Teams3 updates

SID
Intake AgentSS
Sergei Sergeenko Final
May 11, 06:37 PM
Description
Python LangGraph agent that turns messy procurement intake (files/text) into a structured Fairmarkit event payload.
Problem statement
Procurement requests arrive in inconsistent formats and channels, so teams spend manual effort deciding if a request is processable, extracting fields, choosing categories, and mapping into API-ready schema.
Solution
This repo automates that pipeline end-to-end: route/qualify intake, normalize content, classify event intent, extract event fields, enrich with category retrieval, and output Fairmarkit-compatible JSON.
How it works
A staged graph runs nodes in sequence with early-stop gates:
intake_router -> content_normalizer -> event_intent_classifier -> event_field_extractor -> enriched_event_fields (with category search tool + FAISS index) -> fairmarkit_payload.
If input is not processable or not an event-creation request, it exits through result_builder with a structured reason.
Why it wins
Deterministic workflow + strict JSON contracts + retrieval-backed category selection reduces hallucinations, improves consistency, and converts unstructured intake into actionable payloads with minimal human triage.
GIT
https://gitlab.fmdev.io/sergei.sergeenko/hack27_sid
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IR
Illia Romanika
May 8, 05:07 PM
By day 3, we’ve connected the core components of the application into a working prototype. We also added several additional agents and integrated RAG capabilities to improve contextual awareness and response quality. Right now, the team is focused on stabilization, improving reliability, and increasing the accuracy and consistency of agent responses.
Also, somehow we still haven’t exploded the Cursor demand budget yet 😅
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IR
Illia Romanika
May 6, 04:10 PM
The first day of the hackathon was productive and helped the team align on several potential ideas and overall direction. We had constructive brainstorming sessions, discussed the feasibility of different approaches, and outlined possible implementation paths for the most promising concepts.
AL
Aliaksandr Layuk

May 8, 03:05 PM
DA
Denis Atyasov

May 10, 08:54 PM
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