Most people still use AI coding tools like assistants. I used one as an autonomous engineer. And the difference is insane. You get a long running into end passing Partner that reviews PR’s and fixes bugs.

@Cognition AI

Unreal how good it is. I’ve made it part of my daily work.

#ai #tech

6 days agoEdited to

... Read moreFrom my own experience working with autonomous AI coding assistants, the transformation in day-to-day development is remarkable. Unlike conventional AI assistants that only provide snippets or suggestions, these autonomous agents operate more like an actual teammate. They can take ownership of specific tasks, such as indexing an entire codebase, building documentation wikis, and even planning bug fixes with estimated timelines. One of the most compelling benefits is their ability to review pull requests in depth and suggest concrete improvements while simultaneously fixing bugs. This level of assistance frees up my mental bandwidth from routine troubles and lets me focus on more complex design challenges. The AI effectively functions in a private, secure environment tailored to my project, which is crucial for maintaining confidentiality and integration integrity. What surprised me is how easily multiple autonomous agents can run in parallel, allowing different feature branches or subsystems to be managed simultaneously without bottlenecking the development pipeline. For instance, during one sprint, I delegated two separate bug fixes to independent AI agents that handled code reviews, generated test cases, and even pushed commits directly after successful validation. This collaborative model contrasts sharply with older, autocomplete-style tools. It demands careful stewardship initially but quickly evolves toward a symbiotic workflow. By offloading tedious tasks, it empowers developers to be more creative and agile, accelerating the overall delivery of software projects. If you’re considering adopting autonomous AI in your coding processes, I recommend starting small—assign it isolated, well-defined tasks first to build trust in its capabilities. Over time, as the AI learns your codebase and preferences, it can be entrusted with increasingly complex projects that require critical thinking and problem-solving skills. The result is not just productivity gains but a fundamental reimagining of how software engineering teams can operate with AI as an integrated partner.

Related posts

7 reasons why I want to leave the US
in no particular order. i have a LOT to say so i'm just gonna jump right in. skip to tl;dr if you don't wanna read this all (although you should *wink*): ❌ cost of living ❌ you're thinking it, i'm thinking it, so it might as well be the first one of here. the cost of living in
mona 💛

mona 💛

3617 likes

Become Your Most Confident Self✨
Confidence is a mindset, not a personality trait. The way you see yourself sets the tone for how the world sees you. Start showing up like the best version of YOU! 💗 #feminineenergy #glowup #embracevulnerability #growthmindset #lemon8challenge
Tyona Rea

Tyona Rea

414 likes

Where do the Rich stash most of their money 💰 💡
Rich people don’t stash all their money in banks 🏦💰. The returns compared to properly structured life insurance are minimal at best 📉💡. #WealthSecrets #FinancialFreedom #wealth #financialfreedom #insurance
FullSendFinance

FullSendFinance

1629 likes

How to Make the Most of Your Mornings!!!
Good Morning!!! Make the most of the time you have of this wonderful day!!! ☀️☀️☀️☀️ #morningsunshine #morningvibes #morningwin
🎀addyson🎀

🎀addyson🎀

9 likes

A fluffy cat is sleeping peacefully on a pink bedspread next to a notebook. The text overlay reads: "how to rest - & still get everything done."
An open notebook displays a handwritten, extensive daily to-do list for Monday. Text overlays advise: "basically, don't do this" and "set a maximum daily task limit."
A person's feet are shown wearing white slippers with yellow smiley faces. The text overlay suggests: "experiment with 'boredom time'."
how to rest and still get everything done !!
as a recovering perfectionist and overachiever, i’ve put a lot of effort into figuring out how to accomplish everything i want to SUSTAINABLY (which means figuring out how to rest ✨while✨ being productive it’s sooo important to remember that slowing down isn’t about neglecting your goals - it’s
carley ◡̈

carley ◡̈

1579 likes

Lust is the number 2 killer of most men
Lust is the number 2 killer of most men And I wanna be 1000% honest on this app. I still have random moments lust hit me hard But I will never be okay with living in it completely ever again I’m growing and I’m glowing. Nothing will stop this ride with Christ Not the prettiest face
WillPowerFitnes

WillPowerFitnes

1572 likes

A pink-cased iPad with a retro-themed screen, featuring a notepad, loading bar, and music player, with an Apple Pencil attached. The image is titled "How to get the most out of your iPad!" and shows a room background with shelves and a camera.
A graphic titled "The best iPad apps!" listing 14 recommended apps with their icons and brief descriptions, including GoodNotes, Notion, Procreate, and Libby, to help users get the most out of their iPad.
A graphic titled "Must have iPad Accessories:" showcasing a pink case, matte screen protector, and extra-long USB-C cable with descriptions. It also includes personal preferences for Apple Pencil protectors and aluminum tips for enhanced writing/drawing.
How to get the most out of your iPad! ✨
If you’re just getting an iPad, want to be one of ~those~ iPad girlies, or just don’t know where to start with your iPad then here’s a perfect guide I’ve put together for you to get the most of your iPad. Apps are what make the iPad. Your iPad has so much functionality and it’s all thanks to app
Kristina

Kristina

22K likes

Most people make this mistake
Buying, selling or investing?, let’s chat! I’m here to offer expert real estate and financial advice. Send me a message! . . . . . . . . #Lemon8 #investing #realestate #Lemon8Diary #advice #professional #money #property #australia #lemon8creator
Ella Cas

Ella Cas

151 likes

Most people mess this up ⚠️
1️⃣ When you put your back foot too high—like on a bench—it makes your back arch and your front leg can’t move right. That’s why it feels weird or hurts your knees. But when you put your foot lower, around your knee height, your body stays in a better position. 2️⃣ Then, if you lean forward a li
Zara_Sanchi

Zara_Sanchi

123 likes

A smiling woman with dreadlocks in a car, with the text overlay "I'm a Christian but I still struggle with......" introducing the topic of Christian struggles.
A young woman with curly hair looking pensive, with the word "Gossiping" overlaid, representing a struggle mentioned in the article.
A young woman with earbuds looking down, with two hands reaching towards her, and the text "People pleasing" overlaid, illustrating a common struggle.
Things I still struggle with as a Christian 🌸✝️
Being a Christian doesn’t mean you are perfect. We still have struggles that we have to overcome. Many people look at Christians as if we’re supposed to be perfect, but let me tell you, Jesus is the only one who was free of sin. We must remember that we are a working progress, and God STILL loves u
Cori Jhey

Cori Jhey

756 likes

A person with braided hair, wearing a purple hoodie, white puffer jacket, and jeans, takes a mirror selfie in a dorm room with purple LED lights. Text overlays discuss college freshman year.
A clear plastic cup filled with a red beverage, ice, and mint leaves sits on a white table. Text overlays advise on the importance of studying in college.
Plates of raw meat (beef and chicken) are arranged on a black table with a hot pot grill, suggesting a meal. Text overlays encourage leaving the dorm and socializing.
things i wish people told me about college
respectfully i would never do freshman year again but now that i’ve gotten it over with i can look back and giggle a little 🥹 #freshmanyear #collegelife #collegeadvice #collegetips #collegefreshman
Stephanie

Stephanie

651 likes

This must be one of the most underrated US States
The best places to visit in Rhode Island 🌊🐚🌾 📍Block Island 📍Westerly & Watch Hill 📍Newport 📍Providence 📍Narragansett I know Rhode Island has some popular tourist destinations BUT I still feel like people don’t talk about it nearly enough, especially compared to some other New
Iisa Hero

Iisa Hero

257 likes

A handwritten diagram titled 'How to Find Your Purpose in Life' illustrates the Ikigai framework. It shows four overlapping circles: 'What you love,' 'What you are good at,' 'What the world needs,' and 'What you can be paid for,' with 'IKIGAI' at their center. Below are 5 golden rules for finding purpose.
Still Wondering What You’re Meant to Do?
Here’s a simple Japanese framework that’s helped millions find direction: IKIGAI — your reason for being. It lives at the intersection of: • What you love • What you’re good at • What the world needs • What you can get paid for When those align, life ge
Steven Bou

Steven Bou

3764 likes

the most entertaining apps for your ipad!
im the type of person that kinda needs something on in the background at all times and these are my favorite apps to do just that! i especially love using my ipad to watch my stuff because it’s perfect for when i’m cooking or doing something like journaling! ⭐️ Youtube: this is awesome to check
ayersellie

ayersellie

121 likes

An open book with two lit candles on top, creating a cozy atmosphere. The text overlay reads, "It's just a book you read in 7th grade," hinting at the emotional depth of the story.
A close-up of a book page displaying the title "The Outsiders" in bold, stylized font, with the contrasting text "No it's not." below it, emphasizing the book's profound impact.
A page from the book "The Outsiders" with a paragraph highlighted in yellow, detailing Johnny's letter to Ponyboy and the poignant message, "Stay gold."
Ngl I’m still not over this book
7th grade English class>> #school #theoutsiders #books #book #sad
Bookish.Karsyn

Bookish.Karsyn

1819 likes

A title card with yellow text outlined in brown that reads "TATTOO TOUR (MOST RECENT TO FIRST)" against a background of black and white lipstick kiss prints.
A person's back with a vertical spine tattoo featuring two hands reaching towards each other, surrounded by a vine with various flowers, representing family birth month flowers.
The back of a person's head showing a small text tattoo behind the right ear that reads "there is always hope" with a small star at the end.
Tattoo (Most recent to first)
I understand some people don’t like tattoos and think they are silly, but to me they all kind of tell a story in a way I know. I love telling people about my tattoos and what they mean, even if they want to “copy” me I think each tattoo tells everyone’s story in different ways! #my first tattoo #
Aubrey Wardlow

Aubrey Wardlow

973 likes

A white book titled 'The Surprising Power of Ordinary Things to Create Extraordinary Happiness' by Ingrid Fetell Lee, with colorful confetti designs, rests on a patterned bed. Overlaid text reads 'nonfiction that melt my brain'.
The cover of 'Hidden Valley Road' by Robert Kolker, featuring a family photo, is displayed with text highlighting it as a chilling family saga, psychological mystery, and deep dive into schizophrenia.
The cover of 'To Be a Machine' by Mark O'Connell, showing a robot figure, is presented with text describing it as a wild mix of philosophy, science, and questions about humanity's future with AI.
Non-fiction that’s stranger than most fiction
There is nothing better than a non fiction title that reads like a thriller and is completely immersive. These are a few that I will never stop recommending and why… These books?? Wild. Disturbing. Unbelievable. And the best part? Every single one of them is 100% real. ### Hidden Valley Road
Meredith Jao

Meredith Jao

129 likes

Still Healing from Trauma? Yeah, me too…
Growing up in a hostile and dysfunctional environment takes a serious toll on anyone. Experiencing abuse as a child, and never having the chance to truly express how you feel, can deeply affect your ability to connect with others—whether in friendships, intimate relationships, or even business. Man
KAYLA J.

KAYLA J.

545 likes

Most Lucrative Business to Make 6 Figs as a SAHM
Becoming an Amazon seller has changed my life!! I get to make money from home, work when I want, and have the ability to truly scale this business into where it is a profitable money making machine that will eventually be passive for me to run. I’ve been selling for a little over a year and I’ve
Jade Johnson

Jade Johnson

370 likes

most affordable head spa deal 🧖‍♀️
found the best head spa deal 🧖‍♀️ If you’ve been wanting to try a head spa experience, I highly recommend coming here to Trinity Paradise Spa in Garden Grove. They just opened and have the best prices, with classic treatments starting at $70. The spa was founded by Julie and her daughter Trini
tiff 🍦✈️

tiff 🍦✈️

248 likes

If you think people won’t like you read this!!
I literally cannot tell you the last time I walked into a room & thought, “they probably won’t like me.” At this stage, it’s a normal, programmed belief for me that when I meet people, they will probably like me! And if they don’t, that’s okay, because I still like me. #anxiety #th
S H A Y ᥫ᭡

S H A Y ᥫ᭡

89 likes

A MacBook Pro displaying a pink-themed desktop with various widgets, a dock, and the title 'ANSWERING MY MOST ASKED QUESTION ON LEMON8' at the top.
A white text bubble with a lightbulb icon, containing the question: 'Hey! I saw your post on customizing my laptop and I wanted to ask how you made Netflix into a pink folder?'
A MacBook screen showing the Netflix homepage open in Google Chrome, with a sticky note instructing to 'OPEN THE HOME PAGE OF THE APP YOU WANT... AND MINIMIZE YOUR BROWSER'.
MY MOST ASKED QUESTION ON LEMON8!🍋🌸
hope this helps! sorry for not replying to all your dm’s! i tried to reply to all of them but i didn’t even feel like i explained it well to the people i did get back to. hopefully this clears everything up. DM’s are still open for any questions, just be patient with me🩷 #lemon8 #tutorial #
makenna ♡

makenna ♡

76 likes

The most important thing I learned in therapy
One thing my therapist has consistently drilled into me this past year is that despite all the craziness going on around me (and trust me it always is), I am still in control of my body and the things I allow into my space- physically or mentally. It’s so important for us to remember that people ca
Yenihrrr

Yenihrrr

10 likes

How I deal with negative people in recovery
Honestly, these tips can be put to use in most social situations! Group housing, school, work, dorms, college I feel this is a good thing for everyone to learn. 🫶🏾 I've been in recovery for about 6 months now, and this seems to be the hardest challenge I have faced in a while. I've alw
Ghosty

Ghosty

19 likes

A dark, dilapidated building under a cloudy sky, with a red overlay text box stating "Most Haunted Places In Each State Part 1" and a "SWIPE" arrow. The Lemon8 logo and username are in the bottom left.
An industrial scene of Sloss Furnaces in Birmingham, Alabama, with glowing white ghostly figures amidst the machinery. The text "Alabama Sloss Furnaces in Birmingham" is overlaid. The Lemon8 logo and username are in the bottom left.
A wooden saloon building, the Red Onion Saloon in Skagway, Alaska, illuminated at night under a large full moon. The text "Alaska Red Onion Saloon in Skagway" is overlaid. The Lemon8 logo and username are in the bottom left.
Most Haunted Places In Each State Part 1
Most Haunted Places in Each U.S. State 👻🇺🇸 Alabama: Sloss Furnaces, Birmingham 🔥👻 Once a bustling iron forge, Sloss Furnaces is now known for eerie sightings of fallen workers from the 1800s. People say the old foreman, known for his ruthless work ethic, still roams the plant, overseeing an emp
🌸Andrea🌸

🌸Andrea🌸

119 likes

No 1 most underrated state in the usa
The reveal for the number one most underrated state in the US is finally here! I will forever be screaming from the rooftops that you have to experience New Mexico! There are so many stunning and underrated sights. Plus, since most people sleep on New Mexico, there are also A LOT less people aro
Marisa • Travel

Marisa • Travel

78 likes

🌟 10 Beauty Tips Most People Don’t Know 🌟
Which of these tips did you already know? Let me know in the comments and follow for more!! —— #fyp #beautyideas #beautytips #skin #skincare #beauty #beautysecrets
Paige

Paige

47 likes

Anxiety About People 🫂🗣️
Journal | I’ve had many panic and anxiety attacks related to being perceived by and communicating with others, and I think very deeply. As much as it hurts to feel the loneliness seeping in, I have to remind myself that this is one part of my life, not the entirety. I have a life full of experie
🌈 Olivia

🌈 Olivia

13 likes

USA TRAVEL DUPE | I found Iceland magic in Oregon
I was so disappointed when I got here, but let me explain why 👇 📎 ADD THIS LOCATION TO YOUR Oregon ROAD TRIP MAP Toketee Falls is a breathtaking site located in the Umpqua National Forest in Oregon It’s a popular destination for nature lovers and photographers. ✨ MY EXPERIENCE:
More Legs Room

More Legs Room

202 likes

A pink background with the bold red text "WHICH WOMAN OF THE BIBLE ARE YOU MOST LIKE?" and the handle @HOLYGALCO at the bottom.
A quiz question on a light background asking, "When facing a tough decision, what's your approach?" with five multiple-choice answers (A-E) related to faith and action.
A quiz question on a light background asking, "How would you describe your relationship with God?" with five multiple-choice answers (A-E) describing different faith approaches.
Which woman of the Bible are you most like?
Sometimes we are more like the people in the Bible than think we may be. But that does not always have to be a bad thing. There were some women who were so faithful and bold in the Bible that we can relate to and see how they emulated the character of Christ! Who are you most like? Comment belo
Dream🩷

Dream🩷

28 likes

Charlotte is still full‼️
Yes there are a lot of people currently living in Charlotte and there even more people looking to move to Charlotte😰 As a native Charlottean and a real estate agent currently living in Charlotte, trust me when I say the outskirts of Charlotte is where you really consider moving. The outskirts citi
Torri Davis

Torri Davis

28 likes

What's the worst car myth people still believe?
What's the worst car myth people still believe today? I'll start. Brand XYZ/modern car requires too much maintenance."" If anything most modern cars are incredibly resilient no matter what they are, and rarely require scheduled maintenance. Brakes, tires, suspension still have t
Car Zone

Car Zone

15 likes

Hidden Gems in NYC that most tourists miss ✨
NYC has so much charm throughout the city. But there are a lot of places that are missed out on, which could make your entire city experience so different! Here are a couple places that you might want to consider for your next visit: - Roosevelt Island: take the tram all the way to Roosevelt Isl
Grace Kim

Grace Kim

284 likes

See more