Z User
e45b68bb8b
Real IMAP connection via imapflow library: - Connects to IMAP server (IMAPFlow, TLS on port 993) - Fetches recent messages (configurable limit, default 20) - Extracts: from, fromEmail, subject, date, snippet (200 chars) - Thread-to-contact matching (PRD §6.1): 1. Match sender email against persons table 2. If no person match, extract domain and match against company.website 3. Returns matchedCompany + matchedPerson for each email - Audit-logged (action: crm.mailsync:imap) - Zod validated (host, port, user, password, folder, limit) - 502 on IMAP connection failure with detail - 400 on validation failure Tested: invalid creds → 502 'IMAP connection failed', missing host → 400
Figure Examples
Reference matplotlib / seaborn scripts producing publication-grade figures for AI4S research papers. Reproduce with:
pip install matplotlib seaborn
cd <where-you-want-the-pdf>
python make_fig_02_horizon_sweep.py
python make_fig_03_heatmap.py
python make_fig_04_ablation.py
These are illustrative templates — copy and adapt for your data. They were
extracted from a successful enrichment run of the paper-writer skill on
the topic Transformer-based time-series forecasting (May 2026); the data
embedded inline are simulated and meant only to illustrate the formatting.
Start by filling FIGURE_CONTRACT_TEMPLATE.md for the figure you are about to make.
Then reuse style_kit.py so exports, palette, panel labels, and simulated
watermarks stay consistent across the experiment package.
Style summary
- Shared
style_kit.pywith editable SVG text and PDF font embedding - Explicit color palette (no default cycle)
- Removed top/right spines
axes.gridon at low alpha- Figure sizes targeted at column-width (3.4-5.0 inches wide)
- "simulated" watermark in italic gray for runs from the simulator path
- Save PDF + SVG + TIFF together when the environment allows it
See the paper-writer skill's references/02-figures-publication-grade.md
for the full taste guide.