Adapting to AI — goal tree and current reality (first pass)
Working notes from a Reason Commons session with Leo and Rufus, 24 October 2026.
Leo and Rufus · 24 October 2026 · first pass, everything still proposed
We used the Reason Commons skill to think through how the world, and especially countries outside the US, can respond to frontier AI. It started from Leo's ramble ("AI development is totally out of control, and the US is an untrustworthy hegemon") and ended with a goal tree and a first list of current problems.
Nothing below is agreed yet. It's working reasoning to challenge, reword and accept or reject.
- About Reason Commons: what the project is, in two minutes.
- The Logical Thinking Process, a guide: the method behind the trees. It includes short pages on the goal tree and the current reality tree.
- Explainer series: a longer, illustrated introduction to why this works.
What we did
- Found the goal. We started with "the rest of the world stands up to the US". It soon became clear that standing up to the US is a means. The goal is what success looks like.
- Red-teamed it twice. A critique agent checked each item with "could we achieve the thing above without this?". It caught means posing as outcomes and wording that had slipped into the goal.
- Moved the goal up a level. Leo's points about current AI already being able to break institutions, and about The Gap's four tracks (resilience, coordination, empowerment, hope), changed the top of the tree. AI governance became one success condition under a broader goal: the world adapts well to AI.
- Started the current reality tree. We captured the problems we see today. We haven't drawn any causes or links between them yet.
Goal tree
CSF = critical success factor, an outcome needed for the goal · NC = necessary condition · (AI) = suggested by the assistant, not Leo · ? = open question · ↗ = also supports another item
GOAL The world adapts well to AI, as it already is and as it could be developed
├─ CSF Frontier general AI is under control, answerable worldwide, and no longer
│ confined to the US (and perhaps China)
│ ├─ NC Training of the most general frontier models slows; narrow AI continues
│ │ ├─ NC Independent international bodies (e.g. UN AI safety office) verify
│ │ │ and monitor frontier training ↗ chips agreements
│ │ └─ NC Developers and states agree enforceable training limits (AI)
│ ├─ NC AI companies are held to basic account, e.g. copyright
│ │ └─ NC Non-US jurisdictions have laws that bind AI companies (AI)
│ ├─ NC Countries outside the US have a real say in AI rules
│ │ ├─ NC Non-US countries coordinate their limited leverage
│ │ └─ NC A forum exists where their decisions shape AI rules (AI)
│ └─ NC Countries outside the US can do frontier development themselves
│ ├─ NC They get advanced chips under verifiable, monitored agreements
│ └─ NC They have the talent, energy and data-centre capacity (AI)
├─ CSF Institutions and societies, including their cultures, stay functional
│ under the impacts of AI already released and still to come
│ ├─ NC Governments and states keep governing despite AI disruption
│ ├─ NC Banks, insurance and the wider financial system withstand AI shocks
│ ├─ NC Critical systems defend against AI-enabled cyberattacks (AI)
│ └─ NC Cultures and public discourse stay healthy under the impacts of AI
├─ CSF People keep their livelihoods and wellbeing and have real power
│ to shape and use AI (AI)
└─ CSF? People can see and work towards hopeful futures with AI (open)
Above the goal (noted, not in the tree): adapting well to the metacrisis
(AI, ecological breakdown, ...)
Current reality tree (problems only, no causes yet)
CURRENT REALITY · proposed · no links drawn yet
• AI development is out of control (Leo)
• The US is an untrustworthy hegemon (Leo)
• The US holds most of the most advanced AI chips, a growing
monopoly that gives it hard power (Leo)
• Countries with reasonable AI policies, such as the EU, struggle
to govern AI because they lack hard power (Leo)
• The EU's relationship with the US is destabilising (Leo)
• When one jurisdiction restricts frontier AI, developers move to
ones with no restrictions (race to the bottom) (Leo)
• Prediction: current AI capabilities alone could collapse banks
and insurers and cripple states (Leo)
• Those capabilities are already released as open-weight models (Leo)
• A wave of AI-enabled cyberattacks is hitting now (Leo)
• AI-driven advertising and persuasion may degrade culture and
public discourse (Rufus)
Candidate causes to test (AI):
chip monopoly ──> EU and others lack hard power
race to the bottom ──> labs race to release faster
open weights ──> impact of current capabilities can't be contained
Current reality tree: fuller draft (DRAFT, NOT REVIEWED)
The assistant drafted this on its own from the problems above, and a critique agent red-teamed it once. Leo and Rufus haven't reviewed it. Most of the causes and links are the assistant's guesses, there to be challenged, not agreed positions. Items marked [L] are Leo's and [R] is Rufus's. Everything else comes from the AI.
How to read it: A ◄─ B means A happens because of B. AND ┬ … └ … means the causes only work together. ↑C2 points back to a cause already shown. Each branch starts from a problem we can see today.
CURRENT REALITY · DRAFT v2 · AI-drafted, red-teamed once, NOT reviewed
── A · CONTROL ─────────────────────────────────────────────────────────────
U1 No actor can pause or bound frontier training runs
(Leo: "AI development is totally out of control") [L]
◄─ AND ┬ C2 Labs and states race to reach the frontier first
│ ◄─ AND ┬ C1 Frontier capability promises decisive economic
│ │ and military advantage
│ └ C15 US–China strategic rivalry
└ C3 No binding international limits or verification exist
for frontier training
◄─ ↑C2 · ↑C15 (each on its own)
◄─ C19 Verifying training limits is technically hard
C4 Developers threaten to withhold products or relocate when regulated
(reworded from Leo's "race to the bottom") [L]
◄─ ↑C3 (with no common rules, the threat is credible)
── B · WHO DECIDES ─────────────────────────────────────────────────────────
U2 Frontier AI decisions sit with a few US and Chinese firms and
governments; most people affected have no say
◄─ AND ┬ C5 The US holds most of the most advanced chips; the supply
│ chain is concentrated and steered by US export controls [L]
└ C6 Few frontier labs exist outside the US and China
◄─ C16 Returns to AI flow to the owners of compute and models
U3 Countries with reasonable AI policies, e.g. the EU, can't govern
AI effectively [L]
◄─ AND ┬ ↑C5
└ C9 The EU–US relationship is destabilising, and the EU
depends on the US for security [L]
◄─ C8 The US is an untrustworthy partner: policy swings,
coercion [L]
◄─ ↑C4 (threats to withhold or leave weaken enforcement)
◄─ C20 The EU faces competitiveness pressure and industry lobbying
U7 Accountability for AI harms and copyright is slow, partial and
after the fact (some large settlements exist)
◄─ AND ┬ ↑C4
└ C11 Institutions were built for pre-AI threat levels and
adapt slowly
── C · RESILIENCE ──────────────────────────────────────────────────────────
U5 AI-enabled cyberattacks are rising now [L]
◄─ AND ┬ C10 Capable models are released as open weights and can't
│ be recalled [L]
│ ◄─ C13 The race pushes faster releases with less safety
│ testing ◄─ ↑C2
│ ◄─ C17 Open release is used as competitive strategy
│ (e.g. Meta, Chinese labs) ◄─ ↑C15
└ ↑C11
◄─ AND ┬ C18 Closed models are also misused for cyber campaigns
└ ↑C11
U6 Public discourse is degraded by AI-generated persuasion and
content (needs evidence) [R]
◄─ AND ┬ C12 Ad-funded platforms reward engagement and persuasion
└ C14 Persuasive models are widely available ◄─ ↑C10
── D · LIVELIHOODS AND HOPE (new: the goal tree had no problems here) ──────
U8 AI is starting to displace work and income, with no cushion
◄─ AND ┬ ↑C16
└ ↑C11 (safety nets not adapted)
U9 AI gains are concentrating in a few firms
◄─ ↑C16 ◄─ ↑C5 (compute concentration feeds it)
U10 Many people feel fatalistic about where AI is heading
◄─ AND ┬ ↑U1
└ ↑U2 (no visible lever for ordinary people)
── PREDICTION (not yet a present problem) ──────────────────────────────────
P1 Already-released capabilities could collapse banks and insurers
and cripple states [L]
◄─ AND ┬ ↑C10
└ ↑C11
◄─ ↑U5
CANDIDATE CORE DRIVERS (hypotheses, not established):
C1 + C15 the advantage race and US–China rivalry → branches A, C
C16 returns flowing to owners of compute and models → B, D
C5 chip concentration → B
C11 slow-adapting institutions → C, D, U7
What the red-team changed from the first draft:
- Leo's "out of control" now has an observable version (U1), alongside Leo's original words.
- China is in. The tree now covers Chinese labs, US–China rivalry, and open release as a deliberate strategy.
- Predictions are separated from present-day problems. The collapse claim moved to its own prediction section, and the discourse claim (U6) is flagged as needing evidence.
- A loop was cut. "The race to the bottom blocks treaties" is gone. Developer threats deter one country's rules more than they deter treaties.
- New problems fill gaps the goal tree exposed: jobs, concentration of gains and fatalism. That last one is the "hope" gap.
- "Not held to account" became "accountability is slow and partial", because large copyright settlements already exist.
Open questions
- Spreading frontier development vs slowing frontier training. If more countries build frontier models, does racing speed up? Or does access under verifiable agreements reconcile the two? One alternative is shared access through something like a joint international lab.
- Is hope its own success factor, or what the others add up to?
- The empowerment factor came from the red-team. It needs Leo's wording and its own necessary conditions.
- Evidence: what's one concrete AI-enabled cyber incident that shows impacts are already landing?
- The goal is still vague. "Adapts well" for whom, judged by what, by when?
Next
Accept the goal tree (or the parts that hold up) as the working position for now. Then work the current reality tree: connect the problems through their causes and test the strongest claims.
The underlying data
Both trees above are views of this one file. The file is the real record: every statement, who contributed it (Leo, Rufus or the AI), whether it's proposed or accepted, every link between items, and the backlog of open questions. The ASCII diagrams on this page are drawn from it.
To keep working on it, open the file with the Reason Commons skill in Claude Code or Codex and continue the conversation.
Made with the Reason Commons skill. Reason Commons: reasoncommons.com.