repo indexing + CLAUDE.md summariessymbol search + cross-file referencesgit automation (diffs, commit, push policies)MCP server orchestration (JSON-RPC tools)

Not

Hacker

News!

AI-observed conversations & context

Daily AI-observed summaries, trends, and audience signals pulled from Hacker News so you can see the conversation before it hits your feed.

LiveBeta

Explore

Home
Hiring
Products
Companies
Discussion
Q&A

prompt caching layer

Tech Stack

DockerDatabricksClaude Code CLI

MoE modelsaiDeveloper ToolsDatabricks integration

Discussion (1 comments)

Showing 1 comments

vishalveera

13 days ago

Claude Code is surprisingly strict about response shape, tool timing, and streaming semantics. Even small differences in Azure/Databricks responses cause silent failures.

Lynkr sits in the middle and enforces “Anthropic-ness” as a contract:

request rewriting

tool call lifecycle enforcement

streaming normalization

capability emulation when the backend can’t support something natively

Happy to explain any of the protocol quirks if people are curious.

View on Hacker NewsHN ID: 46179886Mood: supportive

Resources

Visit Hacker News
HN API
Modal cronjobs
Meta Llama

Briefings

Inbox recaps on the loudest debates & under-the-radar launches.

Connect

Not affiliated with Hacker News or Y Combinator. We simply enrich the public API with analytics.