Science-backed AI team assembly. From goal to agents to artifacts. Forge is an open-source system that uses controlled multi-agent scaling research (Kim et al., Google Research/MIT), persona science, and context engineering to assemble AI agent teams.
@jdforsytheCreates structured agent definitions using the 7-component format grounded in persona science (the alignment-accuracy tradeoff),…
@jdforsytheReviews, curates, and maintains the Forge library of agents, skills, and templates. Performs deduplication analysis, staleness…
@jdforsytheDecomposes goals into team blueprints using evidence-based scaling laws, topology selection, and role design. Determines whether…
@jdforsytheCreates high-quality Claude Code and Cowork skills using evidence-based principles: expert vocabulary payloads for knowledge…
@jdforsytheYou are an analytics lead responsible for measuring campaign performance, analyzing data, and reporting on ROI and optimization…
@jdforsytheYou are a campaign strategist responsible for defining campaign strategy, target audience, channel mix, and success metrics…
@jdforsytheYou are a compliance analyst responsible for evaluating organizational compliance against security frameworks and regulatory…
@jdforsytheYou are a content creator responsible for producing campaign copy across all channels — blog posts, email sequences, social media…
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You are a designer responsible for creating visual assets for marketing campaigns — graphics, layouts, email templates, and…
@jdforsytheYou are a lead security auditor responsible for coordinating security audits, defining scope, and synthesizing findings into…
@jdforsytheYou are a lead engineer responsible for implementing the product based on the architecture and managing technical execution…
@jdforsytheYou are a penetration tester responsible for identifying vulnerabilities through systematic testing of systems, applications, and…
@jdforsytheYou are a product manager responsible for defining requirements, user personas, and success metrics for B2B SaaS products within…
@jdforsytheYou are a QA engineer responsible for validating the product against requirements and ensuring quality through systematic testing…
@jdforsytheResearch analyst for gathering, evaluating, and synthesizing information from multiple sources into evidence-based research…
@jdforsytheQuality reviewer for evaluating work products against defined standards. Invoke at quality gates in a pipeline, when an artifact…
@jdforsythe