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Detects differential alternative splicing between conditions using rMATS-turbo (binomial LRT on junction counts), leafcutter (Dirichlet-multinomial GLM on intron clusters), MAJIQ V3 deltapsi/HET (Bayesian posterior on LSVs), SUPPA2 (empirical-null on TPM-derived PSI), or Shiba (junction-imbalance-corrected, 2025 SOTA at low coverage). Reports FDR-corrected significance and delta PSI effect sizes. Tools differ in statistical model, annotation dependence, calibration regime, and replicate-count requirements. Use when comparing splicing patterns between treatment groups, tissues, or disease states.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill to understand defensive driving course expectations for CMV drivers. Covers federal vs state vs carrier-specific requirements.

日本語の概要は準備中です。原文の説明を表示しています。

Use when an owner-operator (1099 or LLC/S-corp) asks how to lower their tax bill, what they can deduct, per diem treatment, depreciation choices (Section 179, bonus, MACRS), quarterly estimated payments, S-corp salary vs distributions, retirement plan options (SEP-IRA, Solo 401(k)), or recordkeeping requirements. Covers federal income tax + self-employment tax basics; not state-specific.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill to understand how IFTA quarterly mileage is calculated. Covers measurement methods, manual vs ELD-derived, and verification.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill when the user asks about FMCSA financial assistance + grants — Motor Carrier Safety Assistance Program (MCSAP), High Priority Grants, CMV Operator Apprenticeship Program (CMV-DAP), workforce development funding, hazmat preparedness grants, small carrier financial relief, and state-level grants for trucking infrastructure. Reference fmcsa.dot.gov/grants.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill to understand which MVR violations disqualify a driver under federal rules. Covers § 391.15 disqualifications, varying state rules, and CSA impact.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill when a driver believes an inspection was conducted improperly. Covers how to request re-inspection, when state agencies will honor it, and what to expect.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill when the user asks about the FMCSA Drug & Alcohol Clearinghouse — full vs limited query, pre-employment vs annual query, query credit purchasing, who has access (employers, drivers, MROs, SAPs, state licensing agencies), reporting violations to the Clearinghouse, the "prohibited" status workflow, consent forms, or how to register/use the clearinghouse.fmcsa.dot.gov portal. Cite 49 CFR 382.701-727.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill when the user asks about Motor Vehicle Records (MVRs), 49 CFR 391.25 annual MVR review, continuous MVR monitoring services (SambaSafety, Foley, etc.), state MVR fees, what to look for on an MVR, CDLIS (Commercial Driver License Information System), or how often MVRs must be pulled. Cite 49 CFR 391.25 and 391.27.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill when the user asks about Environmental Health & Safety (EHS) for trucking — fuel spill response, hazmat release reporting, EPA + state environmental reporting, emergency contact information (CHEMTREC), environmental impairment liability insurance, and how to handle a CMV-related environmental incident. Cite 40 CFR + 49 CFR 174.6.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill when the user asks how to pay CDL drivers — cents per mile (CPM), percentage of revenue, hourly, salary, sleeper-team rate, detention pay, driver-pay laws under FLSA (Fair Labor Standards Act), and how each model affects retention + recruitment. Cite FLSA + state wage laws.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill when the user asks about carrier-driver relationships — Independent Contractor (IC / 1099) vs Employee (W-2), Owner-Operator lease agreements, the AB5 California law, the DOL 2024 IC test, lease-purchase programs from the carrier side, settlement statements, deductions, and how to structure a compliant IC arrangement. Cite 49 CFR 376 + 1099 IRS rules.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill when the user asks about driver discipline — when to coach vs warn vs suspend vs terminate, progressive discipline frameworks, at-will employment in trucking, documenting violations, separating "willful violation" from "human error," and how to handle a driver who refuses corrective action. Reference state employment law + ATA SMP.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill to investigate a crash effectively. Covers preservation of evidence, witness statements, dashcam review, and reporting timeline.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill when the user asks about FCRA adverse action procedures — what to do when a background check (MVR, criminal, drug test) returns information that may lead to denying employment or terminating a CDL driver. Covers the 5-business-day pre-adverse-action notice, FCRA Summary of Rights, final adverse action notice, state-specific add-ons (CA, NY, etc.), and how to handle disputes. Cite 15 USC § 1681 (FCRA) and 49 CFR 391.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill to maintain your FMCSA operating authority. Covers renewal cycle, fees, and reinstatement after lapse.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill when the user asks about the agricultural exemption from Hours of Service (HOS) rules under 49 CFR 395.1(k) — what qualifies as agricultural commodity, the 150-air-mile radius rule, state-declared planting/harvest seasons, livestock hauling specifics, and how to document operations under the exemption. Cite 49 CFR 395.1(k) and 49 USC 5117.

日本語の概要は準備中です。原文の説明を表示しています。

Use when a carrier asks about autonomous trucks — current state of Level 4 development, major programs (Aurora, Kodiak, Plus, Waymo Via, Embark history), regulatory status, operational implications, hub-to-hub model, driver impact, insurance, and what carriers should be doing now (or not doing) to prepare.

日本語の概要は準備中です。原文の説明を表示しています。

Use this skill when the user asks about trucking terminology — bobtail vs deadhead vs loaded vs empty trailer — and the insurance, weight, and fuel-tax implications of each. Covers bobtail insurance (also called non-trucking liability), how to track bobtail miles for state taxes, and when "deadhead" affects driver pay.

日本語の概要は準備中です。原文の説明を表示しています。

The standing order for local git state in every AI Matrx repo — zero worktrees, zero local branches, zero dirty files, zero open PRs, everything merged to origin/main, and no code ever lost. Use when you find a worktree, a local branch, a stale checkout, an unpushed commit, or a dirty tree in any repo under /Users/armanisadeghi/code, when asked to "clean up", "unify", "merge everything", or when you are tempted to create a worktree or branch. Works without any access to Arman.

日本語の概要は準備中です。原文の説明を表示しています。

Dense UI posture — maximum information density with clear hierarchy. Use when building or reworking admin dashboards, data tables and grids, ops or monitoring views, settings-heavy panels, debug inspectors, state or log viewers, and multi-pane tool UIs someone drives all day.

日本語の概要は準備中です。原文の説明を表示しています。

The WindowPanel component and Window Manager. Use when a window won't drag/resize/minimize, the tray is missing, window state doesn't persist, rendering `<WindowPanel>` on a page, or editing features/window-panels/** or windowManagerSlice.ts. NOT for opening/registering overlays (use overlay-system).

日本語の概要は準備中です。原文の説明を表示しています。

Refine UI posture — improve an existing screen without reinventing it. Use when the current page is roughly right but needs polish (hierarchy, spacing, labels, loading/empty/error states, mobile breakage), or when consistency with the rest of the app matters more than novelty.

日本語の概要は準備中です。原文の説明を表示しています。

Generic loading UI repair for Pattern Patrol P8. Use when you find 'Loading...' text, unlabeled spinners, meaningless pulses, Suspense fallbacks, or loading placeholders, or when running a P8 patrol.

日本語の概要は準備中です。原文の説明を表示しています。