CNBC: South Korea deputy PM says AI wealth must benefit the public

Fireworks AI documents a REST platform at docs.fireworks.ai where developers call language, image, and embedding models with Bearer API keys from the dashboard or `firectl api-key create`. Models use globally unique IDs such as `accounts/<account>/models/<model-id>` and can be served via serverless inference for popular open weights (for example Llama 3.1 70B listed on fireworks.ai/models) or private dedicated GPU deployments for custom base models and LoRA addons. Official docs distinguish serverless per-token billing with best-effort uptime from dedicated deployments billed per GPU-second with private capacity, and state that prompts and generated outputs are not logged except for documented exceptions such as the FireFunction model or opt-in advanced features.

GroqCloud exposes hosted language, speech, and compound workloads through Groq’s HTTP APIs. Documentation highlights compatibility with OpenAI client libraries when you point `base_url` at Groq’s OpenAI-compatible endpoint and supply a Groq API key, alongside first-party Groq SDKs for Python and JavaScript. Pricing pages publish per-model token rates (USD) for on-demand inference.

Together AI operates a developer platform for running prominent open-source and vendor-weight models from Together-hosted GPUs. Documentation centers on issuing API keys, installing the Together Python (`together`) or npm (`together-ai`) SDKs, or calling HTTPS endpoints such as `https://api.together.ai/v1/chat/completions` with Bearer authentication. Guides cover streaming chat completions, function calling, structured outputs, model catalog browsing, GPU reservations for steady traffic, and fine-tuning or dedicated cluster offerings published in the broader docs hierarchy.

The open-source ClickHouse MCP server (PyPI package `mcp-clickhouse`, repository ClickHouse/mcp-clickhouse) exposes MCP tools such as `run_query`, `list_databases`, and paginated `list_tables` against ClickHouse clusters, defaulting to read-only SQL unless `CLICKHOUSE_ALLOW_WRITE_ACCESS` is enabled. Optional chDB extras add `run_chdb_select_query` for embedded queries over files and URLs. HTTP/SSE transports require authentication via `CLICKHOUSE_MCP_AUTH_TOKEN`, FastMCP OAuth/OIDC providers, or explicit `CLICKHOUSE_MCP_AUTH_DISABLED=true` for local dev; a `/health` endpoint supports orchestrator probes without credentials per README guidance.

Converts public-policy and labor-relations guidance around AI-driven wealth into a planning checklist for organizations operating in semiconductor-heavy economies. Teams document how AI productivity gains translate—or fail to translate—into worker bonuses, public dividends, or reinvestment; assess concentration risk when chipmakers dominate equity indices; and prepare dialogue frameworks for recurring labor-management disputes as agentic automation scales. The skill cites CNBC reporting on South Korea's deputy prime minister urging that AI benefits reach the public amid Samsung strike negotiations, Kospi gains led by Samsung and SK Hynix, and debates over distributing AI-sector tax windfalls—without prescribing specific tax policies beyond verifying stakeholder messaging against cited facts.

Converts export-control and multi-vendor routing guidance into a planning checklist for teams that cannot assume a single geography or chip supplier will stay available. Practitioners document primary and contingency model routes (including gateways such as Helicone or LiteLLM Router configs), quantify revenue or latency exposure if a region is blocked, and set investor/customer messaging when leadership advises to "expect nothing" from a market—as publicly reported when semiconductor vendors discuss China licensing uncertainty. The skill cross-checks legal/compliance sign-off, drills failover to alternate regions or domestic stacks, and records evidence before production launches tied to geopolitically sensitive deployments.