imtiazrayhan
- 110 skills
- 0 followers
- 1 day ago last updated
- ▌ Chunking Strategy Optimizer · imtiazrayhanFind the chunking strategy and size that maximizes retrieval quality for a specific corpus, by sweeping configurations against a fixed eval set instead of guessing. Use when RAG answers miss obvious content, when standing up a new corpus, or when picking chunk size/overlap.
- ▌ Circular Dependency Breaker · imtiazrayhanDetect and break a circular import — map the exact cycle with a real tool, then break the right edge by extracting the shared piece into a leaf module, inverting a layering dependency, merging two falsely-split modules, or (last resort) deferring an import. Use when you hit an import cycle error, an undefined-on-import or 'cannot access before initialization' bug, or a bundler/linter flags a cycle.
- ▌ LLM Output Schema Generator · imtiazrayhanTurn an example of the data you want from an LLM into a precise, validated output schema (Pydantic / Zod / JSON Schema) and wire it into structured-output calls. Use when adding typed LLM output, replacing brittle JSON parsing, or designing an extraction shape.
- ▌ Structured Logging Designer · imtiazrayhanDesign a structured (JSON) logging strategy with a stable field schema, correlation-ID propagation, and a disciplined level policy — then migrate ad-hoc string logs toward it. Use when logs are unsearchable plain text, when debugging a request across services means grepping multiple log streams by hand, or when standing up logging for a new service.
- ▌ Multimodal Document Extractor · imtiazrayhanExtract structured data from documents and images with a vision-language model — define the target schema, prompt the VLM to fill it from the page (invoices, forms, receipts, statements, IDs), and verify critical fields against the source. Use when you need reliable structured output from messy, varied, or scanned documents that defeat template-based OCR.
- ▌ Architecture Diagram Generator · imtiazrayhanGenerate accurate architecture diagrams as Mermaid — straight from the codebase, not from imagination — by first choosing which view answers the question (container/component, sequence, ER, or state) and then reading the real entry points, module boundaries, service calls, and schema. Use when onboarding to an unfamiliar repo, documenting a system, or visualizing one complex flow.
- ▌ Localization Readiness Auditor · imtiazrayhanAudit an application or feature for localization readiness across extracted messages, interpolation, pluralization, date and number formatting, layout expansion, right-to-left behavior, sorting, search, assets, metadata, and test coverage. Use before adding a locale, reviewing hard-coded UI text, or investigating a feature that breaks outside English.
- ▌ Accessibility Regression Auditor · imtiazrayhanAudit a UI change for accessibility regressions by combining automated checks with keyboard, focus, semantic, name-role-value, contrast, zoom, and screen-reader-oriented inspection. Use when reviewing a component or pull request, adding a dialog or form, changing navigation, or investigating an accessibility failure that a linter alone cannot explain.
- ▌ Distributed Tracing Instrumenter · imtiazrayhanInstrument a service (or a chain of services) with OpenTelemetry so a single request can be followed end-to-end — context propagated across every hop including async/queue boundaries, spans at the boundaries that matter, deliberate trace-wide sampling, and trace_id stamped on log lines. Use when latency or failures span multiple services, when you have logs but can't reconstruct a request's full path, or when adopting OpenTelemetry.
- ▌ Background Job Reliability Auditor · imtiazrayhanAudit scheduled jobs, queue consumers, workers, and asynchronous workflows for delivery assumptions, idempotency, retries, poison messages, concurrency, timeouts, checkpoints, shutdown, and observability. Use when a job duplicates work, silently stops, falls behind, fails only at scale, or needs review before production.