Journal
Occasional writing on technology culture, digital life, work, money, education, and public issues.
Journal articles
Page 6 of 17e-Shram profile update checklist for continued benefits
A practical e-Shram profile review covering mobile number, address, occupation, bank information, nominee details, and official support channels.
How to update occupation on e-Shram and why it matters
Update your occupation on e-Shram accurately, understand why the portal requests current work details, and avoid misleading benefit promises.
New e-Shram mobile app in 2026: what workers should check
A safety-first guide to the new e-Shram mobile app, including official download checks, login protection, profile review, and fake-app warning signs.
e-Shram registration guide for unorganised workers in 2026
How to register on e-Shram in 2026, what information unorganised workers need, where to get help, and what the card does not guarantee.
Apprenticeship vs internship in India: which is better for a fresher?
Compare apprenticeships and internships in India by structure, duration, learning goals, stipend, proof, and value for a fresher seeking a first role.
NATS 2.0 apprenticeship eligibility and application guide
A plain-English NATS 2.0 guide covering student registration, apprenticeship advertisements, eligibility checks, training duration, and employer verification.
Physical NCS job fair checklist: documents, travel, and safety
Prepare for an in-person NCS job fair with the right documents, venue verification, travel plan, interview pitch, and personal-data safeguards.
Online NCS job fair checklist for freshers
A simple preparation checklist for freshers attending an online NCS job fair, from role research and resumes to interview setup and follow-up.
How to find government recruitment portals through NCS
Use the National Career Service government vacancy directory to reach official ministry recruitment pages and avoid fake government-job advertisements.
How to check blacklisted employers and suspicious entities on NCS
How Indian job seekers can use NCS warnings and independent checks to examine blacklisted entities, suspicious employers, and misleading recruiters.
Does NCS charge job seekers? The official fee rule explained
The official NCS fee policy explained, with examples of fake registration charges, interview fees, training deposits, and safer verification steps.
How to verify an NCS job listing before you apply
A practical verification checklist for NCS job listings, employer details, interview messages, document requests, and suspicious payment demands.
NCS job fairs in July 2026: how to find and join the right event
How to find legitimate July 2026 job fairs on the National Career Service portal, register correctly, and prepare before an online or local event.
How to register on the National Career Service portal in 2026
A clear NCS registration guide for Indian job seekers, including profile setup, job search, free services, and common verification mistakes.
Claude for physical AI: connect language models to real systems cautiously
Anthropic highlighted work bringing Claude into physical-AI settings through an industry case study. Keep simulation, bounded commands, safety controllers, human override, and hardware interlocks outside the model.
Claude usage reflection: measure whether AI is helping your work
Anthropic announced a feature intended to help people reflect on how they use Claude. Review which tasks improved, where verification took longer, and which work should remain human-led.
AI jailbreak severity scoring: why security teams need a shared scale
Anthropic and industry partners proposed work on a shared framework for scoring jailbreak severity. Score capability gained, reproducibility, required access, affected safeguards, and real-world impact.
Claude Tag for teams: organize shared AI work without losing ownership
Anthropic introduced Claude Tag as a way for teams to work with Claude. Define who can start work, edit context, approve results, and archive the final artifact.
Claude Science: make AI-assisted research auditable
Anthropic describes Claude Science as a customizable workbench with research tools, auditable artifacts, and compute access. Save datasets, environment versions, commands, intermediate artifacts, and human decisions.
DiffusionGemma explained: when faster text generation changes application design
Google describes DiffusionGemma as a faster text-generation approach in its developer AI updates. Benchmark quality at the latency target your product needs and design graceful fallback for weak outputs.
Gemini Interactions API: design resumable agent conversations
Google positions the Interactions API as a primary interface for Gemini models and managed agents. Store interaction identifiers, tool results, approval state, and idempotency keys outside the UI.
Gemini Managed Agents: understand the remote Linux sandbox
Gemini Managed Agents can provision a remote Linux environment through an API call for tool use and web work. Treat each environment as untrusted compute with scoped inputs, secrets, egress, quotas, and cleanup.
Build AI Studio apps on Google Workspace data without oversharing
Google announced direct Workspace access for apps built through AI Studio. Use a dedicated test workspace, minimum scopes, per-user authorization, and visible data boundaries.
Multi-agent orchestration with Antigravity: avoid duplicate and conflicting work
Google describes Antigravity primitives including subagents, hooks, and asynchronous task management. Give each agent an owned output, dependency graph, budget, and merge rule.
Antigravity SDK: when to host an AI agent on your own infrastructure
Google announced an Antigravity SDK for using its agent harness while hosting on your own infrastructure. Choose self-hosting only when a named requirement justifies the operational burden.
AI Mode at one billion users: what it means for small websites
Google reported AI Mode exceeding one billion monthly users and queries growing rapidly. Target tasks where readers need tools, examples, comparisons, updates, or trust beyond a short answer.
Google AI Search accepts files and tabs: what publishers should prepare for
Google announced a multimodal Search box that can reason across text, images, files, videos, and Chrome tabs. Publish clear original evidence, descriptive images, structured headings, and crawlable supporting text.
Keep AI video characters consistent across scenes: a production checklist
Google highlights improved character and voice consistency in Gemini Omni Flash workflows. Create a reference sheet and lock identity, wardrobe, voice, lighting, and scene constraints before generation.
How to verify SynthID watermarks on AI-generated video
Google says Gemini Omni output includes an imperceptible SynthID watermark that can be checked through supported Google surfaces. Use watermark checks as one provenance signal alongside source history and independent verification.
Gemini Omni video generation: use references without losing control
Gemini Omni starts with video generation and can combine multiple reference types into one output. Track the source, permission, intended use, and removal date for every uploaded reference.