Projects

Key products and open-source tools.

SQE: When Does Query Expansion Help Agent Memory?

SQE: When Does Query Expansion Help Agent Memory?

ResearchAgent MemoryRetrievalPaper

Research paper and open release. Selective query-side expansion halves the cost of LLM query expansion for agent memory with no loss in Recall@5, but its confidence gate is no better than random. 8 seeds, 4,000 queries, all data and code released. Preprint 2026; earlier version presented at NAFSIK 2026.

OM

Oh My Hermes

AI AgentsClaude CodeAutomationTypeScriptOpen Source

An opinionated workflow layer for building, shipping, and operating apps with Hermes Agent. Over 850 stars on GitHub.

A

Aya

AITelegramWhatsAppEdTechTypeScript

An AI-powered English learning bot for French speakers in West Africa, delivered entirely through WhatsApp and Telegram. Features personalized learning plans, spaced repetition, voice exercises, and emotion-aware conversations.

Kernel

Kernel

AI AgentsMemoryOpen SourceTypeScript

A shared memory layer for AI agents. Kernel gives agents persistent, structured memory so they can learn, recall context, and collaborate across sessions.

TourCI

TourCI

TourismMobile360

TourCI is the #2 tourism app in Cote d'Ivoire. It helps users discover places and explore them in 360.

HA

Help AI

PythonOpenAILangChainPinecone

An open-source Python project using GPT-3/GPT-4 and LangChain to build a customer-service AI agent, with company help-center data vectorized in Pinecone.

Photo Triage

Photo Triage

Next.jsFile System Access APIElectronTypeScript

A fast photo culling tool for going through a camera SD card: page through photos, trash the ones you don't want, undo anytime. Runs entirely in the browser via the File System Access API, with an Electron desktop version for full OS-level Trash support.

Vibe Coded

App Gallery

Experiments and small apps.

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