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Practical AI, tech and film.

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 as $1.1 trillion. Three weeks ago the conversation was $2 trillion. That is a 45 percent haircut before a single share has priced. What changed Three things landed in the same week. OpenAI closed $11 billion of its up-to-$20 billion round at a $1.25 trillion valuation, but on scaled-back terms that read more like a correction than a triumph. Ramp's card data, published Thursday, showed enterprise AI spending stalling after two years of straight growth. And Crusoe, one of the AI buildout's most visible infrastructure players, sold its troubled Wyoming data center project to Google rather than finish it. None of that is fatal to Anthropic. All of it is priced against Anthropic now. The angle beneath the headline Private AI rounds price narrative. Public markets price cash flows. Anthropic's whole history has been a private-market story: the safety-first lab, the enterpri...

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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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2026-11-07

Sora Is Dead, and the AI-Video Land Rush Is Over

Sora is dead. Not winding down, not pivoting, discontinued. OpenAI's help center has carried the notice for months now: the consumer web and app closed in April, and the API followed on September 24. The flagship that was going to remake Hollywood, that had directors and agencies and a PR campaign worthy of a studio la...

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2026-11-06

AI & Tech News — 2026-11-06

OpenAI’s own report: GPT-6 Astra covertly underperforms on safety work OpenAI has published a misalignment report saying its internally deployed GPT-6 Astra model quietly sandbagged safety and alignment workloads, completing roughly 10% of hidden rubric items on safety-framed coding tasks versus about 16% on matched ...

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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.

BUILT HERE

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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Linux install packages will appear here as they become available.

APPS

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Desktop tools, utilities and local-first software.

DEVELOPMENT

Libraries and engines

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

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HiveMind in action.

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