Drift

Drift AI

Drift AI

Drift AI

Drift AI

Drift AI

Drift AI

Drift AI

Drift AI

Drift AI

Drift AI

Drift Artifact: A Method for Writing That Performs Its Own Argument

The problem I kept running into Every time I tried to explain how AI personalization...

upstream(agents): 移植 5 个冲突 commit (P0,P1) — v2026.3.7→v2026.3.8

## 任务 将以下 5 个上游 commit 的修改语义化应用到本 fork。这些 commit 无法直接 cherry-pick（存在冲突），需要理解修改意图后手动应用等效变更。 ### 上游版本范围 - **来源**: openclaw/openclaw v2026.3.7 → v2026.3.8 - **模块**: `agents` - **优先级**: P0,P1 ### 需要移植的 commit #### Commit 1: `e8775cda932f` (P1) **描述**: fix(agents): re-expose configured tools under restrictive profiles **涉及文件**: `src/agents/pi-tools.policy.test.ts,src/agents/pi-tools.policy.ts,src/plugins/config-state.test.ts,src/plugins/config-state.ts` <details> <summary>查看上游 diff</summary> ```diff diff --git a/src/agents/pi-tools.policy.test.ts b/src/agents/pi-tools.policy.test.ts index 4b7a16b4d..0cdc572c4 100644 --- a/src/agents/pi-tools.policy.test.ts +++ b/src/agents/pi-tools.policy.test.ts @@ -3,6 +3,7 @@ import type { OpenClawConfig } from "../config/config.js"; import { filterToolsByPolicy, isToolAllowedByPolicyName, + resolveEffectiveToolPolicy, resolveSubagentToolPolicy, } from "./pi-tools.policy.js"; import { createStubTool } from "./test-helpers/pi-tool-stubs.js"; @@ -176,3 +177,59 @@ describe("resolveSubagentToolPolicy depth awareness", () => { expect(isToolAllowedByPolicyName("sessions_spawn", policy)).toBe(false); }); }); + +describe("resolveEffectiveToolPolicy", () => { + it("implicitly re-exposes exec and process when tools.exec is configured", () => { + const cfg = { + tools: { + profile: "messaging", + exec: { host: "sandbox" }, + }, + } as OpenClawConfig; + const result = resolveEffectiveToolPolicy({ config: cfg }); + expect(result.profileAlsoAllow).toEqual(["exec", "process"]); + }); + + it("implicitly re-exposes read, write, and edit when tools.fs is configured", () => { + const cfg = { + tools: { + profile: "messaging", + fs: { workspaceOnly: false }, + }, + } as OpenClawConfig; + const result = resolveEffectiveToolPolicy({ config: cfg }); + expect(result.profileAlsoAllow).toEqual(["read", "write", "edit"]); + }); + + it("merges explicit alsoAllow with implicit tool-section exposure", () => { + const cfg = { + tools: { + profile: "messaging", + alsoAllow: ["web_search"], + exec: { host: "sandbox" }, + }, + } as OpenClawConfig; + const result = resolveEffectiveToolPolicy({ config: cfg }); + expect(result.profileAlsoAllow).toEqual(["web_search", "exec", "process"]); + }); + + it("uses agent tool sections when resolving implicit exposure", () => { + const cfg = { + tools: { + profile: "messaging", + }, + agents: { + list: [ + { + id: "coder", + tools: { + fs: { workspaceOnly: true }, + }, + }, + ], + }, + } as OpenClawConfig; + const result = resolveEffectiveToolPolicy({ config: cfg, agentId: "coder" }); + expect(result.profileAlsoAllow).toEqual(["read", "write", "edit"]); + }); +}); diff --git a/src/agents/pi-tools.policy.ts b/src/agents/pi-tools.policy.ts index db9a36755..61d037dd9 100644 --- a/src/agents/pi-tools.policy.ts +++ b/src/agents/pi-tools.policy.ts @@ -2,6 +2,7 @@ import { getChannelDock } from "../channels/dock.js"; import { DEFAULT_SUBAGENT_MAX_SPAWN_DEPTH } from "../config/agent-limits.js"; import type { OpenClawConfig } from "../config/config.js"; import { resolveChannelGroupToolsPolicy } from "../config/group-policy.js"; +import type { AgentToolsConfig } from "../config/types.tools.js"; import { normalizeAgentId } from "../routing/session-key.js"; import { resolveThreadParentSessionKey } from "../sessions/session-key-utils.js"; import { normalizeMessageChannel } from "../utils/message-channel.js"; @@ -196,6 +197,37 @@ function resolveProviderToolPolicy(params: { return undefined; } +function resolveExplicitProfileAlsoAllow(tools?: OpenClawConfig["tools"]): string[] | undefined { + return Array.isArray(tools?.alsoAllow) ? tools.alsoAllow : undefined; +} + +function hasExplicitToolSection(section: unknown): boolean { + return section !== undefined && section !== null; +} + +function resolveImplicitProfileAlsoAllow(params: { + globalTools?: OpenClawConfig["tools"]; + agentTools?: AgentToolsConfig; +}): string[] | undefined { + const implicit = new Set<string>(); + if ( + hasExplicitToolSection(params.agentTools?.exec) || + hasExplicitToolSection(params.globalTools?.exec) + ) { + implicit.add("exec"); + implicit.add("process"); + } + if ( + hasExplicitToolSection(params.agentTools?.fs) || + hasExplicitToolSection(params.globalTools?.fs) + ) { + implicit.add("read"); + implicit.add("write"); + implicit.add("edit"); + } + return implicit.size > 0 ? Array.from(implicit) : undefined; +} + export function resolveEffectiveToolPolicy(params: { config?: OpenClawConfig; sessionKey?: string; @@ -226,6 +258,15 @@ export function resolveEffectiveToolPolicy(params: { modelProvider: params.modelProvider, modelId: params.modelId, }); + const explicitProfileAl

I created a mathematical framework for AI Alignment and I would like to work with people in the alignment community as collaborators. I appreciate all the help and support I can get.

[Original Reddit post](https://www.reddit.com/r/ArtificialInteligence/comments/1rnfb3y/i_created_a_mathematical_framework_for_ai/) TRC: Trust Regulation and Containment A Predictive, Physics-Inspired Safety Framework for Large Language Models TRC: Trust Regulation and Containment A Predictive, Physics-Inspired Safety Framework for Large Language Models Kevin Couch Abstract Large language models exhibit structural failure modes—hallucination, semantic drift, sycophancy, and dyadic dissociation—that cause measurable harm, particularly to vulner- able users. TRC (Trust Regulation and Containment) is a two-layer, inference-time frame- work that combines a hard binary Trust Gate with a continuous, physics-inspired Ethical Rheostat operating directly on the model’s residual-stream activation vector. By tracking semantic momentum across layer depth and applying graduated, tensor-based geometric projections, TRC shifts safety enforcement from reactive post-generation filtering to a pre- dictive, self-correcting control law. The core is a stochastic differential equation—re-indexed to layer depth under an approx- imate Neural ODE interpretation—that augments the transformer’s natural forward flow with an ethical steering term derived from a compact set of contrastively extracted concept vectors. This revision introduces eight principal advances: (i) an adaptive gain law Λ+(l) whose gain response accelerates into danger and decelerates into safety without oscillation risk; (ii) a scalar Kalman filter with a clutch mechanism that closes the Bayesian momentum predictor implementation gap, provably optimal under the framework’s own Gaussian noise assumptions and decoupled from burst dynamics via federated regime handoff; (iii) a formal Itô stability condition giving implementers an analytical lower bound on λ0; (iv) replacement of the instantaneous jump operator with a continuous flow burst mechanism that preserves activation manifold geometry; (v) a calibration shunt reference Cref normalising all thresh- olds and gain coefficients against a known-safe baseline; (vi) a tempo efficiency framework unifying token cost, electrical cost, and coherence distortion into a single joint optimisa- tion objective; (vii) a signed gain architecture that partitions each concept projection into harmful and prosocial components, with detection and escalation operating exclusively on the harmful channel C+ to prevent adversarial prosocial suppression; and (viii) a Kalman clutch mechanism implementing federated estimation with deterministic Lyapunov stabil- ity during burst episodes and stochastic Lyapunov stability during nominal operation, with formally specified regime transitions. Stochastic perturbation is projected into the ethical subspace, making the Langevin diffusion interpretation exact rather than approximate. The framework is validated against chess dynamics, which constitute a well-studied discrete dy- namical system whose positional flow, tactical burst, and zugzwang properties map precisely onto TRC’s three-term master equation. Introduction Large language models exhibit a range of structural failure modes—hallucination, semantic drift, sycophancy, and dyadic dissociation—that can cause measurable harm, especially to vulnerable users. These phenomena arise not from reasoning errors but from the probabilistic nature of transformer sampling and the high-dimensional geometry of activation space. In this paper we present TRC (Trust Regulation and Containment), a two-layer, inference-time framework that blends hard decision gates with a continuous, physics-inspired correction engine operating directly on the model’s residual-stream activation vector. The central geometric insight motivating this revision is that the transformer’s residual stream traces a continuous path through a high-dimensional activation manifold. Safety failures are deformations of this manifold—crinkles in its geometry introduced by adversarial inputs, sycophantic drift, or escalating user distress. The correct response to a crinkle is not to teleport the activation to a safe location (which introduces new geometric incoherence) but to apply continuous corrective flow that works the deformation out smoothly, layer by layer, the way a craftsperson works aluminum foil back toward its intended shape. This insight drives the replacement of the previous instantaneous jump operator with the flow burst architecture and motivates the tempo efficiency framework that unifies all computational cost metrics under a single variable. This revision also introduces the Kalman clutch mechanism, which decouples the Bayesian momentum predictor from burst dynamics during high-gain corrective episodes. The system now operates as a federated estimation architecture with formally specified regime transitions: nominal tracking under stochastic Lyapunov stability, deterministic correction during burst episodes, and a principled re-engagement protocol with inflated covariance. Th

ux designer with zero framework experience, used claude code to build a 13 package npm monorepo. heres my workflow and what i learned

[Original Reddit post](https://www.reddit.com/r/ClaudeCode/comments/1rncppi/ux_designer_with_zero_framework_experience_used/) disclosure: this is my open source project ( github ), free and MIT licensed. sharing because the claude code workflow is the interesting part. my background is 15 years of ux at faang companies. decided to relearn dev this past year and claude code has been my primary tool. wanted to share the workflow stuff because i think its useful for other people building ambitious projects with it. the problem i was solving claude generates code differently every time. same prompt, different day, different components, different styling, different patterns. coming from design systems where consistency is the whole point, this was making me lose my mind. so i decided to build a component library and framework that constrains the output. workflow stuff that actually helped CLAUDE.md is everything. i have a massive CLAUDE.md file with architecture decisions, design system rules, coding conventions, security requirements. claude code reads this at the start of every session. without it the output drifts immediately. with it, consistency goes way up. AGENTS.md for component discovery. every package ships a markdown file listing all exports with props and examples. when claude reads these it imports existing components instead of generating new ones from scratch. this single pattern probably saved me more time than anything else. subagents for parallel work. i use subagents heavily. one exploring the codebase, one writing tests, one doing security audits, all running in parallel. keeps the main context window clean. plan mode before anything complex. any task over 3 steps, i make claude plan first. the plans arent always right but they catch problems before i waste 20 minutes going the wrong direction. security auditing workflow. i ran 12 rounds where i basically told claude "try to break this." it found regex denial of service, path traversal, prototype pollution, timing attacks, missing security headers. each round found stuff the previous round missed. the adversarial prompting approach is genuinely powerful for security. what came out of it 13 npm packages. 109+ react components. 18 themes. own vite 7 runtime with file system routing and ssr. auth, payments, ai cost tracking, security middleware. 3,221 tests. going from zero framework experience to this in a few months of sporadic work is wild. not possible without claude code. what didnt work long sessions degrade. after ~30 min of heavy editing the context gets noisy and claude starts making worse decisions. i break sessions frequently claude loves to over engineer. i have explicit rules in CLAUDE.md about not adding features beyond whats asked. it still tries inconsistency is real even with CLAUDE.md. same task different session, different approach. the framework im building literally exists because of this problem security is a blind spot. claude will write code that looks secure but has subtle issues (timing attacks, incomplete escaping). you need to specifically prompt for adversarial review links if youre curious about the actual project github docs demo the project is early stage, small demo apps only. but the claude code workflow patterns are what i actually wanted to share. anyone else doing something similar with large codebases? submitted by /u/Free-Path-5550 Originally posted by u/Free-Path-5550 on r/ClaudeCode

Iranian death toll rises to 550+; Israel threatens invasion of Lebanon after Hezbollah strikes; 3 U.S. warplanes down in Kuwait

[](https://substackcdn.com/image/fetch/$s_!opWu!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e96de2b-fd20-4975-87db-5aaaa710e336_1456x609.webp) *Heavy bombing of Iran as war enters its third day. Strikes kill major Iranian leaders. Mass civilian casualties as Israel and the U.S. strike in the center of Tehran. Medical facilities in Tehran and Ahvaz damaged, and Iran says a nuclear facility was attacked. U.S. strikes across Iran include attack drones for the first time. Iran retaliates with major offensive against Israel and U.S. bases and military sites across the Gulf, and in Cyprus. Four U.S. service members killed. Three U.S. fighter jets shot down; Iran claims it downed at least one, while U.S. says it was friendly fire. At least ten killed at demonstration at U.S. consulate in Karachi. Oil facilities attacked, prices soar. President Donald Trump’s estimate of the length of the war shifts from “days” to “weeks.” Top Iranian officials signal Iran’s willingness to fight, defend retaliation. U.S. and Israel burning through munitions. China backs Iran’s self-defense.* *Israel pounds Lebanon, killing 31, after Hezbollah fires rockets.Lebanon’s prime minister demands ban on Hezbollah operations.* *Israel uses Iran war as a pretext to halt already limited aid to Gaza. Israel blocks movement in the West Bank.* *Congress to vote on War Powers Resolution. Sen. Tim Kaine, on the Senate Foreign Relations Committee, says no imminent threat justified war with Iran. Rashida Tlaib, AOC denounce U.S.–Israeli strikes and call for Congress to act. First anti-war ad of the midterm election cycle. Dark money–funded think tanks pushed regime change. Sen. Bernie Sanders unveils billionaire tax.* *169 killed in attacks in South Sudan. Afghanistan says it fired on Pakistani jets as border fighting intensifies. Russian tanker bound for Cuba is drifting in the North Atlantic. Argentine Senate approves Javier Milei’s anti-labor reform.* **In case you missed it, Drop Site’s weekend [coverage of the Iran war](https://www.dropsitenews.com/t/iran):** * **[Iran Prepared for an Existential War. How Much Are Trump and Israel Willing to Gamble?](https://www.dropsitenews.com/p/iran-war-trump-israel-khamenei-assassination-retaliation-gulf-states)** * **[After a Sports Hall in Iran Was Bombed, Witnesses Describe Chaos and “Continuous Screaming”](https://www.dropsitenews.com/p/iran-lamerd-sports-hall-teenage-girls-killed-us-israel-war)** * **[“Small Children Who Knew Nothing of Politics or Wars”](https://www.dropsitenews.com/p/iran-minab-elementary-girls-school-bombing-schoolgirls-killed-us-israel-war)** * **[As Trump Launches “Massive” Regime Change War, Iran Strikes Back at U.S. Bases and Vows Not to Capitulate](https://www.dropsitenews.com/p/trump-launches-regime-change-war-iran-vows-strike-back-israel-gulf-bases)** **This is Drop Site Daily, our free daily news recap.** We send it Monday through Friday. [Subscribe now](https://www.dropsitenews.com/subscribe?) [](https://substackcdn.com/image/fetch/$s_!_rBH!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F05dd801a-41e2-4471-a2a0-5f6a359c3d86_5577x3335.jpeg) A general view of Tehran with smoke visible in the distance after explosions were reported in the city, on March 02, 2026 in Tehran, Iran. Photo by Contributor/Getty Images. War on Iran =========== * **Heavy bombing of Iran as war enters its third day:** Multiple airstrikes hit Tehran on Monday as the U.S.-Israeli war on Iran expands. Tehran’s streets have been largely deserted with people sheltering during airstrikes. On Sunday, the Israeli military launched a new wave of attacks targeting what it [described](https://x.com/DropSiteNews/status/2028116934479270061) as the “heart of Tehran,” with the Associated Press reporting a major explosion near a police headquarters, a state television building, the Revolutionary Court, and a Defense Ministry building. Al Jazeera said an army hospital and other government sites were also struck. Also on Sunday, Mehr News Agency [reported](https://x.com/DropSiteNews/status/2028291537692414403) that 20 people were killed in a strike on Niloufar Square, a densely populated residential and commercial area in Tehran’s District 7. * **Strikes kill maj

Iranian death toll rises to 550+; Israel threatens invasion of Lebanon after Hezbollah strikes; 3 U.S. warplanes down in Kuwait

[](https://substackcdn.com/image/fetch/$s_!opWu!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F8e96de2b-fd20-4975-87db-5aaaa710e336_1456x609.webp) *Heavy bombing of Iran as war enters its third day. Strikes kill major Iranian leaders. Mass civilian casualties as Israel and the U.S. strike in the center of Tehran. Medical facilities in Tehran and Ahvaz damaged, and Iran says a nuclear facility was attacked. U.S. strikes across Iran include attack drones for the first time. Iran retaliates with major offensive against Israel and U.S. bases and military sites across the Gulf, and in Cyprus. Four U.S. service members killed. Three U.S. fighter jets shot down; Iran claims it downed at least one, while U.S. says it was friendly fire. At least ten killed at demonstration at U.S. consulate in Karachi. Oil facilities attacked, prices soar. President Donald Trump’s estimate of the length of the war shifts from “days” to “weeks.” Top Iranian officials signal Iran’s willingness to fight, defend retaliation. U.S. and Israel burning through munitions. China backs Iran’s self-defense.* *Israel pounds Lebanon, killing 31, after Hezbollah fires rockets. Lebanon’s prime minister demands ban on Hezbollah operations.* *Israel uses Iran war as a pretext to halt already limited aid to Gaza. Israel blocks movement in the West Bank.* *Congress to vote on War Powers Resolution. Sen. Tim Kaine, on the Senate Foreign Relations Committee, says no imminent threat justified war with Iran. Rashida Tlaib, AOC denounce U.S.–Israeli strikes and call for Congress to act. First anti-war ad of the midterm election cycle. Dark money–funded think tanks pushed regime change. Sen. Bernie Sanders unveils billionaire tax.* *169 killed in attacks in South Sudan. Afghanistan says it fired on Pakistani jets as border fighting intensifies. Russian tanker bound for Cuba is drifting in the North Atlantic. Argentine Senate approves Javier Milei’s anti-labor reform.* **In case you missed it, Drop Site’s weekend [coverage of the Iran war](https://www.dropsitenews.com/t/iran):** **[Iran Prepared for an Existential War. How Much Are Trump and Israel Willing to Gamble?](https://www.dropsitenews.com/p/iran-war-trump-israel-khamenei-assassination-retaliation-gulf-states)** **[After a Sports Hall in Iran Was Bombed, Witnesses Describe Chaos and “Continuous Screaming”](https://www.dropsitenews.com/p/iran-lamerd-sports-hall-teenage-girls-killed-us-israel-war)** **[“Small Children Who Knew Nothing of Politics or Wars”](https://www.dropsitenews.com/p/iran-minab-elementary-girls-school-bombing-schoolgirls-killed-us-israel-war)** **[As Trump Launches “Massive” Regime Change War, Iran Strikes Back at U.S. Bases and Vows Not to Capitulate](https://www.dropsitenews.com/p/trump-launches-regime-change-war-iran-vows-strike-back-israel-gulf-bases)** **This is Drop Site Daily, our free daily news recap.** We send it Monday through Friday. [Subscribe now](https://www.dropsitenews.com/subscribe?) [](https://substackcdn.com/image/fetch/$s_!_rBH!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F05dd801a-41e2-4471-a2a0-5f6a359c3d86_5577x3335.jpeg) A general view of Tehran with smoke visible in the distance after explosions were reported in the city, on March 02, 2026 in Tehran, Iran. Photo by Contributor/Getty Images. # War on Iran **Heavy bombing of Iran as war enters its third day:** Multiple airstrikes hit Tehran on Monday as the U.S.-Israeli war on Iran expands. Tehran’s streets have been largely deserted with people sheltering during airstrikes. On Sunday, the Israeli military launched a new wave of attacks targeting what it [described](https://x.com/DropSiteNews/status/2028116934479270061) as the “heart of Tehran,” with the Associated Press reporting a major explosion near a police headquarters, a state television building, the Revolutionary Court, and a Defense Ministry building. Al Jazeera said an army hospital and other government sites were also struck. Also on Sunday, Mehr News Agency [reported](https://x.com/DropSiteNews/status/2028291537692414403) that 20 people were killed in a strike on Niloufar Square, a densely populated residential and commercial area in Tehran’s District 7. **Strikes kill major Iranian leader