ANCHI STE

New video is out.

I compared Google AI Pro, ChatGPT Plus, and Claude Code at the same $20/month price point to answer one simple question:

Which AI subscription is the best for your real work?

If you are thinking about paying for an AI tool in 2026, this video will help you choose faster.

Watch here:

ANCHI Science, Technology & Education Company Best $20 AI Subscription in 2026? Google AI Pro vs ChatGPT Plus vs Claude Code

https://www.youtube.com/watch?v=rYHgpB3P9JE

The Evolution of AI: From Raw Data to Physical AI (2026 Update) Curious about how Artificial Intelligence (AI) evolved from simple statistical models to intelligent physical entities (Physical AI) and autonomous "digital ...

🔬 EMBEDDED R&D PARTNER – A TECH TEAM INSIDE YOUR PROJECT

Won a great project but no real engineering team to build the AI / platform / tools?

👉 ANCHI – Embedded R&D Partner acts as the tech engine inside your consortium.

We help with:

📜 Turning proposals into concrete technical specs
🧠 Implementing AI, signal and digital twin modules
🌐 Building backends, apps and internal tools
🧪 Integration, testing and pilots with users
📄 Technical documentation and support for reviews

Perfect for AI / BCI / digital health / IoT / digital twin projects.

👉 Comment “R&D PARTNER” or inbox the page
👉 Details:

Embedded R&D Partner for Emerging Technologies - Co-Development Services | ANCHI STE Co-developing new technologies as outcomes of funded projects. We act as an R&D work package engine inside your project, delivering working prototypes and demonstrators for AI, BCI, Digital Twins, and IoT projects.

📑 FUNDING & PROPOSAL CO-DEVELOPMENT – TURN IDEAS INTO FUNDED PROJECTS

Strong idea. Good partners. Real need.
But the proposal is too generic or weak on methodology → low score.

👉 ANCHI – Funding & Proposal Co-Development helps you build technically solid, fundable projects in AI, BCI, digital health, IoT, digital twins.

✨ HOW WE HELP

🎯 Concept & call fit
🧠 Technical work packages (AI/ML, signals, IoT, digital twins)
📐 Methodology & evaluation
📊 Impact, exploitation & sustainability
🗺️ Diagrams, Gantt, consistent narrative

We can also join as an **Embedded R&D Partner** after funding.

👉 Comment “FUNDING” or inbox the page
👉 Details:

Funding & Proposal Co-Development - AI, BCI & Emerging Tech Proposals | ANCHI STE Consulting & co-writing for AI, BCI and emerging technology projects. We join your team as a proposal partner to help shape fundable concepts and create competitive grant applications.

⚙️ INDUSTRIAL AI & OPS – MAKE AI PART OF REAL OPERATIONS

Many companies already have some AI… but it never becomes a real system:

♦ A notebook model only one engineer can run
♦ Data scattered across ERP / CRM / sensors
♦ No monitoring – nobody knows if it still works
♦ LLM demos that people don’t really trust

👉 ANCHI Industrial AI & Ops takes you from “pilot” to “production”.

✨ WHAT WE OFFER

⚙️ MLOPS FOUNDATION
Data pipelines, versioned datasets, training pipelines with metrics, CI/CD for models, monitoring for performance & drift.

🧠 LLMOPS & AI COPILOTS
Internal knowledge copilots, customer support copilots, retrieval-augmented generation, cost/latency/safety controls.

📷 VISION AI
Defect detection, counting, safety checks. Edge + cloud architectures, integration with SCADA / MES / maintenance systems.

Ideal for SMEs / factories / logistics players who want AI to actually run in their operations.

👉 Comment “AI OPS” or inbox the page
👉 Details:

Industrial AI & Ops - MLOps, LLMOps & Vision AI | ANCHI STE We help companies turn AI from 'nice slides' into reliable systems: clean data pipelines, deployed models, AI copilots, and vision solutions that actually run in production.

🔌 CUSTOM PCB & EMBEDDED DESIGN – FROM BREADBOARD TO MANUFACTURABLE BOARD

Many great ideas stop at the breadboard:

♦ Wires everywhere, noisy signals, hard to reproduce
♦ First PCB revision fails with noise or power issues
♦ No clean docs to send to manufacturers or investors

👉 ANCHI Custom PCB & Embedded Design helps you move to real hardware that works.

✨ WHAT WE DELIVER

🧱 REQUIREMENTS & BLOCK DIAGRAMS
Clarify sensors, power, size, cost and connectivity requirements.

📐 SCHEMATIC & COMPONENTS
Clear schematics, realistic component choices, proper filtering and protections.

🧲 PCB LAYOUT FOR REAL SIGNALS
Analog/digital separation, good grounding, short sensitive paths, test pads, DFM-aware design.

📦 MANUFACTURING PACKAGE
Gerbers, BOM, pick-and-place files and fab notes.

🧪 OPTIONAL: BRING-UP & TEST FIRMWARE
Basic firmware, bring-up checklist, simple test jigs.

👉 Comment “PCB DESIGN” or inbox the page
👉 More info:

Custom PCB & Embedded Design - Hardware Design Services | ANCHI STE ANCHI designs custom schematics and PCB layouts for research labs and early-stage startups. We specialize in biosignal, wearable, and sensor-heavy hardware, and can integrate firmware, apps, and data pipelines.

🔩 IOT DEVICES & APPS – FROM SENSORS TO REAL-TIME DASHBOARDS

Great connected-product ideas often get stuck:

♦ Confusion about sensors / MCU / connectivity
♦ Bench prototypes that fail in real environments
♦ Devices send data but the cloud & dashboard are a mess
♦ Apps and firmware are always out of sync

👉 ANCHI IoT Devices & Apps helps you go from “nice idea” to “devices in the field talking to real apps”.

✨ WHAT WE HELP YOU BUILD

🛠️ SENSOR & DEVICE CONCEPTS
Choose sensors, MCUs (ESP32, STM32, Nordic…), connectivity (BLE, WiFi, LTE, LoRa), power and enclosure strategy.

📡 FIRMWARE & EDGE LOGIC
Reliable sensor reading, local preprocessing, reconnection logic, OTA-ready structure and low-power modes.

☁️ CLOUD & DATA PIPELINES
Ingestion (MQTT/HTTP), time-series + metadata storage, rules/alerts and hooks for AI models later.

📊 DASHBOARDS & COMPANION APPS
Monitor devices, view history, configure fleets, and support technicians in the field.

Perfect for:

♦ Startups building first connected prototypes
♦ SMEs adding sensors to equipment or production lines
♦ Labs turning hardware hacks into reusable platforms

👉 Comment “IOT” or inbox the page
👉 Details:

IoT Devices & Apps - Connected Devices & Applications | ANCHI STE From sensors and boards to connected products and dashboards. We help companies design, build, and deploy IoT devices and applications: from hardware and firmware to cloud connectivity, data pipelines, and user-facing dashboards.

💻 SOFTWARE DEVELOPMENT – FROM “WE NEED A TOOL” TO REAL APPLICATIONS

A lot of teams have been burned by software projects:

♦ Cheap freelancers → messy code, no docs, no tests
♦ In-house devs overloaded, roadmap slipping
♦ Operations stuck in spreadsheets and chat apps
♦ Research tools that break when students graduate

👉 ANCHI Software Development helps you build robust, data-ready web & mobile apps instead of fragile one-off tools.

✨ WHAT WE BUILD

🌐 WEB APPS
Dashboards, admin panels, customer portals, learning systems, experiment/annotation tools.

📱 MOBILE APPS
Data collection, training/practice, companion apps for hardware (EEG / wearables / IoT).

🔗 BACKENDS & INTEGRATIONS
APIs, background workers, DB design and integrations (payment, email/SMS, CRM, ERP, LMS, Lark, etc.).

⚙️ INTERNAL TOOLS & AUTOMATION
Replace complex spreadsheets with internal web tools + workflows (n8n, Make, custom scripts).

🧼 CLEANUP & MODERNISATION
Audit legacy systems, refactor or rewrite half-broken apps, add proper auth, logging, backups and staging/prod.

If you have a software idea or a half-broken system that needs to grow up:

👉 Comment “SOFTWARE” or inbox the page
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Software Development - Full-Stack Development Services | ANCHI STE From idea to robust, data-ready applications. Full-stack software development services to build robust, scalable, and user-friendly applications. We design and implement custom software that fits your workflows.

📊 RESEARCH DATA & AI PARTNER – YOUR DATA STAYS IN YOUR LAB

Many teams in materials science, chemistry, biology, biomedical research, HCI… have:

♦ Strong experiments and domain expertise
♦ Valuable datasets
♦ But limited time or in-house capacity for modern stats + ML

Hiring a full-time data scientist is expensive and not always realistic.

👉 ANCHI STE – Research Data & AI Partner works as your “methods & engineering extension” while your data stays in your lab.

✨ WHAT WE DO (INSIDE YOUR INFRASTRUCTURE)

📊 DATA AUDIT & EDA
Check schemas, formats, missing values, biases.
Build notebooks for distributions, outliers, correlations, temporal patterns, PCA/UMAP…

📐 STATS & BASELINE MODELS
Proper statistical tests + solid baseline ML models.
Validation, metrics, and figures/tables that can go into a draft paper.

🤖 ADVANCED ML/DL
Where it makes sense: deep models for images, signals, sequences.
Optionally wrap them into small internal tools for your team.

🔐 CODE TO DATA, NOT DATA TO CODE
We usually:
♦ Work via remote access to your server/HPC, or
♦ Design pipelines from a small anonymised/synthetic subset, you run them on full data.

You stay the data owner and scientific lead.
We are the technical partner.

👉 Comment “AI PARTNER” or inbox the page
👉 Details:

Research Data & AI Partner - Your Data Stays in Your Lab | ANCHI STE Your data stays in your lab – we bring the AI to you. We design and implement analysis and ML pipelines that run directly on your own infrastructure. Your raw data stays under your control.

🧬 DEVICE-CONNECTED APPS & SIGNAL DATA PLATFORM – LESS CHAOS, CLEANER DATA

Many biosignal projects have great hardware and protocols…
but the data layer is a mess:

♦ Each device uses its own recording software
♦ Random folder structures and file names
♦ Missing metadata, paper/Excel logs everywhere
♦ No standard way to combine signals + questionnaires + tasks

Over time this kills reproducibility and makes handover to new students very hard.

👉 ANCHI STE – Device-Connected Apps & Signal Data Platform fixes that.

✨ WHAT THIS PLATFORM DOES

🔌 ONE APP FOR YOUR PROTOCOL
Run your biosignal + behavioural protocol from a single app instead of juggling multiple tools. Connect EEG / ECG / EMG / IMU and link them with tasks, forms and questionnaires.

📂 STANDARDISED DATA STRUCTURE
Signals, markers, subject/session info and events stored in a consistent structure you can reuse across projects.

📈 RAW → PROCESSED PIPELINES (OPTIONAL)
Read raw files → preprocess → extract basic features (band power, HRV, EMG metrics, etc.) → output “analysis-ready” datasets.

📘 DOCUMENTED WORKFLOWS
Notebooks / scripts with clear documentation so your team can run, modify and extend pipelines.

👩‍🎓 LESS TIME TRAINING NEW STUDENTS
Everyone plugs into the same acquisition app, same data structure, same pipeline.

If your lab / clinic is tired of ad-hoc recording setups and folder chaos:

👉 Comment “PLATFORM” or inbox the page
👉 More info:

Device-Connected Apps & Signal Data Platform - Biosignal Data Collection | ANCHI STE Connect your hardware, collect cleaner data, and standardize your workflows. We design and implement apps that connect to your devices, guide your experiment protocol, and save biosignal data in a structured, analysis-ready format.

🧠 EXPERIMENT APP STUDIO – FROM PARADIGM TO RESEARCH-GRADE APP

In many labs, the story looks like this:

♦ Paradigm fully designed in slides or a PDF
♦ Ethics approved, participants booked
♦ But the actual app is a fragile PsychoPy / jsPsych / Unity script held together by one PhD student

Small timing bugs or missing event markers can quietly destroy months of EEG, fMRI or eye-tracking data.

👉 That’s what ANCHI STE – Experiment App Studio is built to fix.

✨ WHAT WE BUILD FOR YOUR LAB

🎯 CLASSIC TASKS, NO EXTRA CODING
Oddball, N-back, Stroop, Go/No-Go, RSVP, visual search and more – implemented with correct timing, triggers and response logging.

🕹️ 2D / 3D / AR / VR (UNITY)
Interactive environments for HCI, VR training, driving simulation, neuro-ergonomics… not just static screens.

📡 SIGNAL-READY INTEGRATION
LSL / UDP / TCP / Bluetooth with carefully designed event codes and timing. Sync with EEG, fMRI, eye-tracking, EMG, motion capture, IMUs…

📊 CLEAN, STRUCTURED LOG FILES
Subject, condition, trial, stimulus, reaction time, event timestamps – ready for analysis in Python / MATLAB / R.

🤖 OPTIONAL AI COMPONENTS
On-device computer vision (posture, objects, facial expression) or simple adaptive agents/tutors inside the task.

📘 DOCUMENTATION & HANDOVER
Technical docs and (if agreed) source code, so your lab can maintain or extend the app.

👀 WHO IS THIS FOR?

♦ EEG / BCI / HCI / XR labs
♦ Cognitive neuroscience & psychology groups
♦ Clinical research teams with protocol-heavy experiments
♦ PhD students who want to finish their thesis, not become full-time Unity devs 🙂

Interested?

👉 Comment “EXPERIMENT APP” or inbox the page
👉 More details:

Experiment App Studio - Research-Grade Experiment Apps | ANCHI STE From experimental design to research-grade apps. We take your paradigm from a PDF or slide deck and deliver a research-grade experiment app with correct timing, event markers, and data logging.