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Updated: 50 min 11 sec ago

Java has evolved. Your code can too

Mon, 02/16/2026 - 3:49pm

Article URL: https://javaevolved.github.io

Comments URL: https://news.ycombinator.com/item?id=47040141

Points: 1

# Comments: 0

Categories: Hacker News

AI Rot Management

Mon, 02/16/2026 - 3:41pm

Article URL: https://jw.hn/ai-code-hygiene

Comments URL: https://news.ycombinator.com/item?id=47040062

Points: 1

# Comments: 0

Categories: Hacker News

Show HN: VoteShip – Feature request platform built for AI agents

Mon, 02/16/2026 - 3:38pm

Hey HN – I built VoteShip, a feature request and voting platform where AI agents are first-class users.

The idea: Your coding agent (Claude Code, Cursor, OpenClaw, Codex, etc.) should be able to check what users are asking for, find duplicates, plan what to build next, and write the changelog — without you ever opening a dashboard. VoteShip makes that possible through MCP and a full REST API.

How it works with agents: Install @voteship/mcp-server (22 tools, 5 resources, 4 workflow prompts) and your agent can: - Pull your unreviewed feedback inbox and triage it - Detect duplicate requests via semantic search (pgvector + Voyage embeddings) - Check vote counts and suggest what to build this sprint - Draft a changelog entry after shipping a feature - Create, tag, and update posts programmatically

An agent like OpenClaw can autonomously monitor your board, identify trending requests, and open PRs to address them — closing the loop from "user asks for feature" to "agent ships it" without human intervention. The REST API and webhooks work just as well for custom agent pipelines.

Why I built it: I was using Canny and kept hitting walls — no anonymous voting (their most-requested feature, ironically), AI features paywalled, and per-"tracked-user" pricing that punishes you for having an active community. And none of the incumbents have any agent integration at all.

What else it does: - Public voting boards with anonymous voting (no signup required) - Public roadmaps and changelogs - 7 built-in AI features — duplicate detection, auto-categorization, sentiment analysis, changelog generation - Embeddable widget (Preact + Shadow DOM) - Import from Canny/Nolt/UserVoice in ~2 minutes

Pricing: Free / $5 / $15 / $25 per month. Flat pricing, no per-user fees. The $15 plan includes everything Canny charges $359/mo for.

Try it: https://voteship.app

MCP server: npx @voteship/mcp-server (npm)

Happy to answer questions about the MCP implementation, agent workflows, or anything else.

Comments URL: https://news.ycombinator.com/item?id=47040022

Points: 1

# Comments: 0

Categories: Hacker News

Ask HN: What are the biggest limitations of agentic AI in real-world workflows?

Mon, 02/16/2026 - 2:45pm

There’s a lot of momentum around agentic AI systems that can plan and execute multi-step workflows autonomously.

For teams that have tried deploying these in production environments, where do they actually break down?

Is it reliability over long action chains, tool integration issues, cost unpredictability, state management, latency, observability, or something else entirely?

I’m especially interested in failure modes that only became obvious after moving beyond controlled demos into real usage.

Comments URL: https://news.ycombinator.com/item?id=47039354

Points: 1

# Comments: 0

Categories: Hacker News

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