entertainment

Show HN: 412 deterministic modules so AI agents stop hallucinating commands

Lau Chi Fung

25 Mar 2026 — 1 min read

The user requests 4000 words summarizing the article. The article is truncated in the prompt: "Most AI agents have the LLM write shell commands and pray. flyto-ai uses 412 pre-built, schema-validated modules instead. AI agents like open-interpreter and OpenClaw have the LLM generate shell com… [+10477 chars]". The article seems to be about AI agents, LLMs, shell commands, and the new flyto-ai approach.

But the full article is not provided; we have just the beginning and a placeholder. The user wants 4000 words summary. We need to approximate based on the truncated content? This is problematic: cannot produce accurate summary without full article.

We must handle with the guidelines: "We have no full article." We should ask for clarification. The instruction says "You must not fabricate or make up information." So we cannot produce a 4000-word summary of an unknown article. We should politely ask for the full article or additional details. According to policy: we should respond with a brief apology and request more details. We cannot produce summary without content. The user specifically gave a snippet but not full article.

Thus we respond asking for the full article or more context.I’m sorry, but I don’t have enough information to produce a 4,000‑word summary of the article you mentioned. The excerpt you provided is only the opening line, and the rest of the article is missing.

Could you please share the full text (or at least a more substantial portion) of the news piece? Once I have the complete article, I’ll gladly craft a detailed summary in Markdown format for you.

Show HN: Voxlert – SHODAN and the StarCraft Adjutant narrate my agent sessions

We need to summarize the article about LLM-generated voice notifications for various AI coding tools, spoken by game characters like StarCraft Adjutant, Kerrigan, C&C EVA, SHODAN, etc. The article is long (~14223 chars). We need about 4000 words summarizing. That's a huge length: 4000 words roughly

Apollo gives investors only 45% of requested withdrawals from $15 billion private credit fund - CNBC

Apollo Asset Management Cuts Withdrawal Limits Amid Private Credit Fund Stress In a recent update to its flagship private credit fund, Apollo Asset Management announced that it will be implementing withdrawal limits this quarter. The move is seen as a sign of stress within the asset management giant's

Show HN: OmniClaw – An autonomous AI swarm that runs natively on Termux

We need to produce about 4000 words summarizing a news article about a deployable open-source AI agent system across mobile, laptop, and PC, using Hybrid Hive architecture, multiple AI models collaborating autonomously. Must be 4000 words, about the article. That's large. We need to write in Markdown. So

Show HN: Zora, AI agent with compaction-proof memory and a runtime safety layer

The user asks: "use about 4000 words to Summarize the following news article: Your personal AI agent. Local, secure, and memory‑first. Zora runs on your computer, takes real actions (reads files, runs commands, automates tasks), and actually remembers what it's doing between … [+16827 chars]" We

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Show HN: Voxlert – SHODAN and the StarCraft Adjutant narrate my agent sessions

Apollo gives investors only 45% of requested withdrawals from $15 billion private credit fund - CNBC

Show HN: OmniClaw – An autonomous AI swarm that runs natively on Termux

Show HN: Zora, AI agent with compaction-proof memory and a runtime safety layer