I build agents for a living.
At Akatsuki AI (Tokyo), I shipped a real-time JA meeting advisor - live transcript ingestion with RAG over an enterprise knowledge base on a vector DB + grounded web search, surfacing context to executives mid-meeting. Before that I built an end-to-end VoC pipeline for a Japanese sports gear client that scraped YouTube transcripts and EC reviews, then used LLMs to score sensory attributes (grip feel, cast sensation) into structured product-dev reports.
The bottleneck is always the same: search. Web data for agents is broken, and Exa is the only team treating it as infra.
Background: GSoC '25 contributor at the Python Software Foundation on CVE Binary Tool (prev. backed by Intel Corp.) mentored by Terri Oda, 110+ OSS PRs, GSoC-Spy (80+ ⭐). Building Knox on the side - think Arcads, basically cursor for marketing.
Want in.
Will DM resume
@ramxcodes generative AI is inherently backward-looking. without the touch of a good engineer, it's very difficult to get creative solutions and build systems that scale.
SpotsNow is live on product hunt
we're on the mission to be best Ad tech platform you'll ever come across
podcasts ads are amongst the highest converting ads
> build your personalised campaigns
> compare variety of shows and choose what's best for you
> we've got over 60,000+ podcasts analysed for you
> where what why and how, we've got you covered for need for your next podcast ad
upvote for us on the product hunt, link is down below
20s are the most stressful times:
> getting a job
> finding a place to live
> knowing your "passion"
> finding a partner
> family marriage pressure
> budgeting and investing
> doing a side business
> watching friends move abroad
> losing touch with old friends
> figuring out taxes alone
> parents getting older
> health going downhill at 25
> everyone posting wins on linkedin
> rent eating half your salary
> sleep schedule completely cooked
> deciding between job security and dreams
> comparing yourself to schoolmates
> realising college taught you nothing useful
> shaadi cards arriving every month
> relatives asking "package kitna hai"
> cousin doing MS abroad, you stuck in noida/blr
> WITCH companies paying 3.5 LPA in 2026
> dad still thinks govt job is the dream
> CA aunty's son cracked UPSC
> mom worried you're "too thin" and "too thick"
> SIP started, market crashed next day
> chai becoming a personality trait
> back pain from one wrong sleeping position
> can't move out, can't stay home
> every wedding feels like a job interview
@Night_owllll11 Deactivating or removing distraction is one way of increasing productivity
What worked for me was to create systems and time blocking during the day (you'll naturally shy away of doom scrolling) ...these ideas are in the book called Deep work btw 🙌🏻