Weekly funded-companies agent
The assignment
Build a weekly agent that scrapes last week's funded startups from the web and proposes your way in — a tailored application path.
✳What Ramandeep shipped
Beacon is a weekly job-search agent that scans recently funded startups — pulling real, dated rounds like Beacon Security's $13M seed and Helsing's $1.8B raise — and matches them against the user's background. Each week's run is archived with an application-status tracker (Applied, Interviewing, Rejected, Offer), and every company gets a "Your Fit" writeup grounded in the user's specific resume. A day-of-week and time scheduler (8am IST) keeps the pipeline running automatically, with weeks of run history browsable in the archive.
✳Our read on this build
Ramandeep shipped a deployed web app you can open. This read comes from the artifact and Ramandeep's own account of it — no scores, just what the build does and does not show.
What it demonstrates
- Fresh input is part of the machine: recent funding data and live search.
- It goes past listing companies into proposing a way in — an application path and resume alignment.
- And it is built to keep running: a weekly cadence, scheduling and automation.
Take this awayWhat makes this an agent rather than a search box is that it decides something — which companies matter to you, and what to say to them — before you get involved.
✳Why this quest matters
Agents earn their keep when they run without you. The bar isn't 'can AI write an outreach note' — it's 'does fresh data flow in on a schedule and come out tailored,' which is the real shape of an autonomous workflow.
✳What separated the strongest builds
Real companies, funded recently
Data pulled from a live source. A hardcoded list of startups everyone already knows about is a demo of a UI, not of an agent.
An application path that changes per company
The specific round, the sector, the role that funding implies. One paragraph with the company name swapped in is the failure mode here.
It runs without you
A schedule, a cron, a workflow trigger — something that makes 'weekly' true rather than aspirational.
Outreach you would actually send
Notes with judgment behind them. Volume is the easy part and the part that gets people ignored.
No numeric scores are published here. These pages are written reads of what each builder shipped — the build is the point, not a mark out of a hundred.