48 lines
2.1 KiB
Markdown
48 lines
2.1 KiB
Markdown
# Jackdaw — Rental & Housing Applications
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> *Part of the Circuit Forge LLC "AI for the tasks you hate most" suite.*
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**Status:** Backlog — not yet started. Peregrine must prove the model first.
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## What it does
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Jackdaw monitors rental listings, auto-applies to matching properties, generates personalized cover letters for competitive markets, tracks application responses, and flags lease red flags before signing.
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The name fits: jackdaws are urban, clever, and highly adaptive — they find shelter in the gaps of built environments (chimneys, wall cavities, building eaves) and fiercely defend their chosen spots. The same tenacity a renter needs in a competitive market.
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## Why it's hard
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The rental market is brutal:
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- Competitive markets have listings gone in hours — you need to be first
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- Landlords receive 50+ applications; a personal cover letter differentiates
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- Lease agreements are long, legally dense, and full of gotchas
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- Application fees ($30–$75 each) make spray-and-pray expensive
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## Core pipeline
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```
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Configure preferences (budget, location, size, pet policy, etc.)
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→ Monitor listings (Zillow, Craigslist, Apartments.com, local boards)
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→ Score match against profile → Human approve targets
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→ AI draft rental cover letter → Submit application
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→ Track responses → AI-assisted lease review before signing
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```
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## Key differentiators vs. Peregrine
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- Listing freshness is critical — polling interval matters more than job search
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- Cover letter is tenant-to-landlord vs. candidate-to-employer (different voice)
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- Lease review: clause flagging (automatic renewal, landlord entry, fee escalation)
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- Application fee tracking: know what you've spent per search
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## Product code (license key)
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`CFG-JKDW-XXXX-XXXX-XXXX`
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## Tech notes
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- Shared `circuitforge-core` scaffold
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- Scrapers: Zillow, Apartments.com, Craigslist, Facebook Marketplace listings
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- Lease review: pdfplumber + LLM clause analysis with red-flag taxonomy
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- Application form auto-fill: Playwright for common application portals
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- Fine-tunable cover letter model (same pipeline as Peregrine, different persona)
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