What shall we analyze?
Stellr
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Recent Sessions
Exegesis
Contextual Explorer
Memory Architecture
A longitudinal map of past reasoning sessions and extracted entities.
The Nuance of Human Behavior.
Exegesis acts as the proprietary analysis engine designed to move beyond simple keyword matching. By acting as the Core MCP Point, Exegesis bypasses surface noise to understand the methodology, tool usage, and problem-solving paths you take.
Intent, Not Identity
Maps human intent toward a goal without harvesting personal data. It analyzes the "how" rather than the "who," ensuring absolute privacy while optimizing local model constraints.
Neuro-Symbolic Logic
Synthesizing the flexibility of deep learning with the definitive reliability of symbolic logic. This architectural bridge guarantees adherence to factual ground truths.
Episodic Vector Memory
Data streams are embedded into a persistent state framework. This enables the AI to execute historical recall across months of context, laying the groundwork for "Promptless Autonomy."
Exegesis Specification
A newfound web specification for AI models to understand a webpage and its endpoints without deliberately needing to go through it all.
What is the Exegesis Specification?
The Exegesis Specification is a newfound way to allow your webpage to be understood by AI without the need for the AI to go through the entire webpage. This specification subsequently ceases extensive token usage, and allows AI models to grasp a solid understanding of your webpage without driving traffic through the roof, and without egregious compute being required.
Understanding
Enable AI models to understand context without processing entire document structures.
Mitigate Bot Traffic
Control what AI systems access, reducing unnecessary scraping and load on your infrastructure.
Save on Compute
Reduce token usage by providing structured, pre-processed context for AI systems.
More Density, Less Cost
The Exegesis Specification will allow AI models to understand faster, with more nuance, whilst also lowering the overall cost of the operation. The specification leans heavily on keywords and core outlines of the webpage.
Control
Similar to robots.txt, the Exegesis Specification allows for explicit configuration on which endpoints can and cannot be scraped. This enables further control on traffic to the webpage. This subsequently requires that any description provided in the specification file (espec.espec) is sufficient for understanding.
Example
Below is an example of espec.espec for the Stellr, LLC homepage.
[!IMPORTANT]
This webpage is the landing page for the startup Stellr, LLC.
[!ACCESSIBILITY]
false
[!DESC]
Stellr, LLC is a newfound startup builing context aware AI. It aims to enable AI to infer based on prior intents and behavioural patterns.
Its flagship app is Orrin. Orrin enables users to write feasibly, activate agents built by Stellr and other developers,
and streamline their productivity. It expands into OrrinApps, and offers an SDK for creating custom apps, tools, and plugins (agents).
[!SOCIALS] https://x.com/StellrLLC, https://x.com/MocaCDev
[!ENDPOINST]
/orrin = This endpoint is the landing page for the flagship of Stellr, LLC; SCRAPE=NOT_ALLOWED
/orrin/docs = This endpoint is where the documentation for the Orrin SDK lives.; SCRAPE=ALLOWED
/orrin/become_developer = This endpoint is where people can go to become a developer.; SCRAPE=NOT_ALLOWED
/yabble = This webpage is the landing page for the product Yabble, Stellrs second product; SCRAPE=NOT_ALLOWED
/inspi = This webpage is the landing page for the product Inspi, Stellrs third product; SCRAPE=NOT_ALLOWED
[!PRODUCTS]
[orrin]
This product is the flagship app of Stellr. It revolves around custom agentic workflows, enabling users to activate agents as they please to enhance their workflow.
It fosters an ecosystem where people can build custom tools, apps, and agents, deploy them, and have other users use them.
[yabble]
Yabble is a product that exists on MacOS currently. Windows support is coming soon.
It allows users to get help with context that is present on their screen. Support for agentic workflows is coming soon.
[inspi]
Inspi is a newfound product by Stellr which aims to help founders fine-tune their ideas, connect with other founders,
connect with resources, formalize their business by incorporating, and everythign in between.
Token Usage with Specification: 428
Token Usage without Specification: 12,914
3,000% Reduction
