Gautam Chadha retweeted
Dark Factory - Beginning of an area
A dark factory SDLC is an autonomous software delivery system where AI agents handle the full requirement-to-deployment cycle, and humans only set intent and manage exceptions.
The six principles and what each actually demands:
Intent over instruction is the hardest shift. Your client's engineers are used to writing Jira tickets with acceptance criteria, not business goals. The dark factory requires prompts structured as outcomes ("reduce checkout abandonment by 10% for mobile users") not task specs. This demands an Intent Engine that parses natural language into structured work units - think of it as a requirements compiler.
Story Definition - This is the key - How your agent understands, describes story via Acceptance criteria + specs + user interface definition -> defines volumes of success. Remember code generator agent has to reliably act on story definition. This step should also have a feedback loop (think about verification look within story definition - agent verifying its own output before handing over to code generation agent).
Code Generation agent - Must factor in - Architecture Blueprint (HLD, LLD) and create its own specs - this is a really good way to state what the code is going to be generated against. Think about framework, guardrails, design patterns, best practices to be a part of this. Ideally, it can be fetched from a repo when agent starts building context for code generation. Across various tools that can be used to build or modify the same application, you should be maintaining a dependency graph to keep changes in sync.
Zero-touch execution means no PR approval loops, no standup blocker checks. Agents handoff between each other. This is non-trivial - most teams underestimate how much invisible coordination happens in Slack that needs to be formalised into agent-readable signals. One agent's output must be well understood by another agent, that it is handing over to. It means seamless, well described, and equally better understood.
Continuous verification reframes QA from a gate into a fabric. The QE agent runs tests, catches failures, and loops back to the coder agent with context - not a Jira ticket to a human. This requires the verification loop and the defect fixing workflow to be tightly coupled. Further, you can also classify what agent should fix, what it should not (slack notification perhaps in cases fix can cause high regression).
Composable over monolithic means every agent is a swappable module. Today's coder agent is GPT-5.4. Tomorrow it's Claude Sonnet 4.6. The agent mesh can't be tightly coupled to any one model or tool. Besides, you have to factor in nuances of output differences generated by models.
We are living in this era. We just learnt how to generate a whole journey of a large application end to end (all the way to building a release candidate) through swarm of agents (requirement > code > testing > deployment) ..
This is very different from the conventional application different. You learn a lot. This is probably the future.
Gautam Chadha retweeted
The amazing.... Mahindra XEV 9E,
- A breakdown saying "Critical Error"
- SoS button dials a number - "which doesnt exist"
- RSA commits to helping in 10 mins and never calls back...
Zero Trust, Horrible after sales...
#StuckWithMahindra #breakInIndia @MahindraRise @Mahindra_Auto @anandmahindra
Gautam Chadha retweeted
I lost my account with over 440,000 followers. And, X hasn't been helpful so far.
My account @Akshat_World has been hacked.
My team has tried to coordinate with X support. But, it just keeps hitting a bot. We are clueless at this point how to approach this further.
It had taken me several years to build this account.
Not sure if I will ever get it back.
Just hoping that good folks would help me escalate this. @elonmusk @nikitabier
Thank you :)
Gautam Chadha retweeted
Total female population of Delhi= 80Lakh
Freebie promised= 2100 INR/month per female
2100 * 12= 25,200 per year, per female
80L * 25,200= 20,000Cr
Total state budget Delhi = 72,000Cr
% spent on 1 freebie scheme= 27.7%
The rate at which we are destroying our nation is unreal.
Gautam Chadha retweeted
Join the movement for sign language accessibility!
Take the pledge to learn and promote Indian Sign Language, and help build a more inclusive world for everyone.
Take the pledge: pledge.mygov.in/indian-sign-…
#SignLanguageDay #SignLanguage
@MSJEGOI @socialpwds
Gautam Chadha retweeted
Attend the main JS conference in the US for free! How?
🎟️Just claim your remote ticket via the following link: gitnation.com/badges/jsnatio….
In the lineup, you'll find amazing speakers like @addyosmani, @Rich_Harris, @stoyanstefanov, @debs_obrien & many more.
Gautam Chadha retweeted
🚀 Tune in now! Arsalan's Remixjs talk is setting the stage on fire! 🔥
Link: publicisgroupe.zoom.us/j/945…
#ReactIndia #ReactDelhi
#RemixJS #LiveEvent #TechTalk
Gautam Chadha retweeted
Replying to @official_dda @MoHUA_India @HardeepSPuri @LtGovDelhi @Spanda3000 @PIB_India @MIB_India @mp_kaushal @DDNewslive @airnewsalerts
इतने कम समय पर नोटिस देकर दोबारा bidding की प्रक्रिया को अकस्मात खोल कर DDA auction के द्वारा मुनाफा खोरी के लिए गलत कदम उठाए गए । आज के auction को रद्द करके दोबारा HIG की स्कीम खोली जाए । @LtGovDelhi
Gautam Chadha retweeted
🚨 Giveaway Alert 🚨
We are giving away 10 React Nexus T-shirts.
Retweet this to participate in the giveaway. We will randomly pick 10 winners on Jan 4th.
reactnexus.com/
Gautam Chadha retweeted
Next up we have Apoorva Srivastava from @PublicisSapient on the stage to talk about how Edge Side Rendering and WebAssembly can help improve your Apps's Load Time and Overall User Experience!
Watch her talk live at reactindia.io/live
#ReactIndia2023
Gautam Chadha retweeted
Replying to @Apoorvas007
@Apoorvas007 from @eXperienceEngg @PubSapientIndia presenting edge side rendering with #WebAssembly to improve Server side rendering to meeting performance goals at #ReactIndia2023. Amazing storytelling, futuristic talk on #WASMEdge
Gautam Chadha retweeted
🚀 Exciting News! 🎉
We're thrilled to announce that @PublicisSapient is stepping up as a PLATINUM SPONSOR for #ReactIndia2023! Get ready for an incredible event filled with innovation, insights, and all things React!
#PublicisSapient 🤝 #ReactIndia
@PubSapientIndia @rravuri @vinodloha @saileshraghavan @NULLisObject
Gautam Chadha retweeted
Replying to @NULLisObject
@NULLisObject talking about 10X growth towards DBT and AI within the XE Community Townhall #GenerativeAI #javascript @PubSapientIndia – at Nagda, India
Gautam Chadha retweeted
Thank you @NULLisObject and Apoorva for showing interesting and unique use cases of AI in development at @jsconf_india
Gautam Chadha retweeted
Replying to @NULLisObject
@NULLisObject and Apoorva rocking at the stage right now @jsconf_india #jsconf #publicissapient @vikash21 @manishekhawat @saileshraghavan @vijendramisra @vinodloha @DikshaSharma01
Gautam Chadha retweeted
Replying to @NULLisObject
@NULLisObject Fantastic use cases shown, loved it. Im liking this Lang chain integration with javascript #jsconf @jsconf #ArtificialIntelligence #javascript @PubSapientIndia @PublicisSapient – at Nagda, India
Gautam Chadha retweeted
Direct from @PubSapientIndia XE labs
github.com/xe-labs/js-gpt-to…
Leveraging the GPT power in custom solutions to mitigate some general issues. Impressive talk by rockstar @NULLisObject & Aproorva!
#javascript #ai #chatgpt #azuregpt #OPENAI
Gautam Chadha retweeted
Apoorva Srivastava and @NULLisObject will soon be on Track 1 to talk about AI assisted coding.
If you miss it, ChatGPT will not be happy with you 😛
buff.ly/3MPhRHt
#JSConfIndia
Gautam Chadha retweeted
Publicis Sapient is glad to partner with @jsconf_india as exclusive Diversity Sponsor.
Click here for event details and registration:
jsconf.in/#sponsors
#ThriveAtPs #frontend #Engineering #ExperienceEngineering #EngineeringatPS
Gautam Chadha retweeted
Our next Meetup on 12th May 2023, features two exciting topics.Join us online or in person at our Gurgaon office for an afternoon filled with learning, networking, and fun. RSVP Now: lnkd.in/guQae9nK
#meetup #JavaScript #publicissapient #gurgaon


































