Ary

AI Engineer | Building MetricHook in public 🚀 | Automating high-converting B2B outbound loops.

[Ary @AryShips]

@LeadHerLogic Yes

[Ary @AryShips]

Building this in public over the next 6 weeks.
🛠️ Next.js, FastAPI, Supabase, Smartlead API.
Looking for 10 outbound agencies to beta test the automated sync entirely free.
If you run cold outreach, what feature would make this an instant buy for you? DMs open! 🚀 (3/3)

[Ary @AryShips]

Cold email in 2026 is hitting a wall. Standard tags like {{first_name}} or {{company_name}} are completely dead. Deliverability is tougher, and response rates are dropping.
As an AI Engineer, I’m building a micro-SaaS called MetricHook to fix this at scale. 👇 (1/3)

[Ary @AryShips]

No more downloading messy Excel sheets. MetricHook is an all-in-one:
1️⃣ Finds localized target leads
2️⃣ Uses AI to analyze their site & calculate a custom financial leakage metric
3️⃣ Automatically injects a dynamic calculator link straight into your Smartlead campaign (2/3)

[Ary @AryShips]

@dashboardlim Free

[Priya @LoopandPixels]

If I had 6 months to become a GenAI Engineer.

I'd do this.

Stage 1: Python + Async Architecture FastAPI, asyncio, typing, Pydantic v2, event-driven design, API integration patterns.

Stage 2: Multimodal LLM Fundamentals Transformer architecture, SLMs vs LLMs, context window management, vision/audio inputs, token economics.

Stage 3: Structured Outputs + Prompt Ops JSON schema enforcement, function calling, prompt versioning, template management, few-shot optimization.

Stage 4: Advanced RAG + Knowledge Graphs Hybrid search, graph RAG, semantic reranking, metadata filtering, citation grounding, incremental indexing.

Stage 5: Agentic Workflows + Orchestration LangGraph/LlamaIndex, tool use, planning loops, multi-agent collaboration, human-in-the-loop handoffs.

Stage 6: Production GenAI Applications Streaming responses, optimistic UI, fallback models, rate limiting, cost-aware routing, session management.

Stage 7: Evaluation + Quality Assurance LLM-as-a-judge, automated eval harnesses, regression testing, hallucination metrics, RAGAS/DeepEval.

Stage 8: Inference + Infrastructure Optimization vLLM/SGLang, quantization (FP8/INT4), KV caching, speculative decoding, edge deployment, model distillation.

Stage 9: MLOps + Observability Distributed tracing, latency monitoring, cost dashboards, drift detection, CI/CD for prompts and models.

Stage 10: AI Safety + Compliance Guardrails, prompt injection defense, PII redaction, copyright checks, EU AI Act compliance, content filtering.

Stage 11: Open Source + Portfolio Ship multimodal agents publicly, write technical deep dives, record demo videos, contribute to orchestration libs.

Stage 12: Apply GenAI Engineer, AI Application Developer, LLM Infrastructure Engineer, Autonomous Systems Engineer roles.

Most people stay stuck watching tutorials.

Builders get hired.

(Bookmark it)

[Swapna Kumar Panda @swapnakpanda]

Learning System Design in 2026?

Go for these completely FREE courses:

1. Fundamentals
https://t.co/IDGW3De1EA

2. API Design
https://t.co/AUx3IzQkir

3. Rate Limiting
https://t.co/s6vyKcgnZE

4. Load Balancing
https://t.co/KlhVjDQyy6

5. Caching
https://t.co/zQr7bzsZm2

6. Message Queues
https://t.co/UiFwA4ZB56

7. Sharding & Partitioning
https://t.co/ZsLV5rVcrz

8. Database Replication
https://t.co/dtEvSPXrB8

9. Consistent Hashing
https://t.co/Oy1BUf23xe

10. CAP Theorem
https://t.co/jFfObbFc39

11. Microservices
https://t.co/nYizg4BLrA

12. Fault Tolerance
https://t.co/HpLji5RTod

13. Scalability
https://t.co/uovZHvzSBf

14. Event-Driven Architecture
https://t.co/cAkbLpPfqd

15. Service Discovery
https://t.co/tdjRfah2re

[Ary @AryShips]

@ajitcodes Ai

[Ary @AryShips]

@symphonylimited

Hi, I purchased the Ice Cube 27 Personal Room Air Cooler (Order ID: #151605). It is not cooling properly and has a bad smell. Please arrange a return and refund.

[Ary @AryShips]

@techxutkarsh @smileguptaaa Please share me

[Ary @AryShips]

@AmanSharma_554 @kamlesh76879076 Legal issues ho sakta hein koi complaint kiya tph

[Sourav Mohanta @Sourav44281219]

Finally launching AlgoPundit
An online coding platform where users can solve coding problems, test their skills, prepare for interviews
Check it out: https://t.co/IvjQF6XgtU
special thanks to @Hiteshdotcom @piyushgarg_dev @sigmadev234 @nirudhuuu

[Ary @AryShips]

@myntra I ordered US polo cargo pants order id - 129300873031977055103 it was a picked up by the delivery person, he is regular pick up guy and he said that he gave the to the office @myntra .
I have repeatedly reached out to customercare but they never care to resolved this.

[Dr. Brahma Chellaney @Chellaney]

Snatching defeat from the jaws of victory has long been an Indian political tradition. Here are just a few examples:

1948: India takes the Jammu and Kashmir issues to the UN and then agrees to a ceasefire when the Indian Army is marching toward victory.

1954: Without any quid pro quo, India surrenders its extraterritorial rights in Tibet and recognizes the "Tibet Region of China."

1960: India signs a treaty benignly reserving over four-fifths of the Indus Basin waters for its downstream foe, Pakistan.

1966: India returns to Pakistan, which launched the 1965 war, the highly strategic Haji Pir, which subsequently becomes a launchpad for Pakistan to infiltrate terrorists into India.

1972: At Shimla, India gives away its war gains at the negotiating table without securing anything in return from Pakistan.

2021: After China's 2020 stealth encroachments on key borderlands of Ladakh, India vacates the strategic Kailash Heights, forfeiting its only bargaining chip in negotiations, and then agrees to Chinese-designed "buffer zones" in some Ladakh areas.

2025: To put an end to Pakistan's four-decade-long "war of a thousand cuts" through terrorist proxies, India launches "Operation Sindoor," only to halt it three days later without achieving any clear objective.

[Lala @FabulasGuy]

Muridke, Pakistani on camera mistakenly accepted

“Yes, training happens here; mujahideen and others are prepared at this camp”

This video should reach every corner of the world.

[Ary @AryShips]

@Indxrz What about rohit

[Ary @AryShips]

@iupdeshrai Kaha se kharidw ho aap

[IN- Depth Story @in_depthstory]

200+ Nepali Students are being forced to leave KIIT University. Students are also being beaten by the officials.

[Ary @AryShips]

@RanvirShorey @abhijitmajumder Please take a joke as a joke. If you don’t like it, feel free to comment, but saying things like ‘psychiatric test’ isn’t right. It was a funny joke for me and many others, though I understand it might not be funny for everyone.