profile-graph

Included with Lifetime

$97 forever

Entity-profile graph edges + embedding similarity for a research corpus — profile→REF edges (first-class adjacency, reconciled against the citation graph) and text-embedding researcher similarity + collaboration link-prediction. Completes the

General

What this skill does


# Profile Graph: Edges & Similarity

The graph-integration + embedding pieces of the entity-profile analytics family
(centrality, communities, and temporal trajectories ship in `profile-metrics`,
`profile-communities`, `profile-temporal`).

## profile→REF edges (no extra deps)

```bash
aiwg corpus profile-edges
aiwg corpus profile-edges --out reports/profile-edges.txt
```

Builds the **profile→REF edge graph** from each PROF-{P,O,G,F,S}'s `corpus-refs`,
as first-class adjacency (`byProfile` + reverse `byRef`), reconciled against the
citation graph — edges to REFs with no analysis doc are reported as **dangling**,
not kept. Surfaces top profiles by linked-REF count and top REFs by linked-profile
count (cross-cutting influence). Preferred over the section9 synthetic
`documentation/profiles/edges/` files.

## Researcher similarity + collaboration prediction (opt-in embeddings)

```bash
# Nearest researchers to a profile
aiwg corpus profile-similar --entity PROF-P-gonzalez-joseph --top 10

# Collaboration link-prediction: similar people who have NOT co-authored
aiwg corpus profile-similar --predict-collabs --threshold 0.85
```

Embeds each **person** profile from its name + the titles of its corpus-refs
(text-embedding via the #1493 backend — opt-in `@xenova/transformers`), then:

- **`--entity`** ranks the nearest researchers by cosine similarity.
- **`--predict-collabs`** surfaces high-similarity pairs that share **no**
  corpus-refs (corpus-refs overlap is the co-authorship proxy) — candidate
  future collaborators. Lower `--threshold` to surface more (people who already
  collaborate are correctly excluded, so a high threshold can legitimately
  return zero).

This is the #1501 "embeddings" slot, implemented via text embeddings rather than
a heavy node2vec/graph-embedding stack (operator decision) — one embedding
backend across the codebase, composing with `aiwg index --semantic` (#1493).
Without the optional dep it prints an install hint and exits.

## Triggers

- "profile to REF edges" / "profile edge graph"
- "similar researchers" / "researcher similarity"
- "predict collaborations" / "collaboration link prediction"

## Notes

- TS-native: `src/artifacts/corpus-tools/profile-edges.ts` (port of
  `build_profile_edges.py`) + `profile-embed.ts` (the `graph_embeddings.py`
  slot via text embeddings).
- node2vec/structural graph embeddings remain a possible future enhancement; the
  text-embedding approach here covers the researcher-similarity + link-prediction
  use cases without the heavy ML stack.

Files: 1

Size: 3.2 KB

Complexity: 12/100

Category: General

Source: https://github.com/jmagly/aiwg/tree/main/agentic/code/frameworks/research-complete/skills/profile-graph

Related in General

modeling-omnistudio-epc-catalog

Included

Salesforce Industries CME EPC product-modeling skill for Product2-based catalog creation. Use when creating EPC products, configuring product attributes, building offer bundles with Product Child Items, or reviewing EPC DataPack JSON metadata for product catalog changes. TRIGGER when: user creates or updates Product2 EPC records, AttributeAssignment payloads, AttributeMetadata/AttributeDefaultValues, Offer bundles, or ProductChildItem relationships. DO NOT TRIGGER when: designing OmniScripts/FlexCards/Integration Procedures (use building-omnistudio-omniscript, building-omnistudio-flexcard, or building-omnistudio-integration-procedure), implementing Apex business logic (use generating-apex), or troubleshooting deployment pipelines (use deploying-metadata).

Generalscripts

relationship-science-coach

Included

Use this skill for direct, practical adult relationship coaching: couples conflict, repair, trust, marriage, dating, flirting, attachment patterns, emotional connection, sex, desire differences, eroticism, kink negotiation, affection, love languages, breakups, and long-term passion. Draw on Gottman, EFT and Hold Me Tight, attachment science, modern sex research, Perel, Nagoski, Kerner, Schnarch, Love and Stosny, and flexible love-language tools. Be concrete and low-hedge. Redirect only for imminent danger, abuse, coercive control, minors, non-consent, self-harm, stalking, or medical/legal/psychiatric decisions.

Generalscripts

building-sf-integrations

Included

Salesforce integration architecture and runtime plumbing with 120-point scoring. Use this skill to set up Named Credentials, External Credentials, External Services, REST/SOAP callout patterns, Platform Events, and Change Data Capture. TRIGGER when: user sets up Named Credentials, External Services, REST/SOAP callouts, Platform Events, CDC, or touches .namedCredential-meta.xml files. DO NOT TRIGGER when: Connected App/OAuth config (use configuring-connected-apps), Apex-only logic (use generating-apex), or data import/export (use handling-sf-data).

Generalscripts

venue-templates

Included

Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and grant proposals (NSF, NIH, DOE, DARPA). This skill should be used when preparing manuscripts for journal submission, conference papers, research posters, or grant proposals and need venue-specific formatting requirements and templates.

Generalscripts

let-fate-decide

Included

Draws the 12 Houses of the Zodiac Tarot spread to inject entropy into planning when prompts are vague, ambiguous, or casually delegated. Interprets the spread to guide next steps. Use when the user says 'let fate decide', 'YOLO', 'whatever', 'idk', or other nonchalant phrases, makes Yu-Gi-Oh references, or when you are about to arbitrarily pick between multiple reasonable approaches. Prefer over ask-questions-if-underspecified when the user's tone is casual or playful rather than precision-seeking.

Generalscripts

net-ops

Included

Cross-platform network troubleshooting (Windows, macOS, Linux) via local or remote shell. Use for: DNS broken, can't resolve hostnames, nslookup/dig works but apps fail, NRPT, WFP, scutil, /etc/resolver, systemd-resolved, /etc/resolv.conf, NetworkManager, VPN DNS leak residue (ProtonVPN/Mullvad/WireGuard/AnyConnect), AV/firewall blocking DNS or DoH, Tailscale DNS interaction, intermittent connectivity, remote diagnostics over SSH.

Generalscripts