Portrait of XWL Victor

VICTA / XWL VICTOR

VICTA WATCH

Public News / Signal Intelligence

A public information monitoring system that watches selected companies, industries, geographies, and topics, then compresses noisy public information into chronological signals and retained intelligence history.

VICTA-WATCH In Development

VICTA-WATCH AT A GLANCE

Collect public information.

Compress noise into signals.

Monitor Normalize Deduplicate Judge Investigate Run Retain

Public

Monitoring selected companies, industries, geographies, and topics through public information sources.

Selective

Evaluating relevance, importance, novelty, and confidence before deciding what deserves attention.

Persistent

Retaining chronological signal history instead of treating each public article as an isolated event.

Investigative

Gathering bounded follow-up evidence when uncertainty warrants a deeper look.

01 Product

Public Signal Intelligence

VICTA-WATCH monitors selected companies, industries, geographies, and topics, collecting public information and converting raw observations into retained intelligence state.

It normalizes observations, deduplicates what it has already seen, evaluates relevance, importance, novelty, and confidence, then decides whether to ignore, retain, surface, or investigate. Build 005 adds a manually triggered, bounded agent run that composes those stages into one persisted orchestration cycle.

  • Monitor selected companies, industries, geographies, and topics
  • Collect and normalize public information
  • Deduplicate previously seen observations
  • Evaluate relevance, importance, novelty, and confidence
  • Decide whether to ignore, retain, surface, or investigate
  • Execute one bounded manual agent run across discovery, assessment, decision, and investigation
  • Preserve chronological signal history
02 Current Build

BUILD 005 · First Agent Run

13 September 2026

VICTA-WATCH now executes its first bounded agent workflow — composing discovery, assessment, decision, and investigation into one controlled manual run with persisted state, explicit budgets, failure isolation, and a deterministic stop.

RUN → DISCOVERY → ASSESSMENT → DECISION → INVESTIGATION → FINALIZE → STOP

8 observations · 8 judgments · 2 investigations · 2 agent runs

Manual execution only · Agent NOT ACTIVE · Scheduler NOT ACTIVE

Live agent-run state
03 Architecture

System Paths

VICTA-WATCH separates its foundation, observation, judgment, investigation, and orchestration paths so each milestone can persist state and leave a trace. Bounded manual agent runs are implemented; scheduler-driven continuous watch remains a future boundary.

01

Foundation

GitHub → Cloudflare Workers → Worker API → Supabase → live application

02

Observation

GDELT → normalization → deterministic deduplication → persistent observation state

03

Judgment

Stored observation → structured AI assessment → relevance · importance · novelty · confidence → disposition → persisted judgment

04

Investigation

INVESTIGATE → formulate uncertainty → bounded web search → evidence → reassessment → final disposition → persistent trace

05

Agent Run

Manual run → discovery → assessment → decision → max 1 investigation → append-only run trace → explicit stop

04 Capabilities

Current Capabilities

  • Public information monitoring
  • Watch targets for selected companies/topics
  • Public article ingestion
  • Normalization
  • Deterministic deduplication
  • Persistent observation history
  • Structured AI judgment
  • Relevance, importance, novelty, and confidence scoring
  • Disposition states: IGNORE, RETAIN, SURFACE, INVESTIGATE
  • Bounded follow-up investigation
  • Evidence retention
  • Final disposition persistence
  • Manual bounded agent run orchestration
  • Manual Run Agent execution distinct from discovery-only Run Scan
  • Append-only agent-run history and trace
  • Run budgets: max 8 assessments and max 1 investigation per run
  • Concurrency guard: one RUNNING run per watch item
  • Idempotent state to prevent duplicate assessment/investigation
05 Tech Stack

Working Stack

  • Cloudflare Workers
  • Supabase
  • GDELT
  • OpenAI API
  • OpenAI Responses API
  • Web Search
  • GitHub
  • Vercel, for this public product/spec site only