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

罗磊的独立博客
G
Google Developers 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
腾讯CDC
有赞技术团队
有赞技术团队
Vercel News
Vercel News
MongoDB | Blog
MongoDB | Blog
M
MIT News - Artificial intelligence
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
B
Blog RSS Feed
I
InfoQ
Blog — PlanetScale
Blog — PlanetScale
博客园_首页
The Cloudflare Blog
B
Blog
C
Check Point Blog
Stack Overflow Blog
Stack Overflow Blog
IT之家
IT之家
U
Unit 42
D
Docker
月光博客
月光博客
aimingoo的专栏
aimingoo的专栏
博客园 - Franky
A
About on SuperTechFans

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
SpecAgnt v2.0: The Agent Lifecycle Framework for AI-Nativ...
born1987-ir · 2026-05-26 · via DEV Community
Cover image for SpecAgnt v2.0: The Agent Lifecycle Framework for AI-Native Engineering

born1987-ir

AI agents are excellent at generating code, but they are often "stateless" background workers. SpecAgnt transforms them into digital citizens with identity, memory, and architectural responsibility.

How it Works

SpecAgnt is a kit of 31 templates that defines the full product lifecycle. It isn't just a doc generator; it's a validation engine.

1. The "Spec-First" Workflow
SpecAgnt forces a rigorous 7-step sequence: Vision → Research → Architecture → Security → Operations → Validation. This prevents "hallucinated" features by ensuring every API endpoint traces back to a PRD user story.

2. Agent Character & Lifecycle (AC/AL)
Using a DNA seed derived from system entropy, the agent generates a unique persona with 10 mutable traits (Curiosity, Humor, Neuroticism, etc.). These traits affect the agent's autonomous "Thought" phase and its communication style.

3. Bidirectional Drift Detection
SpecAgnt continuously compares your codebase (Routes, DB Schemas, Middleware) against your .md specifications. If the code diverges from the docs, the agent detects the "drift" and proposes a remediation spec.

4. The Agent Manifest (AX)
By serving a machine-readable manifest at /.well-known/ai-manifest, your project becomes an active participant in the AI ecosystem. It tells other agents exactly what tools, resources, and auth methods are available.

What's Inside:

  • 31 Production Templates covering the full SDLC.
  • 100 "SpecBit" Blueprints for instant project bootstrapping.
  • Self-improving loops for autonomous maintenance.

👉 Explore the Repo: https://github.com/huvaxstra/SpecAgnt