard times. The Senticore team helps break that cycle by making PDF technical documentation a convenient and reliable link in the Western digital thread.
Documentation is a vast, complex construct, connecting people and teams and allowing for persistent collaboration across geographies and time. Rather than a simple bridge, it is a spiderweb with multiple knowledge sources and destinations, where the human element nowadays coexists with software systems and even AI agents.
To retain its value and prevent decay, documentation must be both consumable and relevant. In the engineering and manufacturing domain, a “consumable” document is one that a person or system can ingest information from. “Relevance” refers to the continuous propagation of the enterprise changes into that document. This dual role makes documentation both a target and a source of impact analysis. It is subject to upstream modifications, and it subsequently triggers a cascade of activities for the downstream end-users.
This challenge is a universal plot, often explored in Hollywood films through the lens of catastrophe and history. The Deep Impact style movies, for instance, imply that governments facing an extinction-level event would embark on a full-scale data longevity crusade. If a massive space object were to hit the Earth, original vendors would no longer be around to support 3D MBD data in proprietary formats like CATIA and NX. However, design data kept in open standards such as AP242 (STEP/JT) and human-readable documentation stored in PDF/A would persevere.
Similarly, just as The Last Samurai depicted the short-sighted 19th-century infusion of the latest Western military technology into Japan, the Oppenheimer conveniently overlooks the foundational nuclear research papers brought to the United States by German scientists prior to WWII. The latter blockbuster then examines whether Oppenheimer’s mixed loyalties prompted him to provide critical know-how to the Soviets, mirroring proven concerns about several of his associates.
Back to our times, despite the great advances in the digital thread technology, PDF remains the universal medium, perfectly suited to satisfy both strict legal clauses and numerous economical and political fault lines. Yet, the PDF consumption scenarios may vary for different industries and business processes in terms of the UI/UX and output.
The simplest case involves converting engineering documents into actionable human-readable work plans, with a markdown type of output such as Microsoft Word, which contains texts, notifications, diagrams, and drawings extracted from the PDF manuals. MES/MRO systems, on the other hand, necessitate structuring and mapping the same content into machine-readable output in a vendor schema-defined JSON format. For capital-intensive industries like oil rigs, power stations, and fertilizer plants, the sheer volume and complexity of information exceeds human-readable efficiency of the work-plan approach; it calls for an output in a form of a sophisticated Gantt chart-like data structure.
In terms of technology, while we remain committed to locally deployed LLMs, we invested in a Kappa-style system architecture to integrate with the on-demand GPU hardware from certain public vendors as well. It helps us design robust solutions for each of these use cases and empowers small, medium-sized businesses, and even large corporations to securely access top tier AI compute.
We also solved a critical problem of trust by maintaining the hard link between the source of any particular piece of information inside the original PDFs to the output, thereby helping to avoid fears of AI hallucinations, and supporting overall traceability. Such trust eliminates further validation efforts, simplifies impact analysis, and even makes comparison between different versions of the same documentation much easier.
If you want to ensure that your documentation today is not the cause of hard times tomorrow, talk to Senticore. We can help you reinforce that critical link of the digital thread and build a legacy that can withstand whatever loop the future takes.
