Results for “basket-drafting”

Draft outcome-led value proposition hooks for a target agency or pursuit using vault context and mission alignment. Use when user asks for messaging angles for capture — catalog skill from coreyhaines marketingskills pattern.

Draft a clear, complete, ready-to-send offer letter with compensation, terms, and contingencies — flagging every unconfirmed figure.

Use when a writer wants to improve a draft through guided questioning and revision rather than a direct rewrite

Matryoshka Representation Learning

Find sources for every numerical claim in the draft, add inline hyperlinks, and add internal links to brand-reference articles. Triggered after /draft.

The choice is not about scale or sophistication.

Expand an annotated outline into full article prose using brand voice anchored in example articles, hitting the outline's per-section depth targets. Triggered after /product-mentions.

Write a useful, author-consistent article and substantively improve it before verification.

Rank an existing set of context chunks by relevance, diversity, freshness, and utility. Use when retrieval has already produced candidates that must be scored or reranked; use context-retrieval when the source corpus still needs to be searched.

Find adjacent vendors and subs (not top market primes) who fill a capability gap against a displacement target using USASpending flows and SAM entity signals. Use when user defines a teaming gap and wants vault-ready partner shortlist with citations.

Track key contacts who change jobs and draft warm outreach to movers at ICP companies

Draft or revise a scene on a goal-conflict-disaster spine with sensory grounding.

Craft Fleet

Draft a legal document — a pleading, motion, brief section, or contract clause — with verified citations, flagged assumptions, and mandatory supervisor review before filing.

Symbol Database Selection Pattern

Skeptical pushback on the outline before drafting starts. Asks whether the outline is MECE, BLUF, problem-agitate-solution; whether it covers the topic better than the SERP top-5; whether sections duplicate; whether each section earns its visual. One revision pass on FAIL (BLOG_AGENT_OUTLINE_REVISION_BUDGET, default 1).

Build a USASpending relationship snapshot for the incumbent and buying agency on a pursuit row. Use when user needs award flows and rel counts before battlecard or teaming work — deterministic from DuckDB bulk.

Cross-validation only estimates generalization if the split mimics the gap between

Generates at most one token recommendation and one prediction-market pick per run, each with a falsifiable thesis, entry, sizing, and kill criterion. Returns NO_PICK when no candidate meets the bar.