Google just dropped a 1-hour course on agentic engineering from scratch:
00:00 – How to build your first AI agent
08:24 – Build agent memory (short, persistent, long)
28:34 – Agentic loops, long-running AI agents
40:04 – How to build MCP (MCP vs API)
1:00:22 – Multi-agentic systems
This 1-hour watch will replace 10 paid agentic courses on the internet.
Bookmark this. Watch this weekend.
Hon’ble Chief Minister of Maharashtra Sri @Dev_Fadnavis Ji visited Hon’ble Deputy Chief Minister of Andhra Pradesh Sri @PawanKalyan Garu in Mumbai following his successful shoulder surgery and enquired about his health and well-being.
Sri Pawan Kalyan Garu thanked Shri Devendra Fadnavis Ji for his kind concern and warm wishes for a speedy recovery.
Anchor: Rendosari Vellochu Kadha?
Akhil's Cult Fan: Kaayalu Ammukune Vadni... Nen Ela Vellagalanu?
These words hit hard... and are a slipper shot to those producers who say ticket prices don't matter.
🙏🫡
LEADER @PawanKalyan Garu is the inspiration for this Smart Kitchen Project in Kadapa.
He also donated ₹10 lakh from his own pocket.
Currently it is serving 12,000 meals/day.
- Kadapa District Collector
#TrafficAlert | @CYBTRAFFIC
Commuters, especially #ITemployees, take note.
As part of the ongoing multi-level flyover and underpass construction at IIIT Junction, the road stretch from DLF Gate No.1 to Gachibowli Traffic Police Station will remain closed for 90 days from July 1, 2026.
Diversions:
Traffic from Radisson Hotel towards IIIT Junction will be allowed only up to DLF Gate No.1. Beyond that, use Gachibowli Junction → Indiranagar → IIIT Junction.
#Traffic from #Lingampally towards #DLF will be diverted via #Gachibowli Traffic PS → #IIITJunction → Gachibowli Junction → #RadissonJunction → #DLF .
#TCS employees using the Non-SEZ (CMC) Gate can continue to use their regular entry/exit.
The flyover works are expected to continue for about a year, so commuters should expect congestion around IIIT Junction and use alternate routes wherever possible.
#HyderabadTraffic #CyberabadTraffic #TrafficAlert #Gachibowli #IIITJunction #DLF #Hyderabad
Mega Power Star @AlwaysRamCharan met Hon’ble Deputy Chief Minister Sri @PawanKalyan garu at the Janasena Party Central Office in Mangalagiri.
Sri Ram Charan visited the Janasena Party office this evening for a courtesy meeting with Sri Pawan Kalyan garu before proceeding to attend the Andhra Premier League at the ACA International Cricket Stadium, Amaravati.
what is agent looping
for the last two years we prompted agents one task at a time. that is starting to change
instead of asking an agent to build the landing page and then driving every step yourself, you set up a loop that handles discovery, planning, the work, checking, and iterating until the goal is met
looping is a setup you build. almost any agent harness can run it, it just depends on how you wire it up
at its simplest, looping is one agent working on itself:
> researches
> drafts
> checks the draft against a goal
> fixes what is weak
> runs that cycle again until the work clears the requirements
you are not prompting each step anymore. the agent repeats the cycle for you
the bigger version is a fleet looping. you give an orchestrator agent a goal, it breaks the goal into pieces, hands each piece to a specialist agent, and those specialists hand smaller jobs to their own subagents
the whole tree keeps looping through discovery, planning, execution, and verification until the goal is met
one agent looping is like a person redoing their own draft. a fleet looping is a whole team running a project end-to-end
you create a goal, and the system runs the loop until it finishes within the reqs you set
open and closed looping:
OPEN LOOPING is exploratory. it still has conditions and a goal, but you give the agent or the fleet a wide space to move in. it can try different paths, discover things, build something you did not fully spec out
this is the exciting end, it is what Peter and others are doing, and tbh it is where I want to spend more time
the catch is cost, an open loop with real room to explore burns an insane amount of tokens. for the 90 percent of people without an unlimited budget it is not runnable yet, and pointed at projects with a loose standard it turns into a slop machine
CLOSED LOOPING is bounded. a human designs the end-to-end path first:
> clear goal
> defined steps
> an eval at each step
> a point where it stops or hands back to you (and feeds back performance data)
the agents still loop, but inside framework you built. it gets better every run because each pass feeds the next, and it runs on a normal budget because the path is tight.
for most marketing work, closed is the one that pays off today.
> the orchestrator owns the goal
> the specialists own the steps
> the subagents do the narrow work
> an eval gate make sure its not slop