Viksit Gaur

Multi tool use agents fail because they delegate routing to base models that can't learn. My new post uses @dspyoss and MCP to orchestrate specialized agents, do step wise planning, and context threading. We build a toy @Shopify Scout via @dspyoss to illustrate. (Link below)

@adadithya great site but a bug!

Design so fine, my brain refuses to read the piece 😂😂😂

love this idea.

Today WorkOS is launching auth.md An open protocol for agents to register for services on the web. We're partnering with @Cloudflare and @Firecrawl as some of the first providers. Why did we build this? And why now? 🧵

There is a bigger idea behind it, which is to build momentum around a standard for comments and suggested changes in Markdown For example, tables weren't originally a part of Markdown until Github introduced it. We can do the same with comments!! Learn more here

Introducing Roughdraft! A new open source project designed to make collaboration with agents better. The idea is to bring commenting and suggested changes to markdown (e.g. plan docs) in a nice interface. Free, local, etc. 👉 roughdraft.md 👈

The release candidate for MCP 2026-07-28 is out. The protocol is now stateless: no handshake, no session id, any request can hit any server instance. Plus extensions as first-class (MCP Apps, Tasks), auth hardening, and a proper deprecation policy so we don't have to do this again. blog.modelcontextprotocol.io/posts/2026-07-…

babyagi has ~200 citations, but 0 papers... i just published my first paper on arXiv 😆 "The Log is the Agent: Event-Sourced Reactive Graphs for Auditable, Forkable Agentic Systems" arxiv.org/abs/2605.21997 the case for agents that coordinate through persistent replayable state — no conversation loops, no workflows, no A2A — with auditability, forking, and causal lineage built in. check it out and let me know what you think!

been building something on this angle but a little different. will post here and love to compare notes!

it’s in gemini, just create it in ai studio. oh, that’s for your personal google one account. for workspace you need gemini business. no, not gemini advanced, that’s ai pro now. unless you need ai ultra. oh agents? you do that in spark actually. no, not gemini api managed agents, that’s different. for coding use jules. unless you mean the agentic ide, that’s antigravity. no, that’s the old antigravity, download the new one. actually gemini cli is being deprecated, use antigravity cli. no the flash model is smarter than the pro model. unless you need pro. if it’s video, use flow. no, flow uses veo. no, nano banana is images. actually that’s in gemini now. unless you’re in search, then it’s ai mode. no, research is notebooklm. anyway it’s all very simple.

Our paper on optimize_anything has been accepted to CAIS 2026, and is out on Arxiv with expanded experiments and details! A unified API to optimize agents (with architecture), CUDA kernels, cloud scheduling policies, or even graphics! x.com/LakshyAAAgrawa…

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6. Cost circuit breakers with human escalation. The agent session has an allotment. It depletes faster than expected -> page a human to either authorize more or kill it. Finding out at the end of the month is how you take a $50K "oh no" media story to the chin every other week.

5. Hard budget caps that actually halt. Not the AWS "we noticed you spent $47K yesterday, here's a CloudWatch email" approach. Fail closed at the boundary. A Lambda stuck in a loop racking up data transfer or inference charges is a real failure mode; treat it as one!

2. Stop making me fish for API keys every time the agent wants to light up a new service. The fix is secrets brokering: the platform holds the secret, the agent gets a handle, calls go through. A compromised agent can't exfiltrate what it never had.

1. Gated changes. The agent does not mutate prod directly. It opens a PR, kicks off an Action, proposes a change a human (or another agent) reviews. So far agents haven't started routing around this pattern—the platform should make that the path of least resistance.

@_colemurray where is this image from btw?

background agent systems all follow the same pattern. a control plane coordinating, persisting state & identity and a data plane running the actual agent harness fairly easy system once you're familiar with the architecture

amazing!

@Dheemanthredy very cool!

this is maya speaking with real accents and dialects. when i first heard it, i loved the tone of the voice. it sounds the way people actually talk. it’s hard to explain until you hear it. the team absolutely cooked with this. a key step forward for maya’s voice interface.

This is it. Everything learned spending millions on longevity. From: Your Immortal Unc and Auntie. To: Our Immortal nieces and nephews. 0. Sleep is the world's most powerful drug. 1. Be in your bed for 8 hours 2. Same bedtime every night, any time before midnight 3. Don’t eat right before bed 4. Calm foods for dinner 5. No screens 1 hour before bed 6. Avoid added sugar (be aware it’s in everything) 7. Avoid all things in an American convenience store 8. Avoid fried foods 9. Shoes off at the door 10. Eat whole foods, particularly veggies fruits nuts legumes berries 11. Walk a little after meals or air squats 12. Get your heart rate high routinely 13. Lift heavy things 14. Stretch daily 15. Water pik, floss, brush, tongue scrape, morning and night 16. Make an effort to drink water 17. Get sunlight when you wake up (UV is low) 18. Protect skin in midday sun 19. Stand up straight 20. See at least one friend once a week 21. Avoid plastic where you can (in all things) 22. Circulate air in rooms 23. When stressed, breathe, learn to calm your body 24. Go to the dentist 25. Avoid sitting for long times 26. Protect your hearing, the world is too loud 27. Alcohol is bad for you 28. Finish coffee before noon 29. Avoid bright lights after sunset 30. If obese, look into a GLP 31. Sleep in a cold room 32. Texting while driving is dangerous 33. Turn off all notifications 34. Limit social media use 35. Don’t smoke anything 36. If you struggle to sleep, read a physical book before bed 37. 1 hour before bed have a calm wind down routine: bath, read, light walk, listen to music 38. The body is a clock and loves routine. Have a daily morning and evening schedule. 39. Avoid long distance travel where you can 40. Baby steps first: incorporate new things slowly 41. Do less… most things don’t work. Bonus points if you get your blood checked. Start here, it will change your life.