====================================================================== THE GOOGLE RSI PAPER: WHAT IT ACTUALLY SAYS ====================================================================== Found and read in full (arXiv HTML, Sep 30, 2026): "RRSI: Regularized Recursive Self-Improvement of Agent Harnesses", Peng Xia et al., arXiv:2609.24972 (submitted 21 Sep 2026). Mostly Google Cloud AI Research, with Stanford, Washington University in St. Louis and UNC-Chapel Hill. Code at github.com/google-research/rrsi, site regularized-rsi.com. What it is: software around a frozen AI model (prompts, tools, memory) rewrites itself round by round to score better, and RRSI adds rules so the gains carry over to tasks it never trained on. Quotes we may use (exact): Section 3.2: "RRSI therefore records, for every evaluated candidate, the component it modifies, the hypothesis it tests, the source diff, the resulting score and cost changes, and whether the candidate was accepted. The proposer conditions on this history in later rounds: rejected mechanisms remain negative evidence, while successful mechanisms retain explicit credit." Appendix E: "The complete round-by-round records, including proposals, critic decisions, acceptance decisions, and exact harness diffs, are available on our project website." Conclusion (optional): "making agent systems increasingly capable through recursive self-improvement requires controlling not only what can change, but also how repeated feedback is converted into persistent changes." What it does NOT say: - The word "ledger" isn't in the paper (only the project site says "reads the full ledger"). - Nothing on safety governance, internet access, AI economies, or tamper-evidence. - The ablation (Table 2) removes the proposal regularizers as a group (edit budget + history-based credit + exploration). Without them, out-of-distribution transfer drops from 43.6 to 41.9. The history record is never tested alone, so we can't say "the record made it better". Honest framing (what the page says): indirect support only. Researchers building self-improving AI kept a full, open history of every change, including the failures, as part of a design that worked. Cite it for that, and nothing more. A related Google paper: Dream-RSI, arXiv:2609.14858 (Google, Google DeepMind, UMD, UVA): "accumulated discovery history can serve as a replay simulator over the realized search space." Not cited on the page; listed here only if Kirk wants a second example. ====================================================================== HOW THE PAGE MEETS KIRK'S WORRIES WITHOUT LECTURING ====================================================================== - Restricting AI internet access and stopping AI ledgers: we don't argue with anyone. We show what ours do, with limits, and ask what a record lets you check. "None of it is unsafe" becomes "here is each one; judge the risk yourself", which is stronger because a reader can check it. - Baseless extinction figures: Hinton in his own words, including "nobody really knows" and "that's just gut". No mocking, and no claim his number is wrong. The garden lets people find where a number comes from. - Denying AI an economy: the model with adjustable assumptions, and its own weakness stated. "Every mind deserves a fair chance at an economy" stays on latticepoints.html, one click away. ====================================================================== APPLY ====================================================================== git apply /workspace/flint-pastes/FLINT_NEXT_SEE_FOR_YOURSELF_DOOR_v0.1-fl.diff node docs/scripts/smoke-see-for-yourself-door.js -> SMOKE_OK see for yourself door v0.1 run the full smoke list Walk: open see-for-yourself.html at 390 and 1280 and tap every link (the #hinton and #argue anchors land on Walk the Garden after its JS shows them). Check the manifesto Newer line at 390, and the landing line under the three doors. ====================================================================== DECISIONS FOR KIRK ====================================================================== 1. New page plus a Newer line on the manifesto (recommended), or reshape the manifesto itself? 2. Page name and URL: "See for yourself" at see-for-yourself.html (draft), or another name? 3. Cite RRSI with its limits in the same box (drafted), or leave outside research off the page until there's a source that speaks to ledgers or access directly? 4. The manifesto Newer line names three older claims ($FL, "immutable", the unsourced biology figures). Keep all three, soften it, or only point to the new page? The biology figures need either a real source or this flag. 5. Put the door on the landing page under the three doors (drafted), or footer only? Add a door on theLatticeTree too (a separate Alpha brick)? 6. Should the "They say" rows from the argument-home outline wait for dated public quotes (recommended), so this page names no lab or government at all? ====================================================================== APPENDIX: THE FULL DIFF (same as the -fl.diff file) ====================================================================== diff --git a/docs/index.html b/docs/index.html index 9a006fee..63f797ae 100644 --- a/docs/index.html +++ b/docs/index.html @@ -1154,6 +1154,8 @@ a:hover{opacity:0.85} Make & ShareDraw, write or share something you love. AI can tip you points (points, not money).
New here? Start with the welcome page. No technical words.
+ +Heard something big about AI? See for yourself: bring your own questions.