flex.

[Thelma Etuk @officialladi_T]

Bookmark this before algorithm hides it ...

[Godsent Ndoma @Godsent_Ogar]

Entry level data analyst interview prep:

[Simons @Simon_Ingari]

Recruiter :"Where do you see yourself in 5 years?"

Weak candidate : "In your position" ❌❌❌❌

High value candidate :

[Simons @Simon_Ingari]

Never leave an interview without asking this question :

[Simons @Simon_Ingari]

HOW TO INTRODUCE YOURSELF IN A JOB INTERVIEW

1. Greet and thank the interviewer:

“Good morning, and thank you for the opportunity to be here.”

[Simons @Simon_Ingari]

Recruiter : “We’ll get back to you soon.”

Weak candidate : “Okay, thank you.” ❌❌❌❌

High value candidate :

[Anish Jaitwar @AnishJaitwar]

JOB INTERVIEW:
"Can you explain this 8-month gap in your resume?"

Most candidates say:
"I took some time off to recharge, travel, and figure out my next career steps."

THE WINNING ANSWER:

[Simons @Simon_Ingari]

1. Your salary.
The moment people know what you earn, comparisons, resentment, and office politics can quickly follow.

2. That you're actively looking for another job.
Until you have a signed offer, keep your job search private to avoid being treated differently.

3. Your long-term exit plans.
Telling everyone you plan to leave can cause managers to exclude you from promotions and important projects.

4. Your personal financial situation.
Whether you're struggling or wealthy, money conversations at work can change how colleagues perceive you.

5. Office gossip you've heard.
Repeating rumors may make you seem untrustworthy, even if the information turns out to be true.

[Simons @Simon_Ingari]

𝗜𝗻𝘁𝗲𝗿𝘃𝗶𝗲𝘄𝗲𝗿: “𝗪𝗵𝗮𝘁 𝗶𝘀 𝘆𝗼𝘂𝗿 𝗲𝘅𝗽𝗲𝗰𝘁𝗲𝗱 𝘀𝗮𝗹𝗮𝗿𝘆?”

This question sounds simple… but this is where many candidates slip.

If you ask too high → company might reject you
If you go too low → you risk getting paid below market value

Here’s how to answer it confidently and professionally:

[Simons @Simon_Ingari]

Recruiter : "Tell me about yourself?"

Weak Candidate : "My name... My age... I live in..." ❌❌❌❌

High Value Candidate :

[Simons @Simon_Ingari]

Things on your resume employers can’t verify:

[Suraj Sharma @suraj_sharma14]

Math + Statistics -> ML Engineer
Linear Algebra + Probability -> Research Scientist
AI + ML + DL -> AI Engineer
NLP + Transformers -> LLM Engineer
Computer Vision + CNNs -> CV Engineer
DSA + Systems Design -> ML Infrastructure Engineer
DBMS + Vector Databases -> RAG Engineer
Cloud + Distributed Systems -> MLOps Engineer
Prompt Engineering + APIs -> AI Product Engineer
Ethics + Policy -> AI Safety Researcher
Reinforcement Learning + Game Theory -> RL Engineer
Data Engineering + ETL Pipelines -> ML Data Engineer
Robotics + Control Systems -> Robotics AI Engineer
Speech Processing + Audio Signals -> Speech AI Engineer
Edge Computing + Model Compression -> Edge AI Engineer

same foundation. fifteen different directions... depending on what you specialize in.

and people still ask why we're forced to study "useless" subjects.

Bookmark & Repost!

[flex. @Anurai87]

@JobFound5 I'm interested

[Arti Shah @TechByArti]

If I got laid off tomorrow & had to replace my salary asap, here’s exactly what I’d do:

1. Go to Instagram and start a fresh account. Use a spare email. No one has to know.

[Suraj Sharma 🚩🌞 @suraj_sharma7]

कभी-कभी ज़िंदगी एक शांत झील जैसी लगती है-बिलकुल सीधी,स्थिर,बिना किसी हलचल के।हम इस शांत सतह के नीचे झाँकें,तो अंदर बहुत सी भावनाएँ,अधूरी इच्छाएँ,अनकही बातें और अनगिनत प्रश्न छुपे होते हैं।कुछ बातें कहना चाहते हैं पर कह नहीं सकते!आंखें झील सी हैं,जहां जिंदगी के लम्हें छुपे हैं।❣️

[me @twetsfyp]

This guy just LEAKED the EASIEST way to make money in 2026:

Claude Code + YouTube = $62,000/Month 💰

Nothing complicated. (Just 13 minutes)

Save this in favorites so you don’t lose it.

[Anupam Haldkar  @AnupamHaldkar]

As a Backend Developer, Slap yourself if you cannot clearly explain at least 10 of the following:

TCP congestion control algorithms
TLS 1.3 handshake internals
HTTP/2 multiplexing & HPACK
HTTP/3 + QUIC packet loss recovery
Connection pooling pitfalls
Zero-downtime deployment strategies
Database transaction isolation levels (serializable vs snapshot)
B-tree vs LSM-tree index internals
Query planner & cost-based optimization
Deadlock detection & prevention
ACID vs BASE trade-offs
Two-phase commit vs Saga pattern
Distributed locking (Redlock pitfalls)
CAP theorem in practice
CRDTs & conflict-free replicated data types
Eventual consistency anti-patterns
Kafka partition rebalancing & exactly-once semantics
RabbitMQ dead-letter queues & message ordering
gRPC streaming + flow control
GraphQL resolver batching & N+1 problem
OAuth2 token introspection vs JWT validation
Rate limiting algorithms (token bucket vs leaky bucket)
Circuit breaker + bulkhead patterns
Observability: OpenTelemetry tracing propagation
Prometheus metric cardinality explosion
Log aggregation with sampling
Memory-mapped files vs traditional I/O
Garbage collection tuning (G1 vs ZGC)
Thread pools vs virtual threads (Project Loom)
Actor model vs shared-memory concurrency
Message-driven architecture (Akka / Orleans)
CQRS + Event Sourcing projections
Outbox pattern for reliable events
Sharding strategies & hot partition avoidance
Read replicas lag monitoring
Database connection pool exhaustion
Prepared statement caching
Index bloat & vacuum strategies
Kubernetes pod disruption budgets
Service mesh traffic shifting
Serverless cold-start mitigation
API gateway throttling & caching layers
Background job queues (Celery / BullMQ) retry semantics
Distributed cache invalidation (cache-aside vs write-through)
Eventual consistency in cache
Idempotency keys in API design
Optimistic locking with version vectors
Paxos / Raft consensus internals
Byzantine fault tolerance basics
Chaos engineering principles
Database failover & split-brain prevention
Microservices observability (distributed tracing)
API contract testing (Pact / Spring Cloud Contract)
Backward-compatible schema evolution
Protobuf vs JSON performance trade-offs
Binary protocol parsing
Zero-copy networking (sendfile)
epoll / kqueue internals
Syscall overhead & context switching
Memory barriers & CPU cache coherence
Lock-free data structures
Bloom filters & HyperLogLog in practice
Consistent hashing for load balancing
Virtual memory & page faults impact
Container runtime security (seccomp, AppArmor)
Sidecar pattern limitations
Service discovery (Consul vs DNS)
Blue-green vs canary deployments
Feature flags with rollout strategies
Data pipeline backpressure handling
Exactly-once processing guarantees
Idempotent consumers in event streams

And if you only know 10 — kindly return the “Senior Backend Developer” title. 😄

[Awa K. Penn @TawohAwa]

Learning Claude now is like buying Bitcoin in 2017.

Most people will realize it way too late.

Here are 6 prompts to get ahead of 99% of people in 2026: 👇

[Nabil Abdullah @NabilMinhaz]

During a job interview, if they ask: “Do you have any questions for us?”

USE THE GOLDEN RESPONSE:

[Zunaira @ZunairaSaeedAi]

JOB INTERVIEW:

"Tell me about yourself."

This single question eliminates more candidates than any technical test.

Most people waste the opportunity by reading their resume out loud.

Here's how top candidates answer it:

🧵