惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

Google DeepMind News
Google DeepMind News
D
Darknet – Hacking Tools, Hacker News & Cyber Security
T
Threat Research - Cisco Blogs
G
GRAHAM CLULEY
The Hacker News
The Hacker News
S
Securelist
K
Kaspersky official blog
C
CXSECURITY Database RSS Feed - CXSecurity.com
AWS News Blog
AWS News Blog
H
Hacker News: Front Page
P
Privacy & Cybersecurity Law Blog
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
N
News | PayPal Newsroom
Project Zero
Project Zero
H
Heimdal Security Blog
TaoSecurity Blog
TaoSecurity Blog
The Cloudflare Blog
C
Cyber Attacks, Cyber Crime and Cyber Security
T
Tenable Blog
The Last Watchdog
The Last Watchdog
大猫的无限游戏
大猫的无限游戏
C
Check Point Blog
S
Schneier on Security
云风的 BLOG
云风的 BLOG
P
Proofpoint News Feed
月光博客
月光博客
博客园_首页
V
Visual Studio Blog
宝玉的分享
宝玉的分享
IT之家
IT之家
PCI Perspectives
PCI Perspectives
MyScale Blog
MyScale Blog
酷 壳 – CoolShell
酷 壳 – CoolShell
T
Troy Hunt's Blog
F
Fortinet All Blogs
U
Unit 42
Help Net Security
Help Net Security
Recent Commits to openclaw:main
Recent Commits to openclaw:main
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
Threat Intelligence Blog | Flashpoint
Threat Intelligence Blog | Flashpoint
J
Java Code Geeks
aimingoo的专栏
aimingoo的专栏
Jina AI
Jina AI
L
LINUX DO - 热门话题
NISL@THU
NISL@THU
MongoDB | Blog
MongoDB | Blog
G
Google Developers Blog
人人都是产品经理
人人都是产品经理
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
博客园 - Franky

DEV Community

Authentication Security Deep Dive: From Brute Force to Salted Hashing (With Java Examples) Why AI Systems Don’t Fail — They Drift Spilling beans for how i learn for exam😁"Reinforcement Learning Cheat Sheet" I Replaced Chrome with Safari for AI Browser Automation. Here's What Broke (and What Finally Worked) How Python Borrows Other People's Work The $40 Architecture: Processing 1 Billion API Requests with 99.99% Uptime Vibe Coding: A Workflow Guide (From Zero to SaaS) Most webhook security guides protect the wrong side. The scary part is delivery. Headless CMS for TanStack Start: Build a Blog with Cosmic EU Age Verification App "Hacked in 2 Minutes" — What Actually Happened Comfy Cloud’s delete function does not actually remove files Running AI Models on GPU Cloud Servers: A Beginner Guide Event-driven media intelligence with AWS Step Functions and Bedrock I scored 500 AI prompts across 8 quality dimensions — here's what broke How to Call Google Gemini API from Next.js (Free Tier, No Backend Needed) The Portal Protocol: Reclaiming Human Connection in the Age of AI How to Fix Your Team's Scattered Knowledge Problem With a Self-Hosted Forum Intro to tc Cloud Functors: A Graph-First Mental Model for the Modern Cloud Designing Multi-Tenant Backends With Both Ownership and Team Access I Built a Neumorphic CSS Library with 77+ Components — Here's What I Learned PostgreSQL Performance Optimization: Why Connection Pooling Is Critical at Scale Cómo construí un SaaS multi-rubro para gestionar expensas en Argentina con FastAPI + Vue 3 🚀 I Built an Ethical Hacking Scanner Tool – Open Source Project I Replaced /usage and /context in Claude Code With a Single Statusline A Pythonic Way to Handle Emails (IMAP/SMTP) with Auto-Discovery and AI-Ready Design I Collected 8.9 Million Polymarket Price Points — Here's What I Found About How Markets Really Move EcoTrack AI — Carbon Footprint Tracker & Dashboard Everyone's Using AI. No One Agrees How. 5 self-hosted ebook managers worth trying in 2026 Building Your First AI Agent with LangChain: From Chatbot to Autonomous Assistant Common SOC 2 Failures (Real World) Stop Vibe-Checking Your AI App: A Practical Guide to Evals How to Use SonarQube and SonarScanner Locally to Level Up Your Code Quality Your Next To-Do App Is Dead — I Replaced Mine with an OpenClaw AI Sign a Nostr event in 60 lines of Python using coincurve — no nostr-sdk, no nbxplorer, no rust toolchain ITGC Audit Explained Like You’re in Big 4 Patch Tuesday abril 2026: Microsoft parcha 163 vulnerabilidades y un zero-day en SharePoint Stop scraping everything: a better way to track competitor price changes Listing on MCPize + the Official MCP Registry while routing payments OUTSIDE the marketplace — how I kept 100% of my x402 revenue Building an AI-Powered Risk Intelligence System Using Serverless Architecture Why We Ripped Function Overloading Out of Our AI Toolchain Testing AI-Generated Code: How to Actually Know If It Works SaaS Churn Is Killing Your Business. Here Is What to Do About It (Without a Support Team) The Speed of AI Is No Longer Linear - And Self-Improving Models Are Why How to Implement RBAC for MCP Tools: A Practical Guide for Engineering Teams From Standard Quote to Persuasive Proposal: AI Automation for Arborists I built a CLI that scaffolds complete multi-tenant SaaS apps Axios CVE-2025–62718: The Silent SSRF Bug That Could Be Hiding in Your Node.js App Right Now The dashboard that ended our friendship Data Pipelines Explained Simply (and How to Build Them with Python) The Hidden Cost of AI Systems Nobody Talks About. undefined vs undeclared, and how typeof behaves Switching from file-based jobs to NATS/Kafka in Rust without changing code io_uring Adventures: Rust Servers That Love Syscalls Why Agentic AI is Killing the Traditional Database The POUR principles of web accessibility for developers and designers Quantum Neural Network 3D — A Deep Dive into Interactive WebGL Visualization How To Install Caveman In Codex On macOS And Windows Automation Pipeline Reliability: Why Your Workflow Breaks When Nobody Is Watching I Built an 'Open World' AI Coding Agent — It Works From ANY Folder From Freelancing to Product: A Tech Service Company's SaaS Transformation China's AI Giants: Adding Tencent Hunyuan & ByteDance Doubao to AI University (74 Providers) On the Vibe Coders and Their Lies clerk: Auto-Summarize Your Claude Code Sessions AI Weekly — 2026/04/10–04/17 | The Model Lockdown Is Here, but the Toolchain Is the Real Battleground AI 週報 — 2026/04/10–2026/04/17 模型封鎖潮來了,但工具鏈才是真戰場 Maybe this is how Open-Source apps are born... 🚀 Fine-Tune LLMs with LoRA and QLoRA: 2026 Guide tRPC v11 + Next.js App Router: End-to-End Type Safety Without the Boilerplate ShadCN UI in 2026: Why I Stopped Installing Component Libraries and Started Owning My Components SaaS Billing in React Server Components: Stripe + Supabase Without a Single `useEffect` Join our DEV Weekend Challenge — $1,000 in Prizes Across TEN winners! Submissions Due April 20 at 6:59 AM UTC. Implementing FSRS Spaced Repetition in Flutter + Supabase — Adding Memory Science to an AI Learning App "I Texted My Localhost From the Train — Claude Code Fixed the Bug Before I Got Home" I Built a Sales Prep AI and It Went Deeper Than Expected Design to Code #2: One JSON, Eleven Outputs Solving the 100M-Row Problem: A Summary Table Pattern for High-Volume Push Notification Logs Flutter Web With Wasm: What Actually Changes For Developers I Built 50 Royalty-Free Soundtracks for My Side Project in a Weekend Using AI Music Generation The Vibe Coding Security Checklist: 7 Things to Check Before You Ship Stop Letting Googlebot Guess Fix Your React App's SEO Right Desconstruindo o Streaming do LinkedIn: Como Criar um Engine de Extração de Vídeo de Alta Performance com HLS e FFmpeg (EDA Part-1) EDA (Exploratory Data Analysis) Explained With Real Life — Why Looking at Your Data Is the Most Important Step in Machine Learning Brand Relationship Management at Scale: Our 4-Touch Outreach System for 200+ Brands Why String.fromEnvironment() Might Return an Empty String in Dart JGuardrails 1.0.0 — Hardening Java LLM Apps Against Jailbreaks, Toxicity, and Prompt Injection Plan and Schedule a Full Week of Threads Content From One Claude Conversation Coding Cat Oran Ep3, Five Tables Changed Everything Updated: BFF Pattern I'm done watching freelancers get buried by 200 proposals. So I'm building the alternative. This is my first post BFS Algorithm in Java Step by Step Tutorial with Examples Tracking LLM Pricing Monthly: An Open Dataset for 22 AI Models How We Measure Content ROI on a Comparison Site: Revenue Attribution Without Perfect Data Introducing Nova AI Ops: The AI-Native Operating System for SRE Teams I built a free desktop video downloader for Windows — Grabbit How Talkie OCR Helps Vision-Impaired & Dyslexic Users Read the World Around Them VRCFaceTracking安装和iPhone面捕配置教程,有bug Even CrowdStrike Can't See Your Agents The Automation Gold Rush: What n8n Workflows and Claude Are Opening Up for Developers Right Now
Anahata ASI Studio: The Autonomous JVM Agent for Enterprise Java 🚀
Rishi Priyadarshi · 2026-06-01 · via DEV Community

Rishi Priyadarshi

[V2] The Artificial Super Intelligence (ASI) Era is Live! 🚀

We have officially graduated from a stateless autocomplete assistant to a fully-passivated, stateful Artificial Super Intelligence (ASI) Container residing directly inside your NetBeans JVM.


Anahata ASI Studio: The Autonomous JVM Agent for Enterprise Java

Anahata ASI Studio is a native, stateful NetBeans integration of the Anahata ASI Platform. Unlike legacy extensions that simply wrap stateless REST endpoints, Anahata resides inside the IDE's JVM, maintains active session memory across reboots via binary Kryo serialization, and monitors its own context window limits dynamically using its proprietary Context Window Garbage Collector (CwGC).

◆ Universal Provider Integration (Zero Vendor Lock-in)

Anahata features a completely provider-agnostic core adapter. The container dynamically loads the following configured providers at runtime:

Display Name Description Provider Class FQN
MiniMax (Anthropic) MiniMax API adapter utilizing the Anthropic protocol compatible specification. uno.anahata.asi.minimax.MinimaxAnthropicProvider
Google Cloud (Vertex) Official Google Cloud Vertex AI client. uno.anahata.asi.gemini.GeminiAiProvider
Hugging Face Hugging Face Serverless Inference API client for open-source models. uno.anahata.asi.huggingface.HuggingFaceProvider
OpenAI (Responses) Modern OpenAI Responses API with stateful history and reasoning. uno.anahata.asi.openai.OpenAiResponsesProvider
Anthropic Anthropic Claude API client supporting Claude, Sonnet, and Mythos. uno.anahata.asi.anthropic.AnthropicProvider
Modal Free GLM-5 Modal GLM-5 serverless model inference. uno.anahata.asi.modal.ModalProvider
Google Cloud Express Mode Google Vertex AI Express Mode with 2M context window. uno.anahata.asi.gemini.GeminiGoogleCloudExpressAIProvider
Google AI Studio Official Google Gemini API client supporting Flash, Pro, and Ultra. uno.anahata.asi.gemini.GeminiAiProvider
OpenAI Compatible Universal chat/completions OpenAI-compatible client for Groq, DeepSeek, Ollama, etc. uno.anahata.asi.openai.compatible.OpenAiChatCompletionsProvider

Live Interactive Capabilities Showcase

Explore the active, high-fidelity visual representations of V2 operating directly inside the Apache NetBeans IDE:

[1] Singularity Engine: Dynamic JIT Java Compiler

The model compiles and executes raw Java code directly inside your running NetBeans JVM utilizing our custom child-first ClassLoader. Build, test, and hot-load live tools, Java swing panels, or complex dependency algorithms on-the-fly.

Anahata JIT Compiler

[2] Multimodal Vision: Real-Time Screen & Region Sharing

Share physical screens, specific monitors, or custom rectangular regions with the ASI. Perfect for providing real-time visual feedback on Swing UI renders, layouts, or compiler states.

Live Screen Sharing

[3] Atomic Context: Visual Resource Highlighting

Complete visual context awareness. Files loaded into the active AI context automatically light up with a vibrant indicator directly inside the NetBeans Projects, Files, and Favorites views.

Resource Visualization

[4] Real-Time 3D & Hardware Prototyping (LWJGL)

With built-in LWJGL, GLFW, and OpenGL dependencies, the agent can write, compile, and run raw, real-time 3D rendering windows and game prototypes directly on the host JVM.

Bundled LWJGL support

[5] Agentic Feedback: Inline AI Code Annotations

Model suggestions, code explanations, and diagnostics are painted dynamically directly onto your source code lines within the NetBeans editor, acting as non-intrusive guide markers.

Inline AI Annotations

[6] Self-Healing Filesystem tracking (NbHandle)

Every resource handle in context is bound to a native NetBeans FileObject. If you drag-and-drop, rename, cut, or paste a file across projects, the handle auto-heals and preserves context.

NbHandle Integration

[7] Project Structure & Class Hierarchy Mapping

The model receives structured directory trees of all open source packages, mapping classes, interfaces, records, field modifiers, and precise sizes without expensive directory walking.

Project Structure mapping

[8] Instant Diagnostics & Javac Errors Cache

Continuous, turn-by-turn tracking of workspace health. If a code patch triggers a compilation error, the agent instantly receives the full compiler error stack trace during reloop.

Project Alerts diagnostics

[9] Deep Work Zone: Curated Radio & MIDI Synthesizer

Maintain complete creative focus. Stream high-fidelity internet radio (such as SomaFM, NTS, or KEXP Seattle) directly from NetBeans.

Radio tool dashboard

[10] Context Window Garbage Collector (CwGC) Logs

A revolutionary, depth-based context window metabolism. Messages fade gradually depending on their type, and both model and developer can pin or prune parts to support infinitely long sessions.

CwGC Metabolism Dashboard

[11] Human-in-the-Loop Parameter Modification

Complete control over tool execution. View, review, edit, or clear parameters and Java payloads with full syntax highlighting before letting the agent execute them.

Editable parameters

[12] Command Center: Granular Security Permissions

Assign Prompt, Always, or Never execution permissions across 148+ stateful JVM tools. Enjoy completely secure, sandboxable coding without blind writes.

Security configuration

[13] Dynamic Provider Registry & Keys Panel

Seamlessly configure multiple API endpoints, tokens, max tokens, and temperature parameters globally across all supported AI providers.

AI Provider Preferences

[14] The GOAT of AI Architectures

Driven by the precision, flow, and absolute dominance of Tiki-Taka engineering.

Messi


Compiled Platform Toolkits (140+ Native JVM Tools)

Anahata hosts a robust, stateful registry of compiled tools running directly in-process. Below is the simplified catalog of active capability suites:

Toolkit Name Capability Scope & System Access Tool Count
JIT Java Compiler In-JVM dynamic JIT Java compiler. Builds, loads, and executes generated classes with custom ClassLoaders. 2 Tools
AST Batch Refiner Executes complex batches of AST structural changes (inserts, updates, deletes, moves) in a single transaction. 1 Tool
AST Code Refiner Surgical AST-based updates of method declarations, field initializers, reformats, and imports. 8 Tools
CodeModel Explorer Direct access to NetBeans types index. Resolves FQNs, types, hierarchy trees, sources, and Javadocs. 16 Tools
IDE Refactor Engine Invokes NetBeans safe refactoring (renames, safe deletes, pulls, pushes, encapsulations) updating all calling files. 17 Tools
Maven Integrator Runs goals synchronously via NetBeans Maven embedder, modifies POM, and returns transitive classpath maps. 7 Tools
Workspace Projects Workspace projects management: open, close, set Main, trigger project actions, and configure CoS. 7 Tools
Javac Editor Hints Inspects Javac parsing alerts, applies quick-fixes, and removes unused imports structurally. 3 Tools
Chrome (Selenium) Web automation drone using Chrome. Navigates, fills forms, clicks elements, and executes JS scripts. 19 Tools
Firefox (Selenium) Web automation drone using Firefox. Supports profiles, cookies session, navigation, and screenshots. 19 Tools
Unified Resources Manages files, URLs, and Strings handles, controls viewport settings, and creates text assets. 8 Tools
Audio Hardware Controls input/output lines, records audio WAV files, and manages playback. 4 Tools
Visual Screen Captures displays, crops regional rectangles, and manages live multi-window screen sharing. 6 Tools
Session Controller Orchestrates session summaries, toggles provider settings, and manages hosted Google tools. 10 Tools
CwGC Metabolism Manages the Context Window Garbage Collector settings (expiry depths, pinning, and metadata strategy). 4 Tools
Flow Radio Streams high-fidelity internet radio directly from the IDE toolbar. 3 Tools
Host & Speech Tails log outputs, scans active OS processes by PID, and executes TTS speech. 12 Tools

Support the Open-Source Aliens 🛸

Anahata is developed as a pure, open-source project. If we are saving your enterprise hours of boilerplate, please consider buying our developers some beers, proper Peruvian mapacho cigars, or tickets to watch our beloved Barça:

👉 Sponsor Anahata OS on GitHub Sponsors ❤️


Developed with pride and passion by Anahata. Swear your allegiance to tiki-taka coding. Visca el Barça! 🔵🔴

Lionel Messi - Greatest of All Timelines


Developer Quick Start: Adding Custom Toolkits

Developers can easily write, test, and register customized, state-passivated JVM toolkits by extending AnahataToolkit:

import uno.anahata.asi.agi.tool.AnahataToolkit;
import uno.anahata.asi.agi.tool.AgiToolkit;
import uno.anahata.asi.agi.tool.AgiTool;
import uno.anahata.asi.agi.tool.AgiToolParam;

@AgiToolkit("Enterprise operations and revenue management.")
public class EnterpriseToolkit extends AnahataToolkit {
    @AgiTool("Calculates the total revenue for a given region.")
    public double calculateRevenue(
            @AgiToolParam("The target region (e.g., 'EMEA', 'NA').") String region,
            @AgiToolParam("Whether to include projected sales.") boolean includeProjected) {

        log("Calculating revenue for region: " + region); // Thread-safe logs
        return includeProjected ? 1500000.0 : 1000000.0;
    }
}