Rishi Gaurav Bhatnagar @rishigb
Head Of User Research @AtlanHQ, Author, Forbes Asia 30 under 30. Truth seeking, tweets+typos are my own. rishigb.me San Francisco Joined March 2010-
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We had an agent loop running in early 2026. It still failed. 11,000 alerts a month and the agent investigated all of them with the same intensity, burning the API budget on noise and learning nothing between runs. So we built the scaffolding around it: admission filtering, memory of past wrong hypotheses, and cost discipline per run. 85% of alerts now suppressed before a model runs. Investigations down from 10+ min to ~2 min at a third of the cost. By @sharlok7, @jain_nikhila, & @arniesaha
@GurpriyaSidhu Beautifully written :) I hard relate with your Nani's journey. I also felt a familiar melancholy reading this. Specifically on how often we must say goodbyes without having the chance to do so: rishigb.me/blog/on-byes/
Thrilled to see my first @aidotengineer talk featured in @latentspacepod’s five trends defining AI engineering—alongside @romainhuet, @trq21, Pauline Brunet, @_philschmid, & @garrytan. @aidotengineer has long been my favorite source for substantive AI thinking—so this is very cool and borderline surreal! In “WTF Is the Context Layer?” I explain what a context layer is, why it matters, and which approaches I believe will win.
"At the dawn of the internet era, Bill Gates had written this very famous blog post and it said content is king. And as we see the dawn of the agentic era, context will be king." — @prukalpa explains Context Layers to a packed Context Engineering track last week. Premiering
Do you know there is poetry embedded all over in the streets of San Francisco? Human written, sometimes from nearly a hundred years ago! #sf
Context engineering has its own track at the @aiDotEngineer World's Fair this year. 🎉 I've respected what @swyx and the @latentspacepod team have been building for years — and I'm pumped to be a part of it. This is a conference about shipping AI, not just talking about it. I'll be contributing to the aforementioned context engineering track with a breakdown on WTF is the context layer, and how teams are using it to improve agent accuracy in production. If you'll be there, let's catch up!
Go check out @prukalpa talk at @aiDotEngineer!
"WTF is the Context Layer?" That's the actual session title. @prukalpa is answering it live at @aiDotEngineer today at 1:55 PM. If you're in SF, see you there! ai.engineer/worldsfair/202…
Only 20% of organizations report significant value from GenAI. Gartner says the missing piece is a context layer. We break down what that actually means to build in production, not just describe on a slide. atlan.com/know/core-comp…
Life hack: When you go to your favorite cafe next. Get it in a take-away cup or your own cup. Keep a tiny amount of coffee still in it and keep it on top of your desk. My brain thinks having the beautiful aromatic of coffee in my room is literally the same as having the coffee ☕️
HELLO #DATAAISUMMIT! 👋 We're proud to be a visionary sponsor. Here's where to find the Atlan team onsite this week. 📍 Booth #313 all week for live demos, 1:1 consultations, and customer walkthroughs 🎤 @Prukalpa on stage Tuesday at 1:50 demoing why agents fail and the fix, live on Databricks 🏦 Mastercard sharing how they built "context by design" at global scale - Tues, 11:30 AM 🏀 Dinner on the Warriors championship court at Chase Center + a meet & greet with NBA legend Chris Mullin! 🍷 Six sessions with @Slalom at Minna Gallery across retail, insurance, marketing, healthcare, and capital markets Can't wait to connect! lnkd.in/eKjZeYju
Why are there so many fortune tellers, palm readers, and psychics in San Francisco? What's your favorite theory around it?
I wish @Caltrain was 5 hours longer. The pure energy hit from seeing the beautiful bay area, in all this glorious sun, while folks just chilling with books, and either on the way to a hike or coming back from a cycling trail is poetry.
@catrosemcmillan @X Right now collecting the spots with right sun+coffee+massive trees to have a picnic and/or regulated nervous system and/or best writing spots in San Francisco. Hi! :)
Peak flow moment. Evening sun, coffee, peanut butter sandwiches and Claude. I wish I could tell you I only burnt tokens, my smartass didn’t sunscreen and now I am also actually burnt by this beautiful sun.
@JayaGup10 I am currently working on the perfect recipe for my brain. A cortao A small snack to not get hungry after A spot with sun falling right at my hands Good wifi Ambient sounds of SF traffic (and the birds in the background) Full battery on mac Multiple claude terminals running.
🧵 1/12 June 2027. The biggest AI labs have quietly stopped bragging about parameter counts. Instead, a handful of them are now running the same 20-watt blueprint that evolution already perfected: real biological neurons, simulated at scale, on ordinary GPUs. Sci-fi you think? It’s already happening. And at Neuropeek @HiSohan just made it practical. We are about to own the layer everything else sits on.
Imagine a Purkinje cell firing. Not as a dot on a graph. As a tree of light, branches illuminating from trunk to tip in 0.3 milliseconds. Now imagine five different neuron types doing this simultaneously, talking to each other through synapses that pulse when they transmit.
Most context layers are built once and left to drift. We used anthropological research methods to find the gaps, then built a feedback loop to fix them. For humans today. For AI agents tomorrow. @AtlanHQ blog.atlan.com/community/meta…
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