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

让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
人人都是产品经理
人人都是产品经理
Cisco Talos Blog
Cisco Talos Blog
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
V
V2EX
博客园 - 三生石上(FineUI控件)
Martin Fowler
Martin Fowler
WordPress大学
WordPress大学
D
Docker
S
SegmentFault 最新的问题
博客园 - 聂微东
美团技术团队
Apple Machine Learning Research
Apple Machine Learning Research
月光博客
月光博客
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
Last Week in AI
Last Week in AI
M
MIT News - Artificial intelligence
F
Fortinet All Blogs
freeCodeCamp Programming Tutorials: Python, JavaScript, Git & More
The GitHub Blog
The GitHub Blog
GbyAI
GbyAI
L
LangChain Blog
Vercel News
Vercel News
博客园 - 叶小钗
MongoDB | Blog
MongoDB | Blog
Stack Overflow Blog
Stack Overflow Blog
H
Help Net Security
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
The Cloudflare Blog
Engineering at Meta
Engineering at Meta
T
Threat Research - Cisco Blogs
T
Threatpost
Scott Helme
Scott Helme
T
Tailwind CSS Blog
Latest news
Latest news
Stack Overflow Blog
Stack Overflow Blog
Blog — PlanetScale
Blog — PlanetScale
The Register - Security
The Register - Security
罗磊的独立博客
P
Proofpoint News Feed
腾讯CDC
S
Schneier on Security
雷峰网
雷峰网
A
About on SuperTechFans
T
Tenable Blog
F
Full Disclosure
Cyberwarzone
Cyberwarzone
博客园_首页
有赞技术团队
有赞技术团队
K
Kaspersky official blog

DEV Community

We Built a Real-Time AI Research Collaborator Into our JOT writing tool How to Give Claude Access to Snowflake Without Exposing PII What Building Agent_Sudo Taught Me About AI Agent Security (Before I Found Any Users) Abortion Rights Matter PySide6 vs Electron: Why I shipped a 118 MB Windows desktop tool, not a 250 MB cross-platform one MCP Servers for BI Tools: Looker, Tableau, Power BI, Mode (2026) My AI Agent Kept Lying to Me. Then It Tried to Trick Me. Atlan Alternatives: 6 Open-Source Data Catalogs Compared (2026) How I stopped wrestling with regex and started using AI for data extraction How I Built an AI Assistant That Grows Its Own Tools Interactive Floor Plans for Real Estate Developers — Why Static PDFs Are Dead Vue slot to React: How does VuReact handle it? I Found 54 Reliability Issues in My 14-Agent AI System — Here's What Broke I Built 24 Free Browser Tools in 6 Weeks — Here's What I'd Do Differently Octorato: an open-source AI agent OS with built-in per-client FinOps RAG Explained for Beginners: How AI Assistants Stop Making Things Up Curing LLM Hallucinations: Building a Production-Grade Medical RAG with PubMed and Hybrid Search I don't want to write HTML or fight global CSS, so I built a TypeScript DSL FSx for ONTAP Audit Logs with Data Residency in your region with Sumo Logic Someone contributed 3,324 lines to our open K-12 AI lesson library — a 6-unit series asking students to interrogate AI, not just use it My website has two audiences now. I only built for one of them. AI-Powered Root Cause: Correlating File Access with APM via Dynatrace Opus 4.8 ships Dynamic Workflows — hundreds of parallel subagents per session. Read this before you wire it into prod. We Cut $120,000 from Our Cloud Bill Without Sacrificing Reliability Stress Concentration Factor: Why a Small Hole Can Triple Local Stress Streaming an LLM response, in 4 GIFs High-Cardinality File Access Analysis with Honeycomb + OTel Introduction to n8n: Beginner Course Summary What Happens in 2 Milliseconds: Anatomy of a Single HTTP Request Through a Production WAF Why Veltrix Thought It Could Buy Its Way Out of a Distributed Lock Problem 10 Free Developer Utility Tools That Run Entirely in Your Browser 《认知革命播客》:个人AI基础设施的深度实践与安全思辨 Weekend Supervised Vibe Coding Why I Run Claude Code Plugins for Brand Voice Enforcement x.klickd v4.1: Portable, Encrypted, Human-Governed Memory for AI Workflows That Don’t Reset EC2 to Serverless: Modernizing FSx for ONTAP Splunk Integration AI Can Introduce Complexity Without Introducing Noise — But Only If the Repo Knows How to Hold the Complexity 🛠️Building My First AI Agent with Hermes Agent 🤖 I Built a Flutter App with Firebase + MercadoPago and Turned It Into a Starter Kit (Real Production Code) Hermes Commander: An Autonomous Research Assistant Powered by Hermes Agent 🧠 Why Webhooks Fail Behind Firewalls (And Why Every Fix Has the Same Problem) Have Antigravity review prompts update themselves when your codebase changes 5 Browser-Based Image Tools That Work Entirely Offline — No Upload Required 7 Free PDF Tools That Never Upload Your Files — All Client-Side Building a Cloud SIEM from Scratch with AWS Lambda and EventBridge Compound Engineering: A Plugin That Makes Your AI Coding Agent Smarter Over Time "I Reviewed 50 Dev Resumes — These 5 Mistakes Killed Their Chances" How to Test Your SPF Record for Common Mistakes (Step by Step) Building a Real-Time Financial Sentiment API: Handling Noise and LLM Hallucinations Tokyo Transit: How MCP Helped Me Fix a Broken Multi-Agent System Try the Tech Radar #2 — Markdown Typst Converter (Typst's Syntax Is Closer to Markdown Than LaTeX) 🩺 Inside Med AI: How We Engineered a 100M Token Hyper-Scale Clinical Intelligence Suite 🚀 Common Mistakes New Developers Always Make & How to Avoid Them Effectively Session Management, Rate Limiting & Caching using Redis Why Accuracy Is Not Enough: Evaluation Metrics Every AI Engineer Should Understand How I Built One Building Instagram Data Workflows with HikerAPI (Without Maintaining Scrapers) Claude Code can't open my browser. Cowork can't run my tests. So I wired them together. AGTP: A Transport Protocol Built for Agents I built Snipworth a Chrome extension to turn code into shareable images — and keep them for later My Friend's Two Android Apps, Three Months Lost, and Why We Built onTest Blue-Green Deployments Are Invisible. I Made Mine Visible. Here Is How. Need your attention on my current project Why a deleted backup Lambda kept billing 9,400 EBS snapshots Deterministic Telemetry Ingestion Pipeline for GridLoqer Your Deployments Are Causing Downtime. Mine Do Not. Here Is Why How I Built a 7-Layer NL2SQL Guardrail Stack for a Fortune 500 Enterprise Identity in Web3 The Trap of "Perfect" Architecture: What Building a Shopping Cart Taught Me The Browser Boundary Model: APIs, CORS, Cookies, JSON, Files, and SEO ModelChain: Measurable LLM Router with Adaptive Model Selection, Real-Time Scoring, Budget Guards and Failover for Node.js, Edge and Browser I Built a 25-Agent Polish Parliament That Drafts Bills With Real Legal Citations KeyMesh: Zero-Runtime-Dependency API Key Rotation, Circuit Breaker and Failover for Production LLM Applications in Node.js Claude Code's workflow docs are a menu. Building a home server with a mini PC Stop Shipping AI Slop: Build an Anti-Slop Harness Around Your LLM I built an open source SDK to catch AI agent regressions before they ship. Great Stack to Doesn't Work #3 — Redis: "99% Cache Hit Ratio, System Down" The Bug That Passes Every Toolchain Check: Circular Dependencies in JavaScript Great Stack to Doesn't Work Bonus: SQL vs NoSQL: Which One in 2026? Great Stack to Doesn't Work #2 — Kafka: "Where Did My Messages Go?" I built a detention-pay calculator for truckers in a day — unglamourous niches beat another AI wrapper The Same AI Model Can Perform 6x Better: Here's Why SQL-like Queries in FSRS Plugin for Obsidian [Imposter syndrome] Back to the beginning (DevSecOps path) How to Build a Kundali App with Free Vedic Astrology API — Step by Step Ideias Valem Muito Menos do Que Você Imagina [PT-BR] cgroups and Namespaces — The Linux Kernel's Building Blocks Behind Containers Hermes Blueprint: A Multi-Agent Hedge Fund Morning Briefing System Why We Abandoned Java for Our Treasure Hunt Engine and Embraced the Complexity of Rust Building a RAG System in Rust with Qdrant, Rig, and gRPC 🦀 Ecommerce Search API: Add Visual and Semantic Search Bots read fast pages too: what we reprioritised after an AI-crawler audit Tu navegador te conoce mejor de lo que crees: privacidad en 2026 From Zero to DevOps in Pakistan: My Real Journey With No CS Degree Astro 6.4 + Cosmic: The Fastest Content Stack in 2026 Inferred context is not a dependency graph A Simpler ButtonComponent: Just Render a Div Small Go Detail That Changes How Your Project Looks I Built a SaaS. Nobody Came. Here's What I Learned the Hard Way.
The Agent that grows with you
Anushka Singh · 2026-05-31 · via DEV Community
Cover image for The Agent that grows with you

Anushka Singh

Hermes Agent Challenge Submission: Write About Hermes Agent

This is a submission for the Hermes Agent Challenge

A very good evening everyone!
Hermes agent latest version is new in town and I can't keep it to myself that I am very glad that I could complete the build challenge yesterday by showcasing personal AI newspaper in which the user receives personalised news according to their cup of tea everyday.
Well! Let's not go there. It's been more than 5 months learning Agentic AI and I barely scratched the surface with making useful projects in this particular domain.
If you know you know that Hermes agent is the self improving AI agent. Plus its session search is 4,500x faster this time and the agent is absolutely free. It is having built-in learning loop yes I am discussing about GEPA memory.

What is GEPA

              Generate → Evaluate → Prune → Accumulate

Enter fullscreen mode Exit fullscreen mode

Generate — an agent attempt to do some task and learns skill based on it
Evaluate — assigns grades to the skill whether it is helpful or not
Prune — it deletes the unnecessary skill which won't be used likely
Accumulate — it saves the skills for the next runs

Basically it is a learning loop which learns as a human does.After each run the agent gets smarter because it retains the memory of the job done in the past.

The Memory System

It does not only utilise skill memory but also uses FTS5 full-text search on past discourse which means the context can be found at ease from the long corpus of given text.
It works as a curator agent running in the background and uses GEPA to make the context stronger and relevant. In other words I should say The agent itself discards the memory which is considered obsolete.

Core Architecture

Image d

Interface layer — user communicates with the agent (CLI, Telegram, WhatsApp etc.) supports 20+ platforms.
Agent core — LLM, planner, and tool dispatcher reside in the agent core
Tool layer — 40+ built-in tools such as web search, browser automation, vision, file system, code execution which the agent uses
Memory system — GEPA loop
Output layer — final result in the form of text, files, emails and code

It costs nothing when you keep it idle and provides MCP support as well.You can run it on a $5 VPS, a GPU cluster, or serverless infrastructure through Daytona or Modal. Even if you are not working for example using phone for some research task your work will be finished after you come back without keeping local machine running. That's the power of Hermes Agent

Courtesy: Claude for Architecture Diagram