The work behind my LinkedIn

Charles Tay

Helping people learn new work since 2004. Now making AI at work practical, careful and easy to explain.

On this page: live tools, explainer videos and AI experiments, most of them made without writing code.

work

Live pages built from public data, explainer cartoons, and songs from my own life. No login needed for any of them.

How these are made

Every video here starts with something real: a year I lived through, or a question I kept hearing at work. I write down what happened, shape the words with Claude, and check every line against what took place. AI tools sing the songs and draw the scenes. Then I pick the takes, cut and fix them until they say what I meant.

AI makes the voice. The story is mine. See one song, line by line →

For SME owners live ACRA lookup · prints to one A4 page

Pre-visit Fact Sheet

A one-page brief on a company before you meet it: its public ACRA record, its sector’s hiring and training figures, and questions worth asking.

More about this

Type its UEN or name to see its public ACRA record (status, age, what it says it does), the sector it sits in, that sector's hiring and training figures from the Pulse and the Landscape, what the public record can't tell you, and questions worth asking. The lookup runs in your browser against data.gov.sg; nothing is stored. Unofficial; ACRA is the official source.

For SME owners 14 sectors · MOM data monthly · 81 SCTPs

SME Workforce Pulse

Where hiring is tight, and whether training matches it. Pick a sector to see vacancies, retrenchments and the career-switch courses for it.

More about this

Pick a sector to see job vacancies and retrenchments, how many PMETs were let go against PMET roles still open, and the career-switch (SCTP) courses the polytechnics and ITE run for it, with links to the skills and courses to train for. Built from MOM open data and public course pages; no login needed. Unofficial; MOM is the official source.

For SME owners 26,099 courses · 515 providers

Skills Training Landscape

The supply side of the Pulse: SkillsFuture-listed courses for each sector, next to the PMET roles still open.

More about this

For each sector, see how many SkillsFuture-listed courses exist next to the PMET roles still open, who runs them, how long and how costly they are, how many are about AI, and which classes start in the coming months. Built from MySkillsFuture open data; no login needed. Unofficial; MySkillsFuture is the official source.

For SME owners live · NEA WBGT, 30 stations

Live Workplace Conditions

For people who work outdoors: NEA’s heat-stress reading for the nearest station, turned into MOM’s rest and water guidance.

More about this

For people who work outdoors, in construction, delivery, cleaning, landscaping or security. NEA's heat-stress reading for the station nearest where you work, turned into MOM's rest and water guidance, with a one-tap WhatsApp message to your supervisor, water and rest-break reminders, a heat-illness check and today's heat chart. Settings stay on your phone. Unofficial; MOM and NEA are the official sources.

Live haze live · NEA hourly PM2.5 · US AQI

Singapore Haze, Hourly

One page instead of two: NEA’s 1-hour PM2.5 next to the US AQI for each region, with wind, rain, haze news and a GP finder.

More about this

NEA's 1-hour PM2.5 sits next to the US AQI for each region, with wind, the 2-hour rain forecast, haze news, A&E links and a GP finder by postal code. Unofficial; NEA is the official source.

Why three copies? The same page runs in three places, each for a reason.

  • GitHub Pages: the main copy. Free, static, and opens on almost any network.
  • Cloudflare Pages ↗: adds what a static page can't do: live A&E waiting times and a wider news search, fetched by a small server. Some office networks block pages.dev, so use the GitHub copy there.
  • Manus ↗: an experiment. I asked the Manus AI agent to rebuild the page from the public code, to see how close it gets on its own. It adds Manus's own visitor analytics, and it may go offline.
Live haze live · DOE APIMS hourly · EN/BM

Johor Bahru Haze, Hourly

The Johor side of the haze: DOE Malaysia’s hourly reading for each station on a map, in English and Bahasa Melayu.

More about this

DOE Malaysia's hourly API for each Johor station on a map, with wind arrows, satellite fire hotspots, a 24-hour trend, health advice by band and haze news, in English and Bahasa Melayu. Unofficial; DOE's APIMS is the official source.

Explainer 3 min 33 s · narrated · captions

How Generative AI Works

Auntie Mei asks a chatbot for a cake promotion, and Tok the robot shows her what happens inside. The first of the cartoons.

More about this

A short cartoon for small business owners. Auntie Mei runs a bakery, and Tok the robot shows her what happens when she asks a chatbot for a cake promotion: tokens, next-word guessing, training, attention, why it makes things up, and where a small business should start.

Made with Claude, Kokoro and Whisper, offline on a Mac, with no paid AI services. AI-generated voice and visuals.

Explainer 4 min 51 s · narrated · captions on screen

Ben & Auntie Mei

Over kopi, Ben and Auntie Mei work through one question about work or learning per episode. Job Hugging: why Singapore workers are staying put, what it costs them, and when it's time to move.

More about this

Five-minute cartoons for working adults. Ben is a mid-career executive and Auntie Mei is the friend who has seen it all. Every number on screen comes from a published source, and each source is shown when it's used.

Sources: MOM Labour Market Reports 1Q and 2Q 2026; ManpowerGroup Global Talent Barometer 2026 (Singapore); Federal Reserve Bank of Atlanta Wage Growth Tracker; Wrzesniewski and Dutton (2001). Made with Claude, Kokoro and Whisper, offline on a Mac. AI-generated voice and visuals. Not career or financial advice.

Explainer 82.5 s · 1080×1080 · original score

Models as Insider Risks

Satya Nadella’s essay in 82 seconds: treat AI models like new staff, given only the keys they need and always able to be switched off.

More about this

Made with Claude Code, HyperFrames and GarageBand.

Based on Satya Nadella, "Models as Insider Risks in the Super Intelligence Era", X Article, 10 Oct 2026. Independent summary; not affiliated with or endorsed by Microsoft.

Experiment 3 min 48 s · duet · lyric video

One Question at a Time

My 2025 told through the 5,301 questions I asked an AI search engine that year. AI sang it. I lived it. Every line happened.

More about this

A new home, a retrenchment, classes again, solo trips up north, a camera, and a pair of headphones that brought music back into my days. This year I read every one of those questions again and turned the year into a song.

See every line, and the question behind it →

A song by Charles Tay. Words from my own 2025, shaped with Claude. Music and vocals AI-generated (ChatCut). Video made with HyperFrames.

Experiment 3 min 44 s · sing-along · EN, 中文, BM, Singlish

Pull Up a Chair

A sing-along about six generations at work: see people, not labels, then slow down and listen.

More about this

Written for coaching sessions with middle managers. Seven characters, from a grandmother of 85 to a 14-year-old at open house, each pull up a chair until everyone sits at one table. The final chorus carries three habits: notice what's showing, ask what's behind it, change how you listen.

Concept and lyrics by Charles Tay, written with Claude. Music and vocals AI-generated (ChatCut). Illustrations AI-generated (Qwen-Image in ComfyUI). Made with HyperFrames.

Experiment 3 min 23 s · sing-along · workplace learning

Pull Up a Chair (at work)

The workplace-learning version: everyone at the bench has something to learn and something to teach.

More about this

Same hook, new story. A retired founder, a senior technician, an operations manager, a team lead, a new hire on OJT and a student on a visit each pull up a stool until the whole team sits at one workbench.

Concept and lyrics by Charles Tay, written with Claude. Music and vocals AI-generated (ChatCut). Illustrations AI-generated (Qwen-Image in ComfyUI). Made with HyperFrames.

Experiment 4 min 11 s · English and Malay

Same Sky, Different Name

A folk-pop song about the Sep–Oct 2026 haze, sung in English and Malay. It sits well next to the haze pages.

More about this

Singapore and its neighbours breathe the same smoke and wait for the same rain. The lyric video moves from a grey skyline and a climbing PSI reading to clear sky.

Lyrics by Charles Tay, with AI assistance. Music and vocals AI-generated with Mureka in ChatCut. Made with Claude and HyperFrames.

Experiment 4 min 57 s · duet

NACE Feelings

A 70s-style duet about what it feels like when someone finally helps your team learn. It started as a colleague’s joke.

More about this

The boss sings first, the team answers, and by the last chorus everyone is singing together.

Lyrics by Charles Tay, from a colleague’s idea. Music and vocals AI-generated with Mureka in ChatCut. The watercolour scenes are AI video, made in ChatCut; the rest was made with Claude and HyperFrames.

Experiment 75 s · 1920×1080 · 5 sections · sing-along lyrics

Sunny Side

A happy little song. The Chinese and Japanese versions are new songs, written to be sung, not translated line by line.

More about this

The sun, clouds and confetti move on the beat and the chord changes, and each lyric lights up as it's sung.

Music and video by Charles Tay. Made with Claude, MiniMax-Music3 and HyperFrames. The music and vocals are AI-generated.

Experiment 3 min · Mandarin duet

家就是你 Home Is You

A duet about family that follows one day at home, from the kitchen at sunrise to the walk home under lanterns.

More about this

He takes the first verse, she takes the second, and they sing the choruses together. Each lyric lights up as it's sung, tagged for who is singing.

Lyrics by Charles Tay. Music and vocals AI-generated with Mureka in ChatCut. The watercolour scenes are AI video (Seedance, in ChatCut); the rest was made with Claude and HyperFrames.

Experiment 3 min 51 s · 3D animation

Carve Her a Heart

A folk song with a 3D story: his wife’s last wish is to hold something he made, so he carves her a small wooden heart.

More about this

He works at his bench day and night. At dawn it's finished, with “always” cut into it, and the bench is empty.

Story and direction by Charles Tay. Lyrics written with Claude. Music and vocals AI-generated with ChatCut. 3D animation in Blender; edit and lyrics in HyperFrames; made with Claude Code.

Experiment 3 min 58 s · lyric video

Not Waiting Alone

A duet for anyone in between jobs, or stuck waiting for a door to open. It says one thing: you are not forgotten, and you are not alone.

More about this

The words come from a year of quiet trips: three weeks in the highlands, then a train and a flight to two old churches. Each lyric is coloured for who is singing, amber for him, blue for her, white when they sing together.

Words by Charles Tay. Music and vocals AI-generated with Mureka in ChatCut. Lyric video built with Claude Code and HyperFrames. Backgrounds are Pixabay stock (Iconikmg, Nils_Vega). The candle is an AI-generated image (Higgsfield), animated in Google Flow.

Experiment 4 min 7 s · lyric video

Light Left On

My teenage years in one song. Fantasy books and PC games kept me steady while both parents worked. My grandmother left the light on.

More about this

Pixel art for the years when the world was a screen in a dark room, paint for when the stories opened up. Each verse is a place and a year: a flat in the late 1980s, a 486 and a pile of copied disks, a bus into town, a guardhouse in National Service.

See every line, and the real thing behind it →

Words and story by Charles Tay. Music and vocals AI-generated with Mureka in ChatCut. Images made with Qwen-Image 2.1 on my own Mac; pixel art drawn in code; five short clips from Wan 2.7 in OpenArt. Video built with Claude Code and HyperFrames.

Experiment 3 min 18 s · vertical · sing-along

Don't Play Play (With the Haze)

A Singapore song for the friends who say "I feel fine" and skip the mask. Fine doesn't mean the air is fine. One air cleaner at home, in the room where the family sleeps.

More about this

It started on 15 October 2026, when people posted photos of rainwater in pails turned grey after the rain. The song follows one HDB estate: the pail in the corridor, the uncle who never checks the PSI, Ah Ma who likes the window open, a child coughing in the next room. The tips at the end follow NEA and HealthHub: windows shut when the PSI is unhealthy, a HEPA air cleaner in the bedroom, a mask outdoors. Speak to a doctor about your own health.

Idea and direction by Charles Tay. Lyrics drafted with Claude. Music and vocals AI-generated in ChatCut. Lyric timing with Whisper, pictures from Qwen-Image 2.1 and short clips from MiniMax H3, all run on my own Mac. Video built from code with HyperFrames and Claude Code. The characters are illustrations, not real people.

Experiment interactive · one HTML file

Sausage Dog Password

A password field where a dachshund stretches with every character you type. Long passwords are the hardest to guess, so keep going until he’s proud of you.

More about this

Strength is graded on a sausage scale, from cocktail sausage to the full bratwurst, and a ruler shows his length in cm. A capital letter perks his ears up, a number earns a collar, a symbol earns sunglasses. Type a common password and he falls asleep. Nothing you type leaves the page.

Concept inspired by designer Ramin Nasibov’s stretching-dachshund password animation. This is an independent take with original artwork and copy. Built with Claude Code: the dog is hand-drawn SVG, stretched by a small spring animation in plain JavaScript.

news

· worth trying · new government site

One place to find grants for your business

BizSG is a new government site that puts business support in one place. If you run an SME, here is what to try first:

grants
a grant directory that says it can pre-check which grants you may qualify for, using data the government already holds.
matching
describe what you need and an AI recommender suggests grants. You need to log in, and for now it covers Enterprise Singapore’s EDGE grants and SWDA grants.
overseas
tariffs, free trade agreement savings, import rules and market data, for when you sell abroad.

I’ve only looked at the public pages, not the logged-in tools, so try the recommender yourself before relying on it. Grant terms change; check the agency’s own page for the latest.

Browse the grant directory ↗ · Look up a company first, on my Pre-visit Fact Sheet →

Described from BizSG’s public pages on 18 Oct 2026. Not affiliated with BizSG or any government agency.

· worth reading · Fortune

The CEO who spends 40% of his time on culture

Anthropic has about 3,500 staff and may list on the stock market next month. Its CEO says up to 40% of his time goes to culture, not to building AI. Why it’s worth an SME owner’s time:

time
once the company grew, he stopped making every call and spent his time keeping people pointed the same way.
write it down
every two weeks he reads staff a three-to-four-page document he wrote, then takes questions.
tell the truth
staff hear the real problems in plain words, and can ask him anything on an open channel.
trust
he hires people he trusts, so he can hand over decisions.

What a Singapore SME can copy from this →

Article by Fortune. Not affiliated with or endorsed by Fortune or Anthropic.

worth watching · Tech in Asia · interview

What success means when a product never ships

Tech in Asia sat down with Li Hongyi, director at Open Government Products, on how useful things get built inside a bureaucracy. If you’re trying to change how a large organisation works, this is what you’ll get out of it:

success
a way to think about it when the product never ships.
learning
why taking a month off work to learn “hidden” information can pay off.
building
how things actually get built inside a bureaucracy, and what the public sector can learn from high-performing private companies.
culture
his view that it can’t simply be built.

Tech in Asia says the full story and Q&A are on their website.

Watch on Facebook ↗

Interview by Tech in Asia. Topics are taken from their post; I haven’t added to them. Not affiliated with or endorsed by Tech in Asia or Open Government Products.

· worth watching · CNA · 9 min

Start with the problem, not the AI

Singapore is rolling out three new AI programmes for smaller businesses, with up to 12,000 places. CNA spoke to Johnson Poh, Assistant Chief Executive at IMDA, about what SMEs should do with them. Nine minutes, and most of it is advice an owner can use on Monday.

Why it’s worth an SME owner’s time:

start
with what eats your team’s time. Sometimes the fix is simpler than AI and works just as well.
data first
scattered documents and spreadsheets are the usual blocker. One of the programmes (with Singtel) turns them into data AI tools can use.
try first
IMDA keeps a list of pre-approved solutions you can test before committing, and wants most of them AI-ready within two years.
skills too
the programmes come with training and help to put tools in place, not just access to them.
the test
is the business better off? Time saved, customers served faster, costs down, revenue up. Using AI because everyone else does isn’t a reason.

Nearly one in four Singapore SMEs now use AI, up from one in seven a year earlier. If you’re not one of them yet, this is a calm place to start.

Watch on YouTube ↗

Video by CNA, 13 Oct 2026. Summary is my own reading of the interview; not affiliated with or endorsed by CNA or IMDA.

· video · 33 s · 9:16

The alarm nobody hears

Three years of AI alarms. “AI will take your job.” “Entry-level is dead.” “This changes everything.”

Janan Ganesh wrote in the Financial Times about “pessimism fatigue”: when warnings keep not coming true, people stop listening, and then miss the one that matters. AI talk at work has the same problem. Doom and hype wear people out the same way.

The warnings that still get heard are specific:

what
invoice matching
who
your industry
when
the next 12 months
watch for
a competitor quoting in hours, not days

You can check a warning like that. If it’s wrong, you’ll know, and so will I.

Made with GarageBand (original score), Claude Code and HyperFrames.

After Janan Ganesh’s column on pessimism fatigue, Financial Times. Independent commentary; not affiliated with or endorsed by the Financial Times.

about

I take something new and make it work for people who didn’t ask for it.

That has been my job for over twenty years. The subject kept changing: 3G phones for dealers, every iPhone launch for a call centre, 3D laser scanners for police and air-crash investigators, then designing courses and keeping them up to standard at colleges. The habit started on my own time: twenty years of trying tools.

now

Most business owners I meet don’t need another course for their staff. They need their people to handle new work without the boss stepping in. That’s what my team and I help with: training on the job, and putting new tools to work, AI included. I don’t write code, but I build with AI: the live dashboards and explainer videos on this page are made that way. Outside work, I write songs about my own life and let AI sing them.

if you run a business

  1. We start with one question: where does your team’s time go?
  2. We pick the one job that eats the most of it.
  3. We fix it with the simplest tool that works, AI or not.
  4. We train your people on their real work until they can do it without us.

Some problems need more than training. For those, I bring in specialists who know the trade, in supply chain, food and agriculture, hospitality and tourism, sports and health, and robotics and drones. You deal with one person, and I find the right expert. If your team still needs us a month later, we haven’t done our job.

Not sure where to start? Message me on LinkedIn. There’s often government support for this kind of work, more than most owners realise. How I work →

Focus

Workplace learning design

Training for working adults: on the job, in class and online.

Focus

AI adoption at work

Careful, tool by tool, starting from the work and not from the hype.

Focus

AI governance, explained plainly

Helping non-technical leaders see why AI needs rules it can’t rewrite for itself.

Focus

Visual explainers

Short animated videos that make one idea clear.

  1. 2026–Helping Singapore companies get their people ready for new work. With a team of specialists, starting from where the time goes.
  2. 2025–26Went back to class. AI automation, then photography and video with AI. Best homework I’ve ever done.
  3. 2022–25Checked everything before the auditors did. Kept courses up to standard, so audits held no surprises.
  4. 2020–22Got courses approved for SkillsFuture funding. And won training-partner status with PMI and IMDA.
  5. 2019–20Moved staff training online. The year the whole world had to.
  6. 2017–19Found out what was really going wrong, then built the training to fix it. For corporate clients, who often asked for one thing and needed another.
  7. 2016–17Tried new training small before rolling it out. Mapped what staff needed to learn next, then ran small pilots first.
  8. 2014–16Trained call-centre teams. Where you find out fast if a lesson worked: the next call tells you.
  9. 2012–14Taught investigators to capture a scene in 3D. Police, forensic and air-crash teams. Still my most unusual classroom.
  10. 2009–11Got a call centre ready for every iPhone launch. Staff had to know the phone before the queues formed.
  11. 2004–08Trained dealers for a nationwide 3G launch. And call-centre teams on mobile tech, with a short detour into insurance sales. My first training job, and I never moved out.
  12. 2000–04Fixed computers and answered the questions people were too shy to ask. Explaining tech to people who don’t love tech turned into a career.
  13. 1999Started in HR paperwork. Where it all began.

The full story, including the parts I left out, is on LinkedIn ↗.

  • ACTA · IAL 2014
  • SCTP Automation with AI · 2025
  • SCTP Photography & Videography with AI · 2025
  • Adv. Cert. Gen AI Apps Design & Prompt Engineering · SMU Academy 2026
  • BCom, HRM & Industrial Relations · Curtin

toolkit

The AI tools I actually use, and what for. I try a lot more than this; a tool joins the list once I’ve made something real with it.

think & build
Claude
remember
claude-obsidian · Open Notebook
make music
ChatCut · Mureka · ElevenLabs
make video
ChatCut · OpenArt