Algorithm Trace Format: Toward an Open Standard
The language that could outlive the first application.
“The greatest software platforms define the language everyone else eventually speaks.”
From product format to ecosystem contract
The strongest long-term version of AlgoLens is not only an application. It is a format that other tools can produce and consume. The Algorithm Trace Format should define a stable schema for steps, events, snapshots, semantic metadata, structures, variables, call stacks, complexity counters, source mappings, annotations, exports, signatures, and provenance.
A public standard requires versioning, compatibility rules, schema validation, extension fields, canonical event names, language adapters, renderer expectations, compression strategies, security metadata, and deterministic hashing. The format must be strict enough for interoperability but extensible enough for new algorithm families, research plugins, and domain-specific renderers.
If successful, ATF could play for algorithm execution what OpenAPI plays for API contracts, Source Maps for JavaScript debugging, LSP for editor integrations, and OpenTelemetry for distributed observability. It would let IDEs, universities, coding platforms, notebooks, and AI tools exchange execution understanding without adopting the full AlgoLens product.
Languages · IDEs · Notebooks · Coding Platforms
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Algorithm Trace Format (ATF)
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Renderers · AI · Exports · Analytics · Education Tools