Add a Monte-Carlo "FIRE number" solver so the wealth dashboard can show a £
countdown to retirement across life-stage cases, in today's money.
Viktor wants to see, per country, how far his net worth is from being able to
retire for good under three cases — Solo (his spend ×1.5), Household (+Anca
×1.5), Family (+2 kids) — with cost-of-living re-scaling per country and a 99%
Guyton-Klinger success bar.
- spend_model: per-Case real-GBP spend, COL-scaled (rent + non-rent essentials
scale by country; Holidays fixed), ×1.5 safety. Constants sourced live from
actualbudget (Viktor) / on-record (Anca).
- geo: city -> tax jurisdiction (nomad fallback).
- fire_target: binary-search the smallest LIQUID net worth where GK reaches the
bar; pension modelled as a tranche unlocking at ~57, kids ramp + optional home
as cashflows. New fire_target table (migration 0007) + idempotent upsert.
- recompute-fire-targets CLI: solve every Case x country and persist for Grafana.
- CONTEXT.md glossary + ADR-0001 (why MC-threshold on liquid NW, not 25x spend).
Reuses the existing simulator unchanged (its cashflow hooks already supported
pension/kids/home). 345 tests pass; mypy + ruff clean.
Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
Brainstorm + design doc for a new fire_planner/examples/ module that
scrapes 12 FIRE subreddits via PRAW, extracts structured fields with a
local qwen3-8b LLM (claude-agent-service Tier 2 fallback), and exposes
the data as an informational overlay in the simulator response.
Locked decisions: PRAW + asyncio, hybrid regex+LLM extraction,
informational overlay only (no scenario-priors coupling), new
fire_planner/examples/ module mirroring col/ shape.
