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KV Cache Transform Coding for Compact Storage in LLM Inference

https://arxiv.org/abs/2511.01815
1•walterbell•34s ago•0 comments

A quantitative, multimodal wearable bioelectronic device for stress assessment

https://www.nature.com/articles/s41467-025-67747-9
1•PaulHoule•2m ago•0 comments

Why Big Tech Is Throwing Cash into India in Quest for AI Supremacy

https://www.wsj.com/world/india/why-big-tech-is-throwing-cash-into-india-in-quest-for-ai-supremac...
1•saikatsg•2m ago•0 comments

How to shoot yourself in the foot – 2026 edition

https://github.com/aweussom/HowToShootYourselfInTheFoot
1•aweussom•2m ago•0 comments

Eight More Months of Agents

https://crawshaw.io/blog/eight-more-months-of-agents
2•archb•4m ago•0 comments

From Human Thought to Machine Coordination

https://www.psychologytoday.com/us/blog/the-digital-self/202602/from-human-thought-to-machine-coo...
1•walterbell•5m ago•0 comments

The new X API pricing must be a joke

https://developer.x.com/
1•danver0•6m ago•0 comments

Show HN: RMA Dashboard fast SAST results for monorepos (SARIF and triage)

https://rma-dashboard.bukhari-kibuka7.workers.dev/
1•bumahkib7•6m ago•0 comments

Show HN: Source code graphRAG for Java/Kotlin development based on jQAssistant

https://github.com/2015xli/jqassistant-graph-rag
1•artigent•11m ago•0 comments

Python Only Has One Real Competitor

https://mccue.dev/pages/2-6-26-python-competitor
3•dragandj•13m ago•0 comments

Tmux to Zellij (and Back)

https://www.mauriciopoppe.com/notes/tmux-to-zellij/
1•maurizzzio•13m ago•1 comments

Ask HN: How are you using specialized agents to accelerate your work?

1•otterley•15m ago•0 comments

Passing user_id through 6 services? OTel Baggage fixes this

https://signoz.io/blog/otel-baggage/
1•pranay01•15m ago•0 comments

DavMail Pop/IMAP/SMTP/Caldav/Carddav/LDAP Exchange Gateway

https://davmail.sourceforge.net/
1•todsacerdoti•16m ago•0 comments

Visual data modelling in the browser (open source)

https://github.com/sqlmodel/sqlmodel
1•Sean766•18m ago•0 comments

Show HN: Tharos – CLI to find and autofix security bugs using local LLMs

https://github.com/chinonsochikelue/tharos
1•fluantix•19m ago•0 comments

Oddly Simple GUI Programs

https://simonsafar.com/2024/win32_lights/
1•MaximilianEmel•19m ago•0 comments

The New Playbook for Leaders [pdf]

https://www.ibli.com/IBLI%20OnePagers%20The%20Plays%20Summarized.pdf
1•mooreds•19m ago•0 comments

Interactive Unboxing of J Dilla's Donuts

https://donuts20.vercel.app
1•sngahane•21m ago•0 comments

OneCourt helps blind and low-vision fans to track Super Bowl live

https://www.dezeen.com/2026/02/06/onecourt-tactile-device-super-bowl-blind-low-vision-fans/
1•gaws•22m ago•0 comments

Rudolf Vrba

https://en.wikipedia.org/wiki/Rudolf_Vrba
1•mooreds•23m ago•0 comments

Autism Incidence in Girls and Boys May Be Nearly Equal, Study Suggests

https://www.medpagetoday.com/neurology/autism/119747
1•paulpauper•24m ago•0 comments

Wellness Hotels Discovery Application

https://aurio.place/
1•cherrylinedev•25m ago•1 comments

NASA delays moon rocket launch by a month after fuel leaks during test

https://www.theguardian.com/science/2026/feb/03/nasa-delays-moon-rocket-launch-month-fuel-leaks-a...
1•mooreds•25m ago•0 comments

Sebastian Galiani on the Marginal Revolution

https://marginalrevolution.com/marginalrevolution/2026/02/sebastian-galiani-on-the-marginal-revol...
2•paulpauper•28m ago•0 comments

Ask HN: Are we at the point where software can improve itself?

1•ManuelKiessling•29m ago•2 comments

Binance Gives Trump Family's Crypto Firm a Leg Up

https://www.nytimes.com/2026/02/07/business/binance-trump-crypto.html
1•paulpauper•29m ago•1 comments

Reverse engineering Chinese 'shit-program' for absolute glory: R/ClaudeCode

https://old.reddit.com/r/ClaudeCode/comments/1qy5l0n/reverse_engineering_chinese_shitprogram_for/
1•edward•29m ago•0 comments

Indian Culture

https://indianculture.gov.in/
1•saikatsg•32m ago•0 comments

Show HN: Maravel-Framework 10.61 prevents circular dependency

https://marius-ciclistu.medium.com/maravel-framework-10-61-0-prevents-circular-dependency-cdb5d25...
1•marius-ciclistu•32m ago•0 comments
Open in hackernews

Using Residential Proxy to Overcome Captcha Barriers

1•yenaidong•3mo ago
If you frequently work on data collection, account management, or automation tasks, CAPTCHA is an unavoidable topic. Those constantly popping up image verifications, rotating CAPTCHAs, and pages requiring you to click "I'm human" are not only time-consuming but also severely disruptive to workflows. For many developers and marketing teams, these verification mechanisms are practically the enemy of efficiency. In this situation, a residential proxy(https://www.thordata.com/products/residential-proxies) becomes a key tool for overcoming CAPTCHA restrictions. By using distributed, real-world home network IP addresses, we can effectively reduce the probability of triggering CAPTCHA, making system requests more natural and secure.

Why CAPTCHA Arises

CAPTCHA (the fully automated Turing test that distinguishes between computers and humans) was originally designed with a simple purpose—to prevent automated programs from abusing website resources. However, in practice, it often mistakenly penalizes ordinary users. Many websites don't target a single IP address but use complex behavioral recognition algorithms to determine whether a visitor is a "bot." When the system detects abnormal traffic or frequent requests, it triggers CAPTCHA verification.

Common scenarios that trigger CAPTCHA include:

High-frequency access or batch requests: When the same IP accesses multiple pages or interfaces within a short period, the website will consider it a web crawler scraping data.

Shared or data center IPs: Requests using ordinary proxies or data center IPs often originate from the same server segment, making them easily flagged as suspicious traffic by website security systems.

Repeated browsing behavior: Automated scripts performing similar operations, such as repeatedly logging in, refreshing pages, or submitting forms, will be judged as non-human behavior by the CAPTCHA system.

While these mechanisms protect websites from abuse, they often mean additional trouble and delays for legitimate users.

How Residential Proxies Help Bypass CAPTCHA

Residential proxies access websites using IPs assigned by a real home network, making the website believe the requests originate from a regular user, not a data center. Unlike traditional proxies, they utilize IP addresses assigned by a real ISP, thus offering greater "credibility" at the identification level. Here are the key roles residential proxies play in reducing CAPTCHA interference:

Simulating Real User Behavior: Each residential proxy IP represents a real geographical location, which websites recognize as legitimate traffic, reducing the probability of triggering verification.

Distributing Access Pressure: Using a multi-node proxy allows requests to be distributed across different regions and network segments, preventing a single IP from being blocked due to frequent requests.

Enhancing Anonymity and Security: High-quality residential proxies not only hide the real IP but also encrypt transmissions, protecting user privacy during automated tasks or login operations.

Adapting to Complex Tasks: For scenarios such as data scraping, account management, and SEO analysis, residential proxies can maintain stable connections, preventing task interruptions or retries.

Setup Overview:

Choose a high-quality residential proxy provider and obtain the IP, port, username, and password;

Configure the proxy in your automation tools or browser proxy plugins;

Adjust request frequency and concurrency to maintain natural traffic characteristics;

Monitor proxy performance and regularly replace overused nodes.

By following these steps, the number of times you are asked to enter CAPTCHA when visiting websites will be significantly reduced, and task execution efficiency will be significantly improved.