Research
Narrative status
Deep detail
Not live PM

Roadmap, unrolled.

🧩 One lane per big thread: what is shipping, what is still in the lab, and how the smaller tasks stack up. This page is the wide-angle view; the main research page keeps the quick snapshot. 🔭

  1. Skyroot · compliance intelligence

    In motion

    Agentic RAG over SDLC artifacts, migrating toward Graph RAG for cross-document relationships at launch-vehicle rigor.

    • Human-in-the-loop retrieval baseline

      Ollama-hosted models with consenting reviewers; measured precision/recall on growing artifact corpora.

      Done

    • Ontology + graph encoding

      Model artifacts and policy text as typed edges so context windows stop being the bottleneck.

      In motion

    • Traceable compliance reports

      Export paths auditors and developers can replay without black-box summaries.

      Queued

  2. IIT Kharagpur · Software Reliability (QRE)

    In motion

    Formal coursework feeding back into how we stress AI systems: risk, prediction, distributed real-time behavior.

    • Reliability math ↔ LLM failure modes

      Mapping classical prediction tools to tail-risk in generative stacks.

      In motion

    • SRDC + placement programs

      Keeping student research culture aligned with industry-grade bar.

      In motion

  3. This index (anshsarkar.com)

    Done

    Owned markdown, RSS mirrors, reading UX that respects long-form attention.

    • Journal + corpus wiring

      Single place for on-domain essays and durable publication artifacts.

      Done

    • Feeds without iframes

      Substack + Medium titles sync on an hourly cadence with canonical outbound links.

      Done