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Practical Linux, AI and tech.

2026-11-08

The AI Money Story Just Turned: Washington, Wall Street and the Spending Stall

Three things happened within days of each other this week, and each one weakens a different support holding up the AI boom. The first support was political goodwill, and the US midterms just knocked it sideways. In dozens of local ballot measures, voters rejected data center projects outright, and they elected politicians who ran on restricting them, like Texas governor-elect Gina Hinojosa. On TechCrunch's Equity podcast, the panel noted that Elon Musk seems to have gained little from roughly half a billion dollars in Republican donations, while his companies now sit in a state that, as one host put it, turned about as blue as it could possibly turn. Data centers were never the headline issue of the campaign, yet they became a grassroots one, because of how quietly hyperscalers went about winning approvals. The second support was the assumption that AI spending only moves up. Ramp's card data says otherwise. Token spend grew 1.5 percent across August and September, compared with 42 percent growth in July. Usage keeps climbing while budgets hold flat, which means price competition and savvier buyers are capping what the labs can charge. Ramp's lead economist, Ara Kharazian, put the ...

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2026-11-08

AI & Tech News — 2026-11-09

After the midterms, data centers became a ballot-box issue TechCrunch reports that in this week's US midterms, voters rejected data centers in dozens of local ballot measures and elected candidates who campaigned on restricting them, including Texas governor-elect Gina Hinojosa. On the Equity podcast, the panel noted E...

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2026-11-07

Anthropic's IPO Meets the Receipts: Buyers Are Talking $1.1 Trillion

The most anticipated tech IPO of the decade just ran into its first real-world test, and the test is failing. Bloomberg reports that Anthropic's initial public offering plans have hit a punishing post-election selloff, and prospective investors are rethinking the valuation. The number being talked about now is as low a...

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2026-11-07

AI & Tech News — 2026-11-08

Microsoft Research is shutting down its AI Frontiers group Microsoft Research's AI Frontiers group is being wound down, with researchers folded into product teams, according to a post from ML researcher John Langford that hit the top of Hacker News. The group's closure marks a quiet end to the era when the big labs com...

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2026-11-07

AI & Tech News — 2026-11-07

OpenAI closes $11B at a $1.25 trillion valuation, a raise that reads correction-shaped Bloomberg reports OpenAI has completed roughly $11 billion of a new funding round valuing the company at $1.25 trillion (up from $852 billion in March) with the round able to grow to as much as $20 billion. Note the shape of it: &quo...

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AI FOUNDATIONS

Practical questions.

Which AI setup do I actually need?

Start with one agent unless you have a measured reason to use more. Compare local and hosted options by hardware cost, latency, reliability and the time you spend reviewing output. Add orchestration only when separate jobs genuinely need separate ownership, memory or permissions.

How do I secure an AI agent?

Give the agent the smallest possible access: isolated files, least-privilege credentials and approval gates for external actions. Treat web pages and documents as untrusted input, test known failure cases, and require a human before publishing, deleting or sending.

How do I review AI-written code without losing ownership?

Keep diffs small, read the changes, run meaningful tests and investigate failures instead of accepting repeated rewrites. Manually handle the critical path and make the agent explain its assumptions. If you cannot explain or verify the change, do not ship it.

Subscription AI or local models: which is cheaper?

Compare total workload, not headline price. Include usage limits, reliability, hardware and electricity, model download size, speed and the value of your review time. Local models make sense when privacy, predictable cost or offline use matters; hosted models can be simpler for occasional or bursty work.

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Linux apps.

01 / LINUX APP

HiveMind

A self-hosted team of always-on AI agents for Linux. Create named teammates, message them like colleagues, and hand off real work — each agent runs in its own rootless ...

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02 / LINUX APP

Daedalus

C++23 autonomous AI-agent library — one monorepo with its two host apps: monkeybyte, the GTK code editor, and icarus, the terminal agent. Ships as libdaedalus.a; embed ...

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03 / LINUX APP

ChimpFlow

Local TTS voice service for Linux — API-key auth, dark web admin UI, and an OpenAI-compatible speech endpoint. Speech-to-text is on the way.

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04 / LINUX APP

lsPass

Local, encrypted password manager. No network, no cloud, no telemetry — nothing secret ever touches disk in plaintext.

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Daedalus, OmniNet, vortxGE, golnn, monkeybyte and icarus.

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