This story was originally published on HackerNoon at: https://hackernoon.com/hackernoon-projects-of-the-week-agent-observatory-formonger-and-olio-ai.
This week's HackerNoon projects of the week are Agent Observatory, Formonger, and Olio AI.
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #proof-of-usefulness-hackathon, #proof-of-usefulness, #projects, #agent-observatory, #olio-ai, #formonger, #business-tools, #ai-tools, and more.

This story was written by: @proofofusefulness. Learn more about this writer by checking @proofofusefulness's about page, and for more stories, please visit hackernoon.com.

HackerNoon Projects of the Week are projects that have proven their necessity and usefulness. This week's projects are from the Proof of Usefulness Hackathon. The competition is designed to measure what actually matters: real utility.

This story was originally published on HackerNoon at: https://hackernoon.com/authorization-belongs-inside-the-agent-loop-not-at-the-edge.
See how continuous, context-aware policy decisions can constrain autonomous tool use—without embedding brittle authorization logic inside the agent.
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #openclaw, #authorization, #cedar, #agentic-ai-authorization, #runtime-policy-enforcement, #continuous-authorization, #agent-control-loop, #delegation-of-authority, and more.

This story was written by: @windley. Learn more about this writer by checking @windley's about page, and for more stories, please visit hackernoon.com.

See how continuous, context-aware policy decisions can constrain autonomous tool use—without embedding brittle authorization logic inside the agent.

This story was originally published on HackerNoon at: https://hackernoon.com/heres-how-students-can-investigate-their-school-districts.
Using a search engine like Google, search for public records request, your school district’s name, and your state
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #investigative-journalism, #investigative-techniques, #journalism, #local-journalism, #public-info-requests, #education-journalism, #the-markup, #public-records-request, and more.

This story was written by: @TheMarkup. Learn more about this writer by checking @TheMarkup's about page, and for more stories, please visit hackernoon.com.

Students across the country say web filters are making it harder for them to do their homework. Schools are also censoring info about sexual and reproductive health and preventing LGBTQ+ students from accessing suicide prevention resources.

This story was originally published on HackerNoon at: https://hackernoon.com/heres-why-the-godot-foundation-has-no-plans-for-console-ports.
Nonetheless, here we attempt to describe the current blockers to the best of our ability, and detail what that means for you as developers looking to port
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This story was written by: @Godot Engine. Learn more about this writer by checking @Godot Engine's about page, and for more stories, please visit hackernoon.com.

The Godot Foundation does not have active plans to work on console platform ports. This may change in the future, especially if it becomes possible to share console ports that are truly Free and Open Source (i.e. not locked behind any NDAs or paywalls) There are two types of console ports: approved middleware and custom ports.

This story was originally published on HackerNoon at: https://hackernoon.com/cell-service-is-escaping-earth.
Direct-to-device satellite connectivity is turning LEO spacecraft into cell towers.
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #satellite-internet, #starlink, #futurism, #satellites, #internet, #direct-to-device-satellite, #leo-satellite-connectivity, #hackernoon-top-story, and more.

This story was written by: @zbruceli. Learn more about this writer by checking @zbruceli's about page, and for more stories, please visit hackernoon.com.

Direct-to-device satellite connectivity is turning LEO spacecraft into cell towers.

This story was originally published on HackerNoon at: https://hackernoon.com/llmjacking-emerges-as-a-costly-new-threat-to-self-hosted-ai-infrastructure.
LLMjacking is the hijacking of self-hosted AI models for profit. Learn how attackers exploit LLMs—and how to secure your infrastructure today.
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #llmjacking, #self-hosted-llm-security, #ai-infrastructure-security, #ollama-security, #mcp-security, #ai-compute-hijacking, #reverse-proxy-llm, #hackernoon-top-story, and more.

This story was written by: @vgudur. Learn more about this writer by checking @vgudur's about page, and for more stories, please visit hackernoon.com.

LLMjacking is the illegal hijacking of self-hosted LLM infrastructure for bad purposes. This article goes into great detail about how it works and what weaknesses it takes advantage of. It also explains the code-level solutions you can use right now to protect your LLMs.

This story was originally published on HackerNoon at: https://hackernoon.com/why-sales-it-data-analysts-are-becoming-critical-to-hospitality-revenue-in-2026.
Sales IT Data Analysts are reshaping hospitality in 2026 by blending sales strategy, IT systems, and analytics to boost revenue and personalization.
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #data-analytics-in-hospitality, #hospitality-revenue-management, #sales-it-data-analyst, #hospitality-technology, #ai-in-hospitality, #revpar-analytics, #pms-crm-integration, #hospitality-it-systems, and more.

This story was written by: @yashikas. Learn more about this writer by checking @yashikas's about page, and for more stories, please visit hackernoon.com.

Sales IT Data Analysts are emerging as a critical hospitality role, combining sales insight, IT integration, and analytics to drive personalized experiences and measurable revenue growth.

This story was originally published on HackerNoon at: https://hackernoon.com/ignacio-brasca-on-building-systems-that-last.
Staff engineer Ignacio Brasca explains why systems fail, how determinism beats over-engineering, and what it takes to build software that lasts.
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #software-systems-longevity, #deterministic-system-design, #cicd-guardrails-engineering, #building-scalable-data-systems, #staff-software-engineer, #over-engineering-and-flexibility, #developer-experience-and-tooling, #good-company, and more.

This story was written by: @jonstojanjournalist. Learn more about this writer by checking @jonstojanjournalist's about page, and for more stories, please visit hackernoon.com.

Staff software engineer Ignacio Brasca shares how durable systems are built by embracing determinism, resisting over-engineering, and designing for change. He argues that maintainability, clarity under failure, and strong developer tooling—not clever abstractions—determine whether software survives growth. Lasting systems reflect both technical discipline and organizational values.

This story was originally published on HackerNoon at: https://hackernoon.com/writing-about-the-environment-in-a-world-addicted-to-speed-and-tech.
A reflective take on writing about the environment in a fast, tech-driven world, and why slowing down still matters in the age of speed.
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #technology, #future, #sustainability, #writing, #environmental-impact, #environment-tech, #environment-and-technology, #tech-driven-world, and more.

This story was written by: @swagatwrites. Learn more about this writer by checking @swagatwrites's about page, and for more stories, please visit hackernoon.com.

Writing about the environment in a fast, tech-driven world is challenging but necessary. Thoughtful writing helps slow down attention and spark reflection.

This story was originally published on HackerNoon at: https://hackernoon.com/how-to-find-and-use-restore-points-in-windows-11.
Learn how to create, find, and use restore points in Windows 11 to fix update or driver issues, plus what to do when System Restore fails.
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #windows-11-updates, #system-restore, #data-recovery, #windows-pc-data-recovery, #windows-restore-point, #windows-troubleshooting, #windows-update-issues, #windows-boot-problems, and more.

This story was written by: @johnjacobb. Learn more about this writer by checking @johnjacobb's about page, and for more stories, please visit hackernoon.com.

restore points are the snapshots of Windows’ system files, drivers and registry settings. They don’t touch your personal files but they let you rewind the system configuration to a moment that worked. Windows will automatically create restore points at some “significant” events (like certain updates or major. installs), but it’s not a predictable schedule.

This story was originally published on HackerNoon at: https://hackernoon.com/what-is-volume-shadow-copy-and-why-does-windows-11-depend-on-it.
A practical guide to Volume Shadow Copy and VSS on Windows 11, explaining snapshots, copy-on-write behavior, and essential admin commands.
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #windows-11, #volume-shadow-copy, #vss-windows-11, #windows-11-system-restore, #vssadmin-commands, #windows-backup-snapshots, #shadow-storage-windows, #windows-recovery-tools, and more.

This story was written by: @vigneshwaran. Learn more about this writer by checking @vigneshwaran's about page, and for more stories, please visit hackernoon.com.

This article explains how Volume Shadow Copy and the Volume Shadow Copy Service work in Windows 11, covering snapshot behavior, copy-on-write storage, dependent services, and key administrative commands for managing system recovery.

This story was originally published on HackerNoon at: https://hackernoon.com/check-out-what-weve-been-into-recently.
Below you’ll find an eclectic mix of the things that we read, play, listen to, and otherwise feed our brains with when we’re not heads down doing the journalism
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #book-recommendations, #video-game-recommendations, #utopia, #who-trolled-amber, #means-of-control, #balatro, #the-anxious-generation, #the-markup, and more.

This story was written by: @TheMarkup. Learn more about this writer by checking @TheMarkup's about page, and for more stories, please visit hackernoon.com.

This week, we round up the best things we’ve been reading, watching and listening to in the newsroom. From a deep dive into the role that bots played in the Johnny Depp v. Amber Heard trials to a look at the ways spammers skirt content moderation, there's plenty to keep you entertained.

This story was originally published on HackerNoon at: https://hackernoon.com/how-buck-reached-10percent-yield-without-compromising-stability-in-defis-rate-wars.
Buck increases yield to 10% and removes manual claim requirements, introducing automatic rewards in bid to lead emerging SavingsCoin category.
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #buck, #buck-news, #cryptocurrency, #defi, #strc, #good-company, #web3, #blockchain, and more.

This story was written by: @ishanpandey. Learn more about this writer by checking @ishanpandey's about page, and for more stories, please visit hackernoon.com.

Buck Labs announced on February 12 that it would increase yields from 7% to 10% and transition from manual reward claims to automatic distribution. The changes apply to the existing token infrastructure, not a separate asset, and represent the company's attempt to carve out territory in what CEO Travis VanderZanden describes as the "SavingsCoin category"

This story was originally published on HackerNoon at: https://hackernoon.com/agent-observatory-earns-a-56-proof-of-usefulness-score-by-making-ai-agents-observable-without-risk.
Agent Observatory is a fail-open observability library with a 56 Proof of Usefulness score, designed for AI agents and real-time streaming workflows.
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #proof-of-usefulness-hackathon, #software-engineering, #hackernoon-hackathon, #observability, #production-ai-systems, #machine-learning, #open-source-ai-tooling, #real-time-streaming-systems, and more.

This story was written by: @darshankparmar. Learn more about this writer by checking @darshankparmar's about page, and for more stories, please visit hackernoon.com.

Agent Observatory is a lightweight, fail-open observability library that helps teams trace and debug AI agents in production without introducing new failure points or platform lock-in.

This story was originally published on HackerNoon at: https://hackernoon.com/flares-$252-million-token-program-concludes-as-network-enters-real-utility-era.
Flare's $2B FlareDrop program concludes after 36 months of free token distributions. Can the blockchain survive without monthly airdrops? What happens next.
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #flare, #flare-news, #flare-announcement, #defi, #cryptocurrency, #blockchain, #good-company, #web3, and more.

This story was written by: @ishanpandey. Learn more about this writer by checking @ishanpandey's about page, and for more stories, please visit hackernoon.com.

Flare Network's 36-month FlareDrop program will end on January 30, 2026. The distribution mechanism allocated roughly 24 billion FLR tokens to network participants. New FLR issuance is capped at a maximum of 5 billion tokens annually.

This story was originally published on HackerNoon at: https://hackernoon.com/ai-exposes-the-fragility-of-good-enough-data-operations.
AI exposes fragile data operations. Why “good enough” pipelines fail at machine speed—and how DataOps enables AI-ready data trust.
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #ai-data-operations-readiness, #dataops-for-ai-production, #ai-pipeline-observability, #operational-data-trust, #ai-model-retraining-failures, #governed-data-pipelines, #ai-ready-data-infrastructure, #good-company, and more.

This story was written by: @dataops. Learn more about this writer by checking @dataops's about page, and for more stories, please visit hackernoon.com.

AI doesn’t tolerate the loose, manual data operations that analytics once allowed. As models consume data continuously, small inconsistencies become production failures. Most AI breakdowns aren’t model problems—they’re operational ones. To succeed, organizations must treat data trust as a discipline, using DataOps to enforce observability, governance, and repeatability at AI speed.

This story was originally published on HackerNoon at: https://hackernoon.com/the-agentic-ai-maturity-gap-combining-orchestration-observability-and-auditability.
From scattered AI pilots to strategic systems: why orchestration, observability, and auditability are the new competitive edge for enterprise AI adoption.
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #ai-strategy, #ai-agents, #enterprise-ai, #leadership, #agentic-ai-maturity-gap, #governance, #decision-velocity, #hackernoon-top-story, and more.

This story was written by: @hacker68060072. Learn more about this writer by checking @hacker68060072's about page, and for more stories, please visit hackernoon.com.

Nearly 90% of companies report using AI in at least one business function. But most still struggle to scale pilots or demonstrate clear ROI.

This story was originally published on HackerNoon at: https://hackernoon.com/study-finds-simpler-training-improves-reasoning-in-diffusion-language-models.
New research shows that restricting diffusion language models to standard generation order can significantly improve reasoning performance.
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #diffusion-language-models, #justgrpo, #ai-reasoning, #autoregressive-generation, #ai-model-training-methods, #ai-model-flexibility, #language-model-optimization, #ai-reasoning-benchmarks, and more.

This story was written by: @aimodels44. Learn more about this writer by checking @aimodels44's about page, and for more stories, please visit hackernoon.com.

A new study finds that diffusion language models reason better when constrained to standard left-to-right generation. By avoiding arbitrary flexibility and using a simple training method called JustGRPO, researchers show that fewer options can expand reasoning capability rather than limit it.

This story was originally published on HackerNoon at: https://hackernoon.com/how-akshatha-madapura-anantharamu-is-building-trustworthy-interfaces-for-ai-systems.
How Akshatha Madapura Anantharamu builds transparent, high-performance frontend systems that make AI trustworthy and usable at scale.
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #ml-frontend-engineering, #trustworthy-ai-interfaces, #explainable-ai-user-interfaces, #ai-transparency-design-systems, #ethical-ai-ux-engineering, #scalable-ai-infrastructure, #frontend-observability-ai, #good-company, and more.

This story was written by: @sanya_kapoor. Learn more about this writer by checking @sanya_kapoor's about page, and for more stories, please visit hackernoon.com.

Akshatha Madapura Anantharamu shares how frontend engineering shapes trust in AI systems. From explainable interfaces and performance optimization to observability and reusable design systems, she explains how transparency, reliability, and ethical architecture turn complex ML platforms into products users understand and rely on.

This story was originally published on HackerNoon at: https://hackernoon.com/i-built-a-causal-ai-model-to-find-what-actually-causes-stock-drawdowns.
Do valuations cause crashes? Use Causal AI & EODHD data to prove how profitability and beta drive downside risk during market shocks. Move beyond correlation.
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #causal-ai, #stock-drawdowns, #causal-inference, #stock-drawdown-modelling, #inverse-probability-weighting, #causal-ai-for-markets, #counterfactual-risk-analysis, #maximum-drawdown-modeling, and more.

This story was written by: @nikhiladithyan. Learn more about this writer by checking @nikhiladithyan's about page, and for more stories, please visit hackernoon.com.

The EODHD causal AI framework analyzes how valuation, volatility, and profitability affect a stock’s downside. The data comes from ten years of S&P 500 stocks, which is more than enough to see how company characteristics shape real risk, not just statistical noise.

This story was originally published on HackerNoon at: https://hackernoon.com/how-to-run-claude-code-with-local-models-using-ollama.
Learn how to run Claude Code with local models using Ollama, enabling offline, privacy-first agentic coding on your own machine.
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #claude-code, #ollama, #ollama-tutorial, #claude-code-news, #local-llms, #agentic-coding, #anthropic-messages-api, #offline-ai-development, and more.

This story was written by: @proflead. Learn more about this writer by checking @proflead's about page, and for more stories, please visit hackernoon.com.

Claude Code is Anthropic’s agentic coding tool. It can read and modify files, run tests, fix bugs, and even handle merge conflicts across your entire code base. It uses large language models to act as a pair of autonomous hands in your terminal. To use Claude Code with local models, you need **Ollama v0.14.0 or later.

This story was originally published on HackerNoon at: https://hackernoon.com/meet-the-writer-nan-ei-ei-kyaw-on-choosing-the-right-vector-db.
Meet Nan Ei Ei, an AI and embedded systems engineer, on writing practical guides, building RAG chatbots, and making complex systems accessible.
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #rag-systems, #vector-database, #vector-embedding, #rag-chatbot-architecture, #weaviate-rag-tutorial, #meet-the-writer, #hackernoon-contributors, #ai-systems-development, and more.

This story was written by: @nee2112. Learn more about this writer by checking @nee2112's about page, and for more stories, please visit hackernoon.com.

Nan Ei Ei shares her journey from embedded systems to AI engineering, her approach to writing practical developer guides, and how real-world constraints shape production-ready RAG systems.

This story was originally published on HackerNoon at: https://hackernoon.com/a-class-for-mom-ai-in-your-everyday-life.
This is a free online class for seniors to help them learn about AI.
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #senior-wisdom, #education, #online-education, #artificial-intelligence, #ai, and more.

This story was written by: @turbulence. Learn more about this writer by checking @turbulence's about page, and for more stories, please visit hackernoon.com.

This is a free online class for seniors to help them learn about AI.

This story was originally published on HackerNoon at: https://hackernoon.com/poll-shows-technologists-are-reluctant-to-add-chatgpt-to-growing-subscription-burden.
Technologists resist $20–$30 ChatGPT pricing as prediction markets bet on AI leadership shifts and possible OpenAI price hikes.
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #3-tech-polls, #hackernoon-polls, #ads-on-chatgpt, #ai-subscription-costs, #openai-price-increase, #polymarket-ai-model-rankings, #developer-sentiment-on-ai, #ai-adoption, and more.

This story was written by: @3techpolls. Learn more about this writer by checking @3techpolls's about page, and for more stories, please visit hackernoon.com.

A HackerNoon poll shows most technologists won’t pay $20–$30 per month for ad-free ChatGPT, signaling value sensitivity as prediction markets simultaneously bet on OpenAI price hikes and rival AI model dominance. Together, the signals suggest ChatGPT is seen as useful — but not yet indispensable infrastructure.

This story was originally published on HackerNoon at: https://hackernoon.com/from-written-off-to-tech-lead-how-gowtham-reddy-kunduru-built-engineering-leadership.
How Gowtham Reddy Kunduru overcame early setbacks to become a lead engineer driving healthcare, fintech, and cloud innovation.
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #healthcare-data-engineering, #gowtham-reddy-kunduru, #engineering-leadership-story, #fintech-tech-lead-career, #microservices-bank-systems, #kerberized-cloud-security, #nlp-ocr-healthcare-systems, #good-company, and more.

This story was written by: @jonstojanjournalist. Learn more about this writer by checking @jonstojanjournalist's about page, and for more stories, please visit hackernoon.com.

Gowtham Reddy Kunduru’s career is a story of resilience and reinvention. Once written off in college, he rebuilt himself through discipline and software engineering. From startup success to leading healthcare NLP systems processing 158M records, and fintech platforms serving 2.5M users, his journey shows how perseverance turns setbacks into engineering leadership.

This story was originally published on HackerNoon at: https://hackernoon.com/prompt-rate-limits-and-batching-how-to-stop-your-llm-api-from-melting-down.
LLM APIs have real speed limits. Learn how tokens, rate limits, and batching affect scale—and how to avoid costly 429 errors in production.
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #llm-rate-limits, #prompt-engineering, #batching-llm-requests, #api-throttling, #llm-scaling-strategies, #token-per-minute-limits, #handling-http-429-errors, #llm-production-architecture, and more.

This story was written by: @superorange0707. Learn more about this writer by checking @superorange0707's about page, and for more stories, please visit hackernoon.com.

LLM rate limits are unavoidable, but most failures come from poor prompt design, bursty traffic, and naive request patterns. This guide explains how to reduce token usage, pace requests, batch safely, and build LLM systems that scale without constant 429 errors.

This story was originally published on HackerNoon at: https://hackernoon.com/latex-isnt-just-for-academicsits-a-power-tool-for-novelists.
LaTeX isn't just for academia. Use custom commands to keep names, POV voices, and styled elements consistent across your manuscript, then reformat in seconds.
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #latex, #creative-writing, #writing-tools, #productivity, #typesetting, #systems-for-storytellers, #html, #markdown-syntax, and more.

This story was written by: @burvestorylab. Learn more about this writer by checking @burvestorylab's about page, and for more stories, please visit hackernoon.com.

LaTeX isn't just for academia. Use custom commands to keep names, POV voices, and styled elements consistent across your manuscript, then reformat in seconds.

This story was originally published on HackerNoon at: https://hackernoon.com/the-tech-communitys-efforts-to-dethrone-openai.
OpenAI is starting to raise some ethical concerns, and now the tech community wants to fight back. Here is a quick summary.
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #opneai, #open-source, #artificial-intelligence, #tech, #startups, #privacy, #good-company, #hackernoon-top-story, and more.

This story was written by: @TheLoneroFoundation. Learn more about this writer by checking @TheLoneroFoundation's about page, and for more stories, please visit hackernoon.com.

OpenAI has made tech waves in the recent years with the remanent of LLMs as search engine reindexing algorithms. The biggest issue, however, is that OpenAI is extremely centralized and has a business model that is based off of incentivizing data harvesting. This led me to build AI systems based on open peering that aims to democratize LLMs and AI applications.

This story was originally published on HackerNoon at: https://hackernoon.com/yuri-misnik-cto-at-indrive-on-architecting-an-ai-first-super-app.
Meet Yuri Misnik, Chief Technology Officer at inDrive.
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #hackernoon-interviews, #superapps, #ai-first-super-app, #indrive, #leadership-interviews, #hackernoon-top-story, #ai-transformation, #good-company, and more.

This story was written by: @newsbyte. Learn more about this writer by checking @newsbyte's about page, and for more stories, please visit hackernoon.com.

We’re excited to welcome Yuri Misnik, Chief Technology Officer at inDrive, for a conversation on scaling technology, AI innovation, and building a lean and strong engineering organization. Yuri brings decades of global leadership experience across major technology and financial services organizations, having held senior roles at companies including Microsoft and AWS. At inDrive, Yuri oversees the company’s engineering, AI, and data teams as the platform evolves from a leading ride-hailing service into a full-featured super app. In this interview, we explore what energizes him about this transformational stage at inDrive, how technology is influencing the company’s trajectory, and the leadership principles that guide his approach to lean yet impactful engineering.

This story was originally published on HackerNoon at: https://hackernoon.com/trading-logic-meets-agriculture-building-smarter-food-systems-with-ai.
Kranthi Kumar Gajji explains how AI, cloud systems, and trading logic can reduce waste, improve sustainability, and optimize agriculture.
Check more stories related to tech-stories at: https://hackernoon.com/c/tech-stories. You can also check exclusive content about #agri-tech-innovation, #cloud-computing, #ai-in-agriculture, #precision-farming, #sustainable-food-systems, #iot-and-edge-ai, #data-driven-agriculture, #good-company, and more.

This story was written by: @jonstojanjournalist. Learn more about this writer by checking @jonstojanjournalist's about page, and for more stories, please visit hackernoon.com.

Kranthi Kumar Gajji explores how trading and e-commerce logic can be applied to agriculture to reduce waste and inefficiency. By combining AI, cloud systems, and real-time data, he shows how farms can convert latency into opportunity, balance speed with seasonal learning, and build resilient, decentralized food systems optimized for long-term sustainability.

This story was originally published on HackerNoon at: https://hackernoon.com/claude-code-launches-teleport-workflow-start-anywhere-continue-everywhere.

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This story was written by: @proflead. Learn more about this writer by checking @proflead's about page, and for more stories, please visit hackernoon.com.

Claude Code allows you to move an entire conversation, including context, history, and the working branch, between the web and your local terminal. To use it, you need to connect your local environment to Claude's cloud.

This story was originally published on HackerNoon at: https://hackernoon.com/a-deep-dive-into-seatunnel-metadata-caching.
How does SeaTunnel Zeta handle 10k+ tasks?
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This story was written by: @williamguo. Learn more about this writer by checking @williamguo's about page, and for more stories, please visit hackernoon.com.

The answer is smart classloader reuse, distributed IMap checkpoints, and Catalog caching for massive scaling.

This story was originally published on HackerNoon at: https://hackernoon.com/how-to-use-eks-pod-identity-to-isolate-tenant-data-in-s3-with-a-shared-iam-role.
Learn how to use EKS Pod Identity principal tags to isolate each tenant’s S3 access with a single shared IAM role.
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This story was written by: @pjajoo. Learn more about this writer by checking @pjajoo's about page, and for more stories, please visit hackernoon.com.

Learn how to use EKS Pod Identity principal tags to isolate each tenant’s S3 access with a single shared IAM role.

This story was originally published on HackerNoon at: https://hackernoon.com/seatunnel-cdc-explained-a-laymans-guide.
The core design philosophy of SeaTunnel CDC is to find the perfect balance between "Fast" (parallel snapshots) and "Stable" (data consistency).
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This story was written by: @williamguo. Learn more about this writer by checking @williamguo's about page, and for more stories, please visit hackernoon.com.

Explore how Snapshot, Backfill, and Incremental stages use Watermark Alignment to deliver high-speed, Exactly-Once data integrity.

This story was originally published on HackerNoon at: https://hackernoon.com/why-employers-are-reconsidering-ichra-and-what-benefitbayr-is-seeing-on-the-ground.
As health costs rise, employers are rethinking group plans. benefitbay® explains why ICHRA adoption is driven by control, not policy hype.
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This story was written by: @lightyearstrategies. Learn more about this writer by checking @lightyearstrategies's about page, and for more stories, please visit hackernoon.com.

Employers are revisiting ICHRA not because it’s trendy, but because traditional group health plans are becoming harder to predict and manage. benefitbay® reports growing interest from both small and large employers seeking cost control, flexibility, and transparency. Success hinges on thoughtful design, education, and strong broker support—not shifting risk to employees.

This story was originally published on HackerNoon at: https://hackernoon.com/how-ai-is-being-used-for-border-surveillance.
U.S. Customs and Border Protection is trying to build AI-powered border surveillance systems that automate the process of scanning people trying to cross.
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This story was written by: @TheMarkup. Learn more about this writer by checking @TheMarkup's about page, and for more stories, please visit hackernoon.com.

U.S. Customs and Border Protection is trying to build AI-powered border surveillance systems. The goal is to automate the process of scanning people trying to cross into the U.S., an effort that experts say could push migrants to take more perilous routes. The Markup is the first to report on the details of CBP's plans.

This story was originally published on HackerNoon at: https://hackernoon.com/how-automation-makes-dataops-work-in-real-enterprise-environments.
DataOps provides the blueprint, but automation makes it scalable. Learn how enforced CI/CD, observability, and governance turn theory into reality.
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This story was written by: @dataops. Learn more about this writer by checking @dataops's about page, and for more stories, please visit hackernoon.com.

DataOps promises disciplined, reliable data delivery, but many teams struggle when its principles rely on manual effort. This article explains why DataOps breaks down in practice and how automation turns standards, testing, observability, and governance into enforceable system behaviors. Automation shifts DataOps from philosophy to an operational reality that scales.

This story was originally published on HackerNoon at: https://hackernoon.com/how-world-liberty-financials-usd1-is-rewriting-settlement-standards-in-prediction-markets.
Myriad became the first prediction market to use only World Liberty Financial's USD1 stablecoin, pooling all betting infrastructure in Trump-backed currency. Th
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This story was written by: @ishanpandey. Learn more about this writer by checking @ishanpandey's about page, and for more stories, please visit hackernoon.com.

Myriad became the first prediction market to use only World Liberty Financial's USD1 stablecoin, pooling all betting infrastructure in Trump-backed currency. The platform launches automated Candles markets on BNB Chain with plans to move all prediction markets to USD1-only during Q1, removing currency options to concentrate liquidity. The integration tests whether political connections affect adoption in forecasting while getting USD1 into prediction market infrastructure.

This story was originally published on HackerNoon at: https://hackernoon.com/trangpt-review-ai-powered-multilingual-communication-for-global-sales-teams.
TranGPT helps global teams communicate faster with natural AI translations, real-time reply suggestions, and tone-aware multilingual messaging.
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This story was written by: @jonstojanjournalist. Learn more about this writer by checking @jonstojanjournalist's about page, and for more stories, please visit hackernoon.com.

TranGPT is an AI-powered social translation and communication system built for cross-border sales and customer service. It delivers fast, natural multilingual replies, preserves tone and intent, and adapts to team language over time. Rather than replacing humans, TranGPT enhances decision-making, helping global teams communicate professionally, build trust, and close deals faster across markets.

This story was originally published on HackerNoon at: https://hackernoon.com/shankar-manapragada-unites-operational-excellence-through-food-services-talent-and-technology.
Shankar Manapragada shares how food services, talent development, and technology combine to drive operational excellence.
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This story was written by: @sanya_kapoor. Learn more about this writer by checking @sanya_kapoor's about page, and for more stories, please visit hackernoon.com.

With over 32 years of cross-industry experience, Shankar Manapragada explains how organizations can achieve operational excellence by integrating food service management, talent development, and technology. He outlines how learning systems, quality frameworks, and digital platforms work together to improve service delivery, employee performance, and long-term organizational resilience.

This story was originally published on HackerNoon at: https://hackernoon.com/beyond-euclidean-space-optimizing-hierarchical-data-in-hyperbolic-hsvms-gdqhwxx.
Hyperbolic SVMs (HSVM) excel at hierarchical data but face non-convex optimization hurdles.
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This story was written by: @hyperbole. Learn more about this writer by checking @hyperbole's about page, and for more stories, please visit hackernoon.com.

Hyperbolic SVMs (HSVM) excel at hierarchical data but face non-convex optimization hurdles.

This story was originally published on HackerNoon at: https://hackernoon.com/the-van-halen-principle-why-bad-citations-are-actually-safety-violations.
Turn ChatGPT into a ruthless style guide auditor and stop losing credibility over commas.
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This story was written by: @huizhudev. Learn more about this writer by checking @huizhudev's about page, and for more stories, please visit hackernoon.com.

In academic writing, citations are your brown M&Ms. Bad formatting is the fastest way to leak credibility. The Compliance Officer System Prompt is designed to handle the nuance of the latest style guides (APA 7, MLA 9, Chicago 17, etc.)

This story was originally published on HackerNoon at: https://hackernoon.com/ai-powered-credit-scoring-for-the-thin-file-and-informal-economy.
AI-powered credit scoring uses alternative data to help thin-file and informal borrowers access fair loans.
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This story was written by: @nikhilkassetty. Learn more about this writer by checking @nikhilkassetty's about page, and for more stories, please visit hackernoon.com.

The decision to credit someone is being transformed by AI-driven credit scoring. This could be life-changing for thin-file borrowers and those who are in the informal economy. Traditional credit ratings assume that an individual has a bank account, formal financial products and has borrowed a loan or used a credit card previously.

This story was originally published on HackerNoon at: https://hackernoon.com/looking-back-on-2025-a-retrospective.
I began writing retrospectives in 2023, on the year that had passed. Let's continue the tradition, but with a wider scope than before.
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This story was written by: @nfrankel. Learn more about this writer by checking @nfrankel's about page, and for more stories, please visit hackernoon.com.

The world is spiraling deeper and deeper into chaos. The U.S. has abandoned its ally Ukraine. The DevRel state is intrinsically bound to the world state. Despite the bleak context, I still have a couple of personal wins.

This story was originally published on HackerNoon at: https://hackernoon.com/transforming-from-solo-unicorns-one-person-states.
Phones extended our hands; AI extends intent. How agents, DID, and treasury-as-code turn Personal OS into Founder OS, and into Civic OS
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This story was written by: @raysvitla. Learn more about this writer by checking @raysvitla's about page, and for more stories, please visit hackernoon.com.

Sam Altman says a single founder will soon build a billion-dollar company. Altman asks: How soon until a single person boots a state?

This story was originally published on HackerNoon at: https://hackernoon.com/how-to-download-and-use-googles-search-app-on-windows-11.
Google is testing a new Windows 11 desktop app that brings Search, AI answers, Lens, and Translate into a floating search experience.
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This story was written by: @vigneshwaran. Learn more about this writer by checking @vigneshwaran's about page, and for more stories, please visit hackernoon.com.

Google is experimenting with a Windows 11 desktop app that offers a floating, spotlight-style search bar with AI-enhanced results, Google Lens, image search, and translation features.

This story was originally published on HackerNoon at: https://hackernoon.com/adaptive-action-pruning-scaling-databases-with-intelligent-action-masking.
IA2 outpaces SWIRL and Lan et al. in training efficiency using TD3-TD-SWAR and adaptive action masking for faster SQL index selection.
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This story was written by: @instancing. Learn more about this writer by checking @instancing's about page, and for more stories, please visit hackernoon.com.

IA2 outpaces SWIRL and Lan et al. in training efficiency using TD3-TD-SWAR and adaptive action masking for faster SQL index selection.

This story was originally published on HackerNoon at: https://hackernoon.com/navigating-technology-advancements-mid-way-through-your-career.
A mid-career perspective on keeping up with rapid technology change, for both tech professionals and non-tech workers now expected to adapt and learn new tools.
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This story was written by: @saqib25k. Learn more about this writer by checking @saqib25k's about page, and for more stories, please visit hackernoon.com.

Technology is evolving faster than many careers do. This article reflects on what it feels like to adapt mid-career, and how people in tech and non-tech roles can keep learning without losing confidence or identity.

This story was originally published on HackerNoon at: https://hackernoon.com/how-orbs-is-bringing-professional-perpetuals-trading-to-monad-without-custom-infrastructure.
Orbs integrates Perpetual Hub Ultra with Atlantis on Monad, enabling onchain perpetual futures through modular Layer-3 infrastructure.
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This story was written by: @ishanpandey. Learn more about this writer by checking @ishanpandey's about page, and for more stories, please visit hackernoon.com.

Orbs integrates Perpetual Hub Ultra with Atlantis on Monad, enabling onchain perpetual futures through modular Layer-3 infrastructure.

This story was originally published on HackerNoon at: https://hackernoon.com/sachin-gupta-redefining-modern-audit-through-technology-and-analytics.
Sachin Gupta blends audit expertise with analytics, automation, and cloud tools to enhance efficiency, compliance, and risk detection.
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This story was written by: @sanya_kapoor. Learn more about this writer by checking @sanya_kapoor's about page, and for more stories, please visit hackernoon.com.

Sachin Gupta modernizes auditing by blending accounting expertise with data analytics, automation, and cloud tools. His innovations—including automated testing templates, multi-ERP integration, and formula-driven analytics—reduced audit hours by 20–30%, uncovered $1M+ in misstatements, and enhanced compliance, efficiency, and risk detection for multi-industry clients.