Joseph Robles

load context

Loads the target entity and the last claims from previous investigations so the planner does not rediscover them.

plan

Sabueso (Claude Sonnet 4.6, 4 prompt-cache breakpoints) turns the case into plan steps; a conditional fan_out edge sends one to each investigator in parallel.

buscador

El Buscador (ReWOO) resolves DNI and RUC identifiers and official-visit records via find_dni_record, find_ruc_record and search_manolo.

tasadora

La Tasadora (ReAct) reads JNE sworn-asset PDFs and checks them against SUNARP property records for patrimony discrepancies.

contador

El Contador (ReWOO) searches SEACE public-procurement releases per RUC and flattens each award into a claim.

letrado

El Letrado (ReWOO) queries the Legalize corpus for laws voted, sentences and vote-vs-interest conflicts.

detective

El Detective (ReAct) walks family, partner and board relations via find_relatives and SUNARP directories, emitting graph edges rather than claims.

periodista

El Periodista (ReAct) searches the press archive, snapshots pages in the Wayback Machine and follows up on the Twitter archive.

collect

Barrier after the fan-out: LangGraph converges here once every Send finishes and the reducer has concatenated all claims, edges and events.

jueza

La Jueza verifies every claim with a Mixture-of-Agents: 3 proposers in parallel against the primary source, then a Sonnet 4.6 aggregator calibrates the final verdict.

synthesize

Sabueso as editor-in-chief (Claude Opus 4.7, one call) writes the Markdown dossier: summary, findings, evidence, contradictions, next steps.

persist

Writes the investigation, its claims and edges to Postgres in one transaction — all or nothing.

classify intent

Classifies the message intent with an LLM; a deterministic guard handles a pending HITL confirmation.

extract preferences

Extracts destination, dates, budget and travel style as structured output; merges with prior state.

generate response

Generates the conversational reply — exploration, one clarifying question at a time, or a confirmation prompt.

confirm plan

Builds the structured plan summary for the HITL confirmation widget, currency resolved by country.

handle confirmation

Processes the traveller's confirmation and unblocks the search pipeline.

parallel search

Fans out to places, mobility and accommodation search concurrently — roughly 3x faster than sequential.

place searcher

Searches points of interest against Google Places, a pool of roughly 100 candidates per trip.

mobility searcher

Searches flights and transit/drive routes in parallel, with per-airline deep links.

accommodation searcher

Searches Airbnb listings, check-in/out computed from the trip dates.

build itinerary

Builds the day-by-day itinerary with the LLM in adaptive batches, enriched with photos and coordinates.

viator enricher

Attaches bookable Viator tours to each day, ranked by proximity and category relevance.

restaurant searcher

Finds lunch/dinner restaurants per day, ranked by distance, rating and popularity.

video enricher

Attaches TikTok-derived videos via semantic search over a pgvector embedding index.

extract refinement delta

Extracts a structured delta from a follow-up change and determines its scope.

handle refinement

Applies the delta to state, clearing only what the scope requires so search re-runs selectively.