VIIIEquipLive· OSS
context-kit
Context discipline for AI-paired projects. Zero deps. Shipped on PyPI.
A Python CLI that scaffolds AI-friendly project documentation and memory infrastructure for teams working with Claude Code, Cursor, and Aider on long-running projects. Two-document anchor (narrative + runtime), drift detection, session handoffs, and 1,076 passing tests — distilled from over 1,100 production AI-pair sessions.
— Distilled from 1,100+ production AI-pair sessions across 18 months.
- Pillar
- Intelligence
- For
- Engineering teams shipping with AI pair-programmers
- init · seed · orient · adopt · audit · verify
- Drift detection · narrative-anchor freshness checks
- Session handoff write-ups · onboarding server
- Zero runtime deps · stdlib-only · Python 3.9+
Python 3.9+ · stdlib only · pyproject · 1,076 tests
$pip install contextkit-ai
IXBroadcastIn Lab· Pre-Deploy
Character OS
Type your business. Click. Get a video ad.
A spokesperson-video generation platform that turns plain-text business descriptions into multi-format ads — vertical, horizontal, captioned, dubbed. Knowledge-grounded scripts, realtime avatars, an 18-recipe composition library, and a 1,343-test backend that has been validated through 208 working sessions.
— Feature-complete codebase; ops + legal layer queued before public launch.
- Pillar
- Innovation
- For
- SMB owners · solo creators · agencies
- Transcript Miner · Auto-Scripting · Personalized Video
- 18 composition recipes · 14 video primitives
- Realtime avatar pipeline · Runway ML + ffmpeg
- Knowledge graph grounding · per-recipient lineage
Django 5 · FastAPI · React 19 · Postgres + pgvector · Runway ML
XOptimizeDemo· Frontend Live
SellerPilot
AI listing optimizer for Amazon, Etsy, Shopify.
GPT-driven listing optimization across the three big marketplaces. Sellers submit a product once; SellerPilot generates SEO titles, conversion-tuned bullets, descriptions, and pricing — then ranks variants for A/B testing. Demo seeded with 3 sample products; demo-mode fallback returns deterministic stub listings until an OpenAI key is connected.
— Demo login: demo@sellerpilot.dev / demo123. Render API Blueprint queued.
- Pillar
- Innovation
- For
- Amazon FBA · multi-marketplace sellers · Etsy / Shopify ops
- SEO title + bullet generation per marketplace
- Variant scoring · A/B comparison · suggested pricing
- Batch product upload · search tag generation
- Multi-marketplace policy-aware prompting
FastAPI · React 19 · Vite · SQLite · OpenAI · Stripe (stubbed)
XIScoutDemo· Frontend Live
SignalStudio
Cluster web signals into evidence-backed intelligence.
An intelligence engine that turns news, social, and RSS into clustered signals — each with confidence scores, evidence-card citations, and analyst-generated action steps. The data model is rigorous and runs on a hardcoded MVP action engine (no LLM dependency); ingestion pipeline forthcoming.
— MVP action engine runs without any LLM key. Render API Blueprint queued.
- Pillar
- Intelligence
- For
- Investors · deal sourcers · competitive analysts
- Signal clustering with 0–1 confidence scoring
- Evidence cards with direct URL citations
- Source deduplication · multi-category filtering
- Action card generation · dashboard signal strength
FastAPI · React 19 · Vite · SQLite · Stripe (stubbed)
XIIGuardDemo· Frontend Live
ComplianceSentinel
Regulatory monitoring with AI-drafted compliance memos.
An alerting + memo engine for compliance officers. RSS and news sources flow in, severity-tiered alerts route to assignees, and GPT-4 drafts one-page compliance review memos with evidence quotes and recommended actions. Demo-mode fallback returns a structured memo with the alert's actual evidence quotes whenever an OpenAI key isn't connected.
— Generates evidence-grounded memos with or without an OpenAI key. Render API Blueprint queued.
- Pillar
- Intelligence
- For
- Compliance officers · legal counsel · risk analysts
- Multi-source feed ingestion · active/inactive toggle
- Severity-tiered alerts · assignment · due dates
- AI compliance memos with evidence quotes
- Audit trail · status lifecycle · org scoping
FastAPI · React 19 · Vite · SQLite · OpenAI · Stripe (stubbed)
XIIICounselIn Lab· Internal Use
The Council
Thirty advisors. Real wisdom. On call.
Sixteen named figures — Buffett, Wood, Dalio, Altman, Musk, Vaynerchuk, MrBeast, Voss, Beane, Voulgaris, Attia, Cardone, Mitnick, Khan, Cook, Ng — and fourteen domain specialists, each backed by structured wisdom the platform queries during deliberation. Decision Records trace every consultation back to its source. Currently powering the engine; public surface pending.
— Part of the engine reveal — currently internal, scheduled for decomposition into a public surface.
- Pillar
- Intelligence
- For
- Operators making decisions with stakes
- 16 named figures · 14 domain specialists
- Structured wisdom JSON · queryable per topic
- Boardroom-style multi-reviewer consensus
- Decision Records with full provenance
Django · Postgres + pgvector · LLM Router · Boardroom
XIVWatchIn Lab· Powering /now
The Network
Eighty sources. Forty-one categories. Never sleeps.
Markets, news, science, legal, social, code, weather, government — 80 deployed spiders feeding a clustering engine that surfaces patterns the moment they cross threshold. Powers the Now wire. Backbones the signal layer the rest of the platform consumes.
— First public surface of the engine — see /now for the live wire.
- Pillar
- Intelligence
- For
- Anyone who needs to know before everyone else
- 80 spiders · 41 categories
- Signal clustering · 10 pattern types · confidence-scored
- Embedding-backed semantic search · 1.14M items hashed
- Live wire at /now
Python · Scrapy · pgvector · Celery · Redis
XVCompanionIn Lab· Private
Rigby
An agentic personal assistant with a brain.
The proprietor's personal AI. A function-calling agentic loop on top of six LLM providers with 101 typed tools and 166 handlers wired into spider data, agent dispatch, advisor consultation, and the full Suite. Private today; public decomposition pending — for those who refuse to wait until Monday morning.
— The brain behind the rest of the works. Standalone surface forthcoming.
- Pillar
- Impact
- For
- Operators who refuse to wait for the work week
- GPT-5.2 function-calling · 101 tool schemas
- 166 handlers · 8 enrichment services
- Multi-agent orchestration · workspace memory
- Spider-backed live context · advisor consultation
Django · OpenAI · Anthropic · Together · DeepSeek · Gemini · Ollama
XXIDeliberateIn Lab· Internal Use
The Boardroom
Every claim has a paper trail.
Multi-reviewer deliberation engine. Each output passes through structured rounds with named reviewers — claims debated, evidence cited, dissents recorded. Decision Records preserve the full chain so a published artifact can be traced back to the exact moment and reviewer who blessed it. No black-box outputs.
— How the studio knows it isn't hallucinating.
- Pillar
- Intelligence
- For
- Anyone whose work has to defend itself in writing
- Multi-round structured deliberation
- Three reviewer classes · evidence-grounded
- Decision Records with full provenance
- Citation chain per published artifact
Django · LLM Router · Boardroom service · Decision Records
XXIIMatureIn Lab· Powering /shipped
The Atelier
Where ideas become initiatives become deliverables.
A five-stage pipeline where rough ideas mature into shipped artifacts. Each Initiative carries its context across stages; agents and reviewers act at each gate; the PublishGate at stage five is the same gate that publishes to /shipped. The studio's workshop floor.
— Where work crosses from idea to artifact.
- Pillar
- Innovation
- For
- Operators who ship — not just write
- Dreams → Initiatives → Deliverables pipeline
- Five gates · agents at each
- PublishGate enforcement on every release
- Live ledger at /shipped
Django · Initiative model · Deliverable factory · PublishGate
