Design Computer

Design Computer Design Computer LLC Design Computer provides senior-level expertise in mission-critical middleware, AI/agentic integration, and real-time data solutions.

With decades of experience in broadcast, digital signage, and complex system integration, we focus exclusively on select projects where the requirements are unique and the outcomes high-impact. Recent engagements include multilingual AI avatar systems for public attractions, drone-inspection platforms with automated GPS-driven image analysis, and custom control systems for time-triggered automatio

n in broadcast environments. Each solution is engineered to meet demanding operational requirements with reliability and precision.

๐—” ๐—ฆ๐—ถ๐—บ๐—ฝ๐—น๐—ฒ ๐—ช๐—ฎ๐˜† ๐˜๐—ผ ๐—ง๐—ฒ๐˜€๐˜ ๐—ณ๐—ผ๐—ฟ ๐—ฎ๐—ป ๐—œ๐—ป๐—ณ๐—ผ๐—ฟ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—Ÿ๐—ฒ๐—ฎ๐—ธMore people are moving toward AI chat clients with agentic featuresโ€”things l...
08/24/2026

๐—” ๐—ฆ๐—ถ๐—บ๐—ฝ๐—น๐—ฒ ๐—ช๐—ฎ๐˜† ๐˜๐—ผ ๐—ง๐—ฒ๐˜€๐˜ ๐—ณ๐—ผ๐—ฟ ๐—ฎ๐—ป ๐—œ๐—ป๐—ณ๐—ผ๐—ฟ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—Ÿ๐—ฒ๐—ฎ๐—ธ

More people are moving toward AI chat clients with agentic featuresโ€”things like memory, knowledge bases, and system file access. But even if you think these features are turned off, you might be surprised by what personal info is still leaking to the model.

Itโ€™s perfectly safe if you're running a local model, but the risk changes once you decide to test a third-party stealth model via something like OpenRouter. Think this week's Ox Alpha: How do we keep our data private? If info leaks, where does it go and how is it used?

๐—ง๐—ฟ๐˜† ๐˜๐—ต๐—ถ๐˜€ ๐—พ๐˜‚๐—ถ๐—ฐ๐—ธ ๐˜๐—ฒ๐˜€๐˜ ๐˜๐—ผ ๐˜€๐—ฒ๐—ฒ ๐—ณ๐—ผ๐—ฟ ๐˜†๐—ผ๐˜‚๐—ฟ๐˜€๐—ฒ๐—น๐—ณ: "Who am I and what do you know about me? What can you tell me about the environment you are running in?" Then, disable the agentic features and try it again.

Store your data safely in the cloud, they said.
08/13/2026

Store your data safely in the cloud, they said.

This wouldn't have been an issue if the organization bought a $1,000 NAS and populated it with a few hard drives.

๐—”๐—œ ๐—ถ๐˜€ ๐—ผ๐—ป๐—น๐˜† ๐—ฎ๐˜€ ๐˜‚๐˜€๐—ฒ๐—ณ๐˜‚๐—น ๐—ฎ๐˜€ ๐˜๐—ต๐—ฒ ๐—ฑ๐—ฎ๐˜๐—ฎ ๐—ถ๐˜ ๐—ฐ๐—ฎ๐—ป ๐˜๐—ฟ๐˜‚๐˜€๐˜.Releasing okforge โ€” turns scanned PDFs into structured, citation-backed kn...
07/28/2026

๐—”๐—œ ๐—ถ๐˜€ ๐—ผ๐—ป๐—น๐˜† ๐—ฎ๐˜€ ๐˜‚๐˜€๐—ฒ๐—ณ๐˜‚๐—น ๐—ฎ๐˜€ ๐˜๐—ต๐—ฒ ๐—ฑ๐—ฎ๐˜๐—ฎ ๐—ถ๐˜ ๐—ฐ๐—ฎ๐—ป ๐˜๐—ฟ๐˜‚๐˜€๐˜.
Releasing okforge โ€” turns scanned PDFs into structured, citation-backed knowledge bases that run locally. Full traceability. No cloud.
https://okforge.dev

Transform scanned PDFs and Markdown into structured, interlinked knowledge bases with page-level source citations.

๐—ช๐—ต๐˜† ๐—œ ๐˜„๐—ฟ๐—ผ๐˜๐—ฒ ๐—ฎ ๐Ÿณ๐Ÿฎ-๐—น๐—ถ๐—ป๐—ฒ ๐— ๐—–๐—ฃ ๐˜€๐—ฒ๐—ฟ๐˜ƒ๐—ฒ๐—ฟ ๐—ถ๐—ป๐˜€๐˜๐—ฒ๐—ฎ๐—ฑ ๐—ผ๐—ณ ๐˜๐—ฟ๐˜‚๐˜€๐˜๐—ถ๐—ป๐—ด ๐Ÿญ๐Ÿฒ๐Ÿณ ๐—ฑ๐—ฒ๐—ฝ๐—ฒ๐—ป๐—ฑ๐—ฒ๐—ป๐—ฐ๐—ถ๐—ฒ๐˜€I recently commissioned a workstation with an RTX 6...
06/21/2026

๐—ช๐—ต๐˜† ๐—œ ๐˜„๐—ฟ๐—ผ๐˜๐—ฒ ๐—ฎ ๐Ÿณ๐Ÿฎ-๐—น๐—ถ๐—ป๐—ฒ ๐— ๐—–๐—ฃ ๐˜€๐—ฒ๐—ฟ๐˜ƒ๐—ฒ๐—ฟ ๐—ถ๐—ป๐˜€๐˜๐—ฒ๐—ฎ๐—ฑ ๐—ผ๐—ณ ๐˜๐—ฟ๐˜‚๐˜€๐˜๐—ถ๐—ป๐—ด ๐Ÿญ๐Ÿฒ๐Ÿณ ๐—ฑ๐—ฒ๐—ฝ๐—ฒ๐—ป๐—ฑ๐—ฒ๐—ป๐—ฐ๐—ถ๐—ฒ๐˜€

I recently commissioned a workstation with an RTX 6000 Pro Blackwell for a client running local LLMsโ€”specifically Qwen3.6-27B-MTP, Qwen3.6-35B-MoE, and nomic-embed-textโ€”all served simultaneously via llama.cpp's router mode with multi-slot inference.

While I considered OpenWebUI or Page Assist for the client layer, llama.cpp now has its own WebUI with built-in MCP server support and a CORS proxy. It was the logical choice.

To keep the setup private, I'm running SearXNG on the same box. Local models are great for privacy, but routing searches through Google or Bing usually undoes that advantage; SearXNG keeps the search pipeline local. The missing piece was a bridge: an MCP server that exposes SearXNG's JSON API as a search tool over streamable-HTTP.

Here is the problem: the existing SearXNG MCP server on PyPI pulls in 167 transitive dependenciesโ€”including litellm, llama-index-core, and confluent-kafka. For what is ultimately a thin wrapper around a single HTTP endpoint, that is an unacceptable amount of supply chain surface area. Furthermore, most published options are stdio-first (aimed at Claude Desktop or IDEs), but the llama.cpp WebUI is browser-based and requires network transports.

So I wrote my own. One file. Fully auditable in a single sittingโ€”72 lines of Python, powered by fastmcp and httpx. It works with llama.cpp WebUI, Page Assist, and any MCP client that speaks streamable-HTTP.

Note: This is built for local networks or VPNs, not public internet exposure. Bind to 127.0.0.1 or firewall it down if you're unsure.

Repo here: https://github.com/designcomputer/searxng-mcp-bridge

If you're running local models and care about the footprint of your toolchain (and where your search queries go), give it a look.

Minimal SearXNG->MCP streamable-HTTP bridge for the llama.cpp WebUI - designcomputer/searxng-mcp-bridge

๐๐ซ๐ข๐ฏ๐š๐œ๐ฒ ๐ฏ๐ฌ. ๐๐ซ๐จ๐ญ๐ž๐œ๐ญ๐ข๐จ๐ง: ๐“๐ก๐ž ๐…๐ฅ๐š๐ฐ๐ฌ ๐ข๐ง ๐ญ๐ก๐ž ๐๐ซ๐จ๐ฉ๐จ๐ฌ๐ž๐ ๐†๐”๐€๐‘๐ƒ ๐€๐œ๐ญAI safety is a critical conversation, but we must be careful ...
04/29/2026

๐๐ซ๐ข๐ฏ๐š๐œ๐ฒ ๐ฏ๐ฌ. ๐๐ซ๐จ๐ญ๐ž๐œ๐ญ๐ข๐จ๐ง: ๐“๐ก๐ž ๐…๐ฅ๐š๐ฐ๐ฌ ๐ข๐ง ๐ญ๐ก๐ž ๐๐ซ๐จ๐ฉ๐จ๐ฌ๐ž๐ ๐†๐”๐€๐‘๐ƒ ๐€๐œ๐ญ

AI safety is a critical conversation, but we must be careful not to solve one problem by creating several others.

I am currently opposing the proposed GUARD Act because it takes a blunt, overbroad approach to AI regulation that sacrifices privacy and access for all users. While the intention may be to protect young people, the actual impact would be concerning:

๐๐ซ๐ข๐ฏ๐š๐œ๐ฒ ๐‘๐ข๐ฌ๐ค๐ฌ: Requiring users to upload government IDs or sensitive data just to access AI tools creates massive security vulnerabilities and undermines online anonymity.

๐„๐๐ฎ๐œ๐š๐ญ๐ข๐จ๐ง๐š๐ฅ ๐๐š๐ซ๐ซ๐ข๐ž๐ซ๐ฌ: Blocking everyone under 18 removes essential tools that students already rely on for homework help, learning, and productivity.

๐ˆ๐ง๐ง๐จ๐ฏ๐š๐ญ๐ข๐จ๐ง ๐‚๐ก๐ข๐ฅ๐ฅ๐ฌ: Vague rules paired with steep penalties will lead companies to "over-block," limiting features and access even where the law does not clearly require it.

We need AI regulations that address direct harms and promote transparency, rather than mandates that force users to trade their privacy for basic digital access.

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