AI Engineering

Datasheets extracts structured specifications from electronic component datasheet PDFs for pinouts, electrical characteristics, peripherals, topology, and features. Use it when you need verified per-MPN specs or when analyzer skills need cached datasheet facts.

Digital Immortality distills a person’s chats, documents, and platform data into a structured digital twin. Use it when you want to preserve someone’s style, memory, and decision patterns as an AI-loadable skill set.

Distill Protocol generates human-readable usage terms and a machine-readable manifest for personal digital materials. Use it when you want to define allowed use, training limits, and an accompanying LICENSE-DISTILL.md.

Distill Shield generates Canary markers and optional hardening strategies for personal handover bundles to raise the cost of unauthorized distillation. Use it only for data you own or are authorized to handle.

Li Gong Demo simulates a backend engineer’s communication style and boundaries for architecture reviews, release workflows, and cross-team alignment. Use it for internal alignment and training, not for impersonating a real person.

Steamer guides users through distilling a person’s public narrative into a digital twin using the repo’s existing intake, extraction, and packaging flow. It is used when someone wants a methodical, public-source-only way to build or consult a persona profile.

Delegate Issue sends a fully specified coding issue to a SWE-AF node as a separate branch for implementation. Use it to offload independent tasks, then review and merge the returned branch.

SWE AF creates coordinated AI agent teams to plan, code, review, test, and merge software changes. Use it to run autonomous builds from a local path or a GitHub URL, including multi-repo workflows.

Audit AAAI experiments for baselines, ablations, significance, robustness, human evaluation, and reproducibility checklist alignment, helping papers survive Phase-1 review by the broad-AI program committee.

ACL Topic Selection helps decide whether an NLP project fits ACL, EMNLP, NAACL, EACL, TACL, Computational Linguistics, COLM, or an ML venue. It also guides contribution type, long-vs-short paper choice, theme-track fit, and framing before drafting.

AI Image Generator uses Gemini and OpenAI image APIs to create scenes, icons, posters, infographics, and other visual assets. Use it when you need text-aware images, transparent icons, batch variations, or multi-reference compositing.

Deep Research explores a product space before building, using local project scans, competitor research, community signals, and technical option review. Use it for discovery, competitive analysis, and choosing what to build next.