#jobsearch@kirat_tw
On day 3 of looking for the job, I gave my first interview & these are some questions that the owner asked why backend? why did you choose these technologies? go through and explain the codebase of your favorite project & explain it to me like I'm a newbie
AI memory isn’t the storage problem people think it is, it’s a reasoning problem.
In our latest blog, we break down why today’s AI “memory” often feels shallow, disconnected, or just plain unhelpful and why that’s not a storage issue but a cognitive one.
👀 Most tools treat memory like a vector database of past facts. But real memory isn’t about storing keywords, it’s about understanding why decisions were made, what worked, and how context influences outcomes.
Our engineer (DBA: Memory Mechanic) @deepesh_genani dives into this challenge and explains how Potpie approaches it differently by moving beyond simple retrieval and into structured, graph-based reasoning that helps AI agents truly learn from experience.
⏳ Why this matters:
• Better memory means AI agents that adapt to your style and decisions
• Fewer repeated explanations from you
• More intelligent recommendations grounded in context, patterns, and outcomes
Whether you’re building with AI or wrestling with the limitations of existing tools, this piece offers a fresh lens on one of the hardest problems in AI today.
✍ Read the full post: https://t.co/M5hvEhincK
A meaningful moment for us at @potpiedotai 🚀
We’ve been featured in Forbes after an in-depth interview with David Prosser on what is truly holding enterprise engineering teams back from adopting AI at scale.
The piece captures a shift we are seeing firsthand:
• AI has made code generation easier, but the real challenge is reasoning across massive, interconnected legacy systems and in non-trivial tasks like debugging.
• “Context” is the missing layer. Decades of decisions across code, tickets, logs, and documentation cannot live in people’s heads anymore.
• Most enterprises are experimenting with AI, but very few have embedded it deeply into production workflows.
• Potpie builds a structured knowledge graph across the codebase so AI agents can operate with the same clarity and safety as a senior engineer to practice spec-driven development.
• Early results are already tangible, including reducing debugging time from nearly a week to 30 minutes for one enterprise customer.
We are already working with large enterprises across healthcare, consumer and fintech, supporting systems with millions and sometimes hundreds of millions of lines of code. The opportunity in front of us is immense. Not incremental productivity gains, but fundamentally changing how complex software systems evolve.
We’re grateful for this recognition. But it is not an individual milestone.
While the story mentions me and @runtimeHorror, Potpie has been built by a much larger circle of belief. Our early investors who leaned in when this was just a sharp point of view. The mentors who pushed us to think bigger. The design partners who trusted us in production. The team that shows up every day to solve hard problems with care.
To everyone who backed us early, advised us, challenged us, introduced us, and believed in this problem before it was obvious. Thank you!
@anupamr, @kushalbhagia, @RTinkslinger, Ravish, @colinevans , Rachel, @rksunchained, @anshpsingh, @DavidTwizer , @ashpreetbedi , @rabi_guha , @GanatraSoham , @xdebstep , @richexplorer_ , @SameerGoyal91, @PuriSid , @maanavsagar, @prasunjain, @nikalank, @hipreetam93, @TsainGra , @vedantm_, @Mandybuoy.
The space is moving fast. Enterprises are ready. The need is real. And we are building with strong conviction. This is just the beginning!
@discord I need help please. My account got suspended for saying I'm 7 , which did not mean my age is 7 and it suspended my account. I've sent and appeal but didnt recieve any conformiation email should I re-appeal ?
@discord_support I need help please. My account got suspended for saying I'm 7 , which did not mean my age is 7 and it suspended my account. I've sent and appeal but didnt recieve any conformiation email should I re-appeal ?
@eddiejaoude is it just me or you guys too feel like new ai models add things that are not in the prompt on their own and it feels rather let us do it ourselves
Got a review from my Italian client.
If you want to increase your online presence do contact us via https://t.co/1QnQOlmSeT
@kirat_tw@100xDevs I'm 2025 passout actively looking for Backend dev role,really appreciate if you can refer me.
Struggling with multiple Stripe payment flows? I added a type field in metadata to differentiate them. When the webhook triggered, I used the metadata to handle the correct flow & update the DB. Webhooks simplify real-time event handling like payments!