Machine learning

Use a live Jupyter kernel for stateful, iterative Python execution via hamelnb.

Call Exa Contents (POST /contents) for LLM-ready extraction from known URLs: text, highlights, summaries, links, image links, subpages, freshness-controlled…

Vercel AI SDK expert guidance.

Find an existing Expanso job or pipeline recipe before writing one from scratch, and report honestly how far it has been proven.

Run a read-only, evidence-based audit of an LLM or agent application for prompt injection and the failures that make injection matter.

Transcribe audio files or YouTube videos via subtitles or OpenRouter's multimodal API, generate 100-word and 400-word summaries using cloud models…

Manage the LLM response cache.

Smart Copilot PR-review watchdog (multi-repo) that reads review state + timestamps, checks merge conflicts first, and lets an LLM decide…

Trigger Jenkins CI builds for Composable Kernel pull requests or branches with optional parameter overrides.

Build a model tier list from a local LLM gateway catalog.

Guides ChatGLM2-6B Transformers inference, local demos, FastAPI/OpenAI-compatible serving, C-Eval evaluation, and P-Tuning v2 fine-tuning.

Score prompts for prompt injection with TypeSafe's Jev before they reach an LLM: a reference gate function a backend can call (allow / review / block with a…

Bulk-evaluate a folder of resumes against one job description and flag the ones whose wording mirrors the posting closely enough that a human should look…

Work with Adology thumbnails — the poster frame on every item.

The core OpenAI-compatible inference endpoints: chat completions, embeddings, images, audio (TTS/STT), moderations, rerank, and the Responses API.

Build AI/LLM features on xAI (XAI_API_KEY + api.x.ai).

Generate deployment artifacts for ML models -- FastAPI serving code, Dockerfiles, cloud configs, batch prediction scripts, and monitoring setup.

Deploy and serve TensorFlow models

Reference for the Claude API / Anthropic SDK - model ids, pricing, params, streaming, tool use, MCP, agents, caching, token counting, model migration.

Trending Hugging Face models, datasets, and spaces — filtered by license sanity, dedup vs same-week quantizations, with a "why notable" line per pick…

Render artifacts from agent-swarm repos without LLM.

Deploy containerized Python apps (FastAPI, RAG, agent backends) to Azure Container Apps with cost optimization for free/student subscriptions.

AI-powered crypto trading agent, wallet API, and LLM gateway via natural language.

AI-powered crypto trading agent and LLM gateway via natural language.