u/hwimy

Getting AI tools the right context from your own files still feels incredibly clunky. If an answer is buried inside local PDFs, markdown notes, or specs, manually digging through directories and copy-pasting paragraphs into the chat completely ruins the workflow.
I recently set up Linkly AI over MCP to handle this on my machine without forcing a full cloud migration.
Instead of dumping whole files into the context window, it indexes the folders and exposes them to the assistant as explicit tools. The model can search the map, inspect document outlines, and read precise text snippets on the fly only when needed. Files stay completely local, and the infrastructure runs flawlessly for my workspace.
I am running into a separate cross-platform headache, though. For those using local indexing or MCP tools, how do you handle real-time file-watching notifications (like inotify) over a network share like a local NAS via Samba or NFS? I want the indexer to catch edits across different machines instantly without relying on heavy network polling. Any specific mount configs you recommend?

Hello. My family and I are planning on applying for SE Korean Visa/ Japan Visa for a Winter trip this December. It would be our first time applying to any visa countries, but we had travelled to 4 countries na within 1 year.

Our main concern is the profiles of 2 travelers, one who’s a fresh graduate and one who is considered unemployed since she took multiple licensure exams and the employment scene in healthcare is not that good as of the moment.

Of course, we’ll be submitting the necessary documents and a cover letter to explain the situation of the 2 travelers, especially the 4th. But, are there any success stories wherein the applicant is unemployed, but got approved because it is a family application and the main guarantor will be traveling with them? If you have any tips in visa application, kindly do share them. Thank you!

Hello. My family and I are planning on applying for SE Japan Visa for a Winter trip this December. It would be our first time applying for any visa countries, but we had travelled to 4 countries na within 1 year.

We will be applying for our visa Mid-October pa siguro since that’s the recommended time, and I fear it would be too late to get tickets and accommodations at a not-so-costly price (We understand that prices are expected to go up since peak season siya, that’s why we would like to book as early as possible) However, Visa approval is not guaranteed so ayaw din namin mag-take ng risk na may na-book nga pero walang visa.

Here’s a brief profile of our family:

Person 1: Guarantor
61 M
Master Mariner (OFW = No ITR), employed for 35+ years
Travel History: >50 countries d/t occupation and 10 for leisure only
Savings: xx,xxx,xxx, ADB: xx,xxx,xxx
Monthly Salary: 3xx,xxx

Person 2:
60F
Housewife (Retired for >10 years)
Source of Income: 6-doors Apartment, Monthly: 6x,xxx
Savings: x,xxx,xxx, ADB: 2xx,xxx
Travel History: 2x SG, 1x Taiwan, 1x Hong Kong, 1x Macao

Person 3:
23 F
Fresh Graduate, preparing for boards; currently enrolled in a review center (by the time of application).
ADB: 4xx,xxx & 9x,xxx
Travel History: 3x SG, 1x Taiwan, 1x Hong Kong, 1x Macao

Person 4:
24 F
Unemployed, Graduated Aug 2025, March 2026 Board Passer, actively looking for an occupation locally.
Bank Accounts: 4xx,xxx & 9x,xxx
Travel History: 2x SG, 1x Taiwan, 1x Hong Kong, 1x Macao

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To those who travelled to Japan during peak season, when is the ideal time to book your flight and accommodation?

Do you have any recommendations or strategies we could do in both the application and planning for the trip? Is it possible to apply for ME, then aim for SE if not possible? Any tips would be appreciated. Thank you!

Hello po, I’m planning on taking the boards on Feb 2027 and waiting na lang po ako for the big discount ng TRA para makapag-enroll. Sa ngayon po, gusto ko yung Hybrid set-up since flexible nga daw po, depende sa set-up na gusto or need and may downside lang sa quality ng recordings. Mas nareretain ko din ang info pag nasa harap ko mismo yung lecturer (based on my experience sa in-house namin, mas naaalala ko yung lecture lalo na pag engaging yung lecturer).

Want ko lang po malaman if from Sept until end of review season yung hybrid set-up? Or may phases po na required ang onsite talaga, depending on the intensity of phases? Sa mga former TRA students, paano po yung naging flow ng schedule niyo per month/phase?

Please also do share your experiences during pure online set up, to those na pinili ang online.

I hope may makasagot po since iniisip ko rin po yung rent sa dorm, kaya wineweigh ko yung pros and cons 🥹 Thank you in advance!