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Replying to @OfficeRera
@OfficeRera @BZZameerAhmedK @abhidevelopers @CPBlr
Respected Hon'ble Chairman Rakesh Singh & Housing Minister Zameer Ahmed Khan,
Mr. Supratim Sircar bought Flat B-014 in Abhi Homes (Abhi Developers, RERA PRM/KA/RERA/1250/303/PR/190711/002665) via registered Agreement for Sale dt. 08 Apr 2024 (Doc DNH-1-00632-2024-25).
Original possession was supposed to be in Dec 2024. Still no handover in May 2026. No delay interest paid, only false promises. RERA order for Complaint No. 00739/2025 not enforced.
Request immediate action: handover possession, pay compensation & penalise promoter.
Protect homebuyers. Evidence in thread.
@supratimsircar
A homebuyer should not have to fight twice.
First for possession.
Then for enforcement of a RERA order.
I bought Flat No. B-014 in Abhi Homes project of @abhidevelopers under a registered Agreement for Sale executed on 08 Apr 2024 and registered on 12 Apr 2024 as Document No. DNH-1-00632-2024-25.
Supratim Sircar retweeted
We decoupled memory from the model.
Living Brain is one persistent brain for ChatGPT, Claude, Cursor, Codex and your own agents. Write in one, retrieve in any.
92.2% on LoCoMo. 464ms median retrieval. Up to 22.6x fewer tokens per question.
LLMs have parameters. Living Brain has plasticity.
Supratim Sircar retweeted
I did say we'd be releasing our models periodically...introducing Gemini 4 Carbon, our next frontier model.
Following Argon's release just two weeks ago, Carbon shows the pace at which we’re pushing the frontier, it ranks #1 on the recently updated v5.0 of @ArtificialAnlys Intelligence Index at 59. It also leads across key cybersecurity evaluations scoring 88.2% on SEC-bench Pro for finding vulnerabilities, 54.8% on ExploitGym for exploitation, and 71.0% on CWE-bench for patching.
We’re seeing significant improvements in long-horizon tasks even compared to Argon, and we’ve strengthened frontier safeguards.
As we did with Argon, we’re going to roll it out gradually + responsibly. Some trusted cyber defenders will get access starting this week. We'll be expanding it to more partners through our Fairwind Program, ahead of wider availability soon, so hang tight!
Supratim Sircar retweeted
100 TV brands on CleanYourTV! 🎃🎉
371 TV models.
Each one tested by an owner on their own TV.
📺 Android/Google TV: full makeover, ads gone
🔒 Samsung, LG and other TVs: privacy makeover
Is yours on the list? 👇
Supratim Sircar retweeted
Vibe coded my parents' TV this afternoon!
It was showing a sponsored ad before you could even get to Netflix.
Gave Claude Code the model number, it found the TV on wifi, removed 25 Xiaomi packages and wrote a new launcher.
Looks like an Apple TV now lol
Supratim Sircar retweeted
Gemini 4 Argon just DESTROYED Claude Opus 5.5 and GPT-6 Astra in the latest benchmark
Google is officially BACK
Supratim Sircar retweeted
If you or someone you know has been unlawfully detained, please fill out this form ASAP!
CJP is putting together the information needed to support affected volunteers and individuals.
Please share this widely. Every case matters, and nobody should have to navigate this alone. We want to ensure those affected get the support and legal aid they require.
forms.gle/dJoTy4Yiw4vBfLqB9
Supratim Sircar retweeted
Anthropic gives their users way more compute than OpenAI.
GPT 6 Astra is practically unusable on a Codex subscription. I burn through my entire weekly limit on the $500 plan in a day.
GPT 6.1 Sol gives you a lot more usage. But Opus 5.5 is leagues ahead of it, and Anthropic's subscription still gives you way more.
Anthropic gives you a smarter model with more usage.
It is not even close right now.
Just passed the Claude Certified Architect – Professional exam from @AnthropicAI with 970 (pass mark: 720) 🎓
Designing production-grade agents, evals, guardrails & observability with Claude.
Verified credential 👇
credly.com/badges/84a50dfe-3…
#Claude #GenAI
Supratim Sircar retweeted
ESTO ES JODIDAMENTE INCREÍBLE
un dev en solitario acaba de abrir el código de un reemplazo 100% GRATIS de ElevenLabs que se ejecuta completamente en tu propia máquina.
el repo de GitHub está en 19.4K estrellas.
te permite:
→ clonar una voz desde un clip de referencia limpio
→ doblar cualquier video a 646 idiomas
→ generar audiolibros, dictado, transcripción
→ elegir entre 14 motores TTS en lugar de uno
ElevenLabs soporta 32 idiomas. esto hace 646.
sin cobro por carácter. sin límites de uso. ningún audio sale nunca de tu computadora.
guarda esto para después.
os dejo el repo abajo
Codex generates. Jev evaluates. Zig policy decides deterministically.
jevx is open source. Early release; binaries are OS-unsigned. Try it—which policy or recovery edge should we test next?
producthunt.com/products/jev…
#AIAgents
Supratim Sircar retweeted
🚨 A Netflix engineer just open-sourced the fix for the most expensive problem in AI: wasted tokens
It's called Headroom, and it might be the smartest fix to high token usage
Your agent reads a 10,000-token log file to find one error.
You paid for all 10,000 tokens.
The answer needed 1,200.
Headroom sits between your agent and the LLM and compresses everything before the model sees it.
JSON, code, logs, RAG chunks, each gets its own specialized compressor.
And it's reversible: the originals stay on your machine, so nothing is lost.
The results speak for themselves:
→ Up to 95% fewer tokens
→ Same accuracy on benchmarks
→ Zero changes to your code
Setup takes one minute:
1. pip install "headroom-ai[all]"
2. headroom wrap claude
Done.
Works with Claude Code, Cursor, Codex, and anything OpenAI-compatible.
Everything runs locally, fully open source.
The cheapest token is the one you never send.
🔗 Github repo: github.com/headroomlabs-ai/h…
So, are you compressing your context, or just paying the bill?
A homebuyer should not have to fight twice.
First for possession.
Then for enforcement of a RERA order.
I bought Flat No. B-014 in Abhi Homes project of @abhidevelopers under a registered Agreement for Sale executed on 08 Apr 2024 and registered on 12 Apr 2024 as Document No. DNH-1-00632-2024-25.
Still after 5 months same old shit by @abhidevelopers
Even trying to dupe new customers by aliasing with new name of “Vinra North Home” instead of “Abhi Homes” and calling it a marketing tactic.
New customers in @bengaluru please beware of this. Both projects have exact same RERA number. – at Bengaluru, India
Google engineer explained how to fine-tune a tiny LLM from 46% to 90% accuracy on your phone in 21 minutes - better than $1500 on-device AI bootcamps.
pick Gemma 270M -> generate synthetic task data -> fine-tune with LoRA -> quantize to int4 -> deploy to Pixel and hit 2000 tokens per second.
That loop is how a 270M model beats a 70B one on your task, running fully offline in your pocket.
Gemma 270M + synthetic data + LoRA + int4 quantization + on-device runtime - that's the stack.
Watch and save it, then fine-tune your own tiny agent tonight.
Supratim Sircar retweeted
Open Letter to PM:
We urge PM @narendramodi to provide ₹1 crore in compensation to the families of students who died by suicide due to the paper leak crisis.
Supratim Sircar retweeted
Google just dropped a FREE 421-page playbook for AI agents.
Inside:
→ Prompt chaining
→ Memory & routing
→ MCP + multi-agent systems
→ Planning & guardrails
→ Code-backed examples
This isn't a blog post.
It's an AI engineering curriculum.
🚨 GIVEAWAY
• 3 premium AI tool subscriptions • 10 AI resource packs
Follow + Like + Repost ♻️
Comment "AGENT" and I'll pick winners in 48 hours. :::
This GenZ kid is more sorted than people with partisan apprehensions on social media.
Reporter: What are your demands?
Aarav: Dharmendra Pradhan's resignation.
Reporter: If Dharmendra Pradhan doesn't resign today, will you still support CJP?
Aarav: I have no personal attachment to CJP. I will support any party that raises my issues. I haven't come for CJP. I have come for Dharmendra Pradhan's resignation. My issues are not Hindu-Muslim. My issues are education, healthcare, etc.































