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Landscape

Bird's-eye view of the entire knowledge base — ring distributions, movement, and health across all radars.

310 entries 6 radars 30 deep dives 87 glossary terms 53 reading list 7 new 8 moved 7 active (7d)

Adopt Now 48 entries

Tools and practices your teams should be using today — highest confidence across all radars.

EntryRadarReviewed
Claude Code Agentic Engineering 2026-07-25
Claude Opus 5 AI Models & Benchmarks 2026-07-25
Spring AI Java & Spring AI 2026-07-20
Claude Fable 5 AI Models & Benchmarks 2026-07-19
Claude Opus 4.8 AI Models & Benchmarks 2026-07-09
Cursor Agentic Engineering 2026-07-02
AI Agent Sandboxing Security 2026-05-06
Model Context Protocol (MCP) Agentic Engineering 2026-04-24
Socket.dev Security 2026-04-23
GPT-5.4 AI Models & Benchmarks 2026-04-20
A2A GitHub Repository Registries & Directories 2026-04-19
A2A Protocol Registries & Directories 2026-04-19
AGENTS.md Agentic Engineering 2026-04-19
AI-Assisted Code Review Agentic Engineering 2026-04-19
Anthropic Skills Registries & Directories 2026-04-19
Claude Code Architecture Deep Dives 2026-04-19
Claude Opus 4.7 AI Models & Benchmarks 2026-04-19
Claude Sonnet 4.6 AI Models & Benchmarks 2026-04-19
Cloud Secret Managers (AWS / Azure / GCP) Security 2026-04-19
CodeQL Security 2026-04-19
Dependabot Security 2026-04-19
GitGuardian Security 2026-04-19
GitHub Copilot Agentic Engineering 2026-04-19
GitHub Copilot Architecture Deep Dives 2026-04-19
GitHub Secret Scanning & Push Protection Security 2026-04-19
Hugging Face Agentic Engineering 2026-04-19
MCP Servers GitHub Repository Registries & Directories 2026-04-19
METR Time Horizons AI Models & Benchmarks 2026-04-19
npm (MCP Distribution) Registries & Directories 2026-04-19
Official MCP Registry Registries & Directories 2026-04-19
Ollama Agentic Engineering 2026-04-19
OpenAI Skills Registries & Directories 2026-04-19
OWASP Top 10 (Classic, 2025 Edition) Security 2026-04-19
OWASP Top 10 for LLM Applications Security 2026-04-19
pgvector Agentic Engineering 2026-04-19
Pre-Commit Security Hooks Security 2026-04-19
Prompt Engineering Agentic Engineering 2026-04-19
PyPI (MCP & Agent Distribution) Registries & Directories 2026-04-19
RAG for Codebases Agentic Engineering 2026-04-19
Renovate Security 2026-04-19
Semgrep Security 2026-04-19
SonarQube Security 2026-04-19
Spotify Backstage Architecture Deep Dives 2026-04-19
Spring AI MCP Server Java & Spring AI 2026-04-19
SWE-bench Verified AI Models & Benchmarks 2026-04-19
Tree-sitter Agentic Engineering 2026-04-19
TruffleHog Security 2026-04-19
Virtual Threads for AI (Project Loom) Java & Spring AI 2026-04-19

Ring Distribution

Entry counts per ring across all radars.

RadarAdoptTrialAssessHoldTotal
Agentic Engineering 12 55 48 7 122
AI Models & Benchmarks 8 23 8 7 46
Security 14 13 12 0 39
Architecture Deep Dives 3 6 18 0 27
Java & Spring AI 3 14 6 0 23
Registries & Directories 8 18 24 3 53
Total 48 129 116 17 310

Ring Changes 8

Entries that moved rings since the previous release.

EntryRadarMovementReviewed
Gemini CLI Agentic Engineering trialhold 2026-05-23
Windsurf Agentic Engineering adopthold 2026-05-07
Llama 3 (Meta) AI Models & Benchmarks trialhold 2026-04-28
Multi-Agent Workflows Agentic Engineering assesstrial 2026-04-19
Claude 3.5 Sonnet AI Models & Benchmarks adopthold 2026-04-19
DeepSeek Coder V2 AI Models & Benchmarks assesshold 2026-04-19
Gemini 1.5 Pro AI Models & Benchmarks trialhold 2026-04-19
GPT-4o AI Models & Benchmarks adopthold 2026-04-19

New Entries 7 total · 5 shown

Notable new additions (adopt & trial only) — visit individual radars for the full list.

EntryRadarRingReviewed
Claude Opus 5 AI Models & Benchmarks adopt 2026-07-25
GPT-5.6 AI Models & Benchmarks trial 2026-07-20
Claude Fable 5 AI Models & Benchmarks adopt 2026-07-19
Claude Opus 4.8 AI Models & Benchmarks adopt 2026-07-09
Junie Agentic Engineering trial 2026-07-09

Recent Activity last 7 days · 7 entries

All entries with a lastReviewed date in the past 7 days — new additions, ring moves, and in-place updates.

EntryRadarRingReviewed
Claude Codeupdated Agentic Engineering adopt 2026-07-25
Claude Opus 5new AI Models & Benchmarks adopt 2026-07-25
LangChain4jupdated Java & Spring AI trial 2026-07-21
Gemini 3.5 Flashupdated AI Models & Benchmarks trial 2026-07-20
GPT-5.6new AI Models & Benchmarks trial 2026-07-20
Spring AIupdated Java & Spring AI adopt 2026-07-20
Claude Fable 5updated AI Models & Benchmarks adopt 2026-07-19

Staleness Health

Entries reviewed within 90 days are fresh. Beyond 90 days or missing a date are flagged.

RadarFreshStaleMissingHealth
Agentic Engineering 22 100 0 18%
AI Models & Benchmarks 15 31 0 33%
Security 2 37 0 5%
Architecture Deep Dives 0 27 0 0%
Java & Spring AI 3 20 0 13%
Registries & Directories 1 52 0 2%

Deep Dive Coverage 30 across 6 categories

Architecture teardowns — how the major tools are built, their tradeoffs, and how they compare.

TitleCategory
Dspy Agent Frameworks
Mastra Agent Frameworks
Open Swe Agent Frameworks
Openai Symphony Agent Frameworks
Openclaw Nemoclaw Agent Frameworks
Pydantic Ai Agent Frameworks
Smolagents Agent Frameworks
Claude Code Coding Assistants
Devin Coding Assistants
Github Copilot Coding Assistants
Goose Coding Assistants
Hermes Agent Coding Assistants
Openai Codex Coding Assistants
Opencode Coding Assistants
Openhands Coding Assistants
Pi Mono Coding Assistants
Spotify Honk Enterprise Agents
Stripe Minions Enterprise Agents
Uber Ai Dev Platform Enterprise Agents
Claude Opus 46 Model Architectures
Claude Opus 47 Model Architectures
Glm 5 Model Architectures
Gpt 5 4 Model Architectures
Gpt Oss Model Architectures
A2a Protocol Multi Agent Systems
Composio Agent Orchestrator Multi Agent Systems
Google Adk Multi Agent Systems
Magentic One Multi Agent Systems
Context Engineering Prompting Techniques
Reasoning Techniques Prompting Techniques

Reading List 53 articles across 7 topics

Curated articles, essays, and analyses — each one influenced how this radar thinks about agentic engineering. Browse with context →

ArticleTopicDate
Adoption and Impact of Command-Line AI Coding Agents: Microsoft's 2026 Rollout of Claude Code and GitHub Copilot CLI Practitioner Reports: What Actually Happened July 2026
Beware of Agentic Botnets: Scalable Untargeted Promptware Attacks via Universal and Transferable HalluSquatting Security: LLM-Powered Vulnerability Research July 2026
Cheap Code, Costly Judgment: A Case Study on Governable Agentic Software Engineering Practitioner Reports: What Actually Happened July 2026
When Agents Do Not Stop: Uncovering Infinite Agentic Loops in LLM Agents Critical Perspectives July 2026
Agents All the Way Down: A Methodology for Building Custom AI Agents from Substrate to Production Practices: Context & Harness Engineering June 2026
From Agent Traces to Trust: A Survey of Evidence Tracing and Execution Provenance in LLM Agents Practices: Context & Harness Engineering June 2026
Human-AI Collaboration and the Transformation of Software Engineering Work Practitioner Reports: What Actually Happened June 2026
Less Context, Better Agents: Efficient Context Engineering for Long-Horizon Tool-Using LLM Agents Practices: Context & Harness Engineering June 2026
ProvenanceGuard: Source-Aware Factuality Verification for MCP-Based LLM Agents Practices: Context & Harness Engineering June 2026
State of Agentic AI Security and Governance 2026 Security: LLM-Powered Vulnerability Research June 2026
The End of Software Engineering: How AI Agents Are Fundamentally Restructuring the Software Paradigm Critical Perspectives June 2026
Agents, Code Reviews, and the Bottleneck Shift Critical Perspectives April 2026
Architecture Without Architects: How AI Coding Agents Shape Software Architecture Practices: Context & Harness Engineering April 2026
Dive into Claude Code: The Design Space of Today's and Future AI Agent Systems Practices: Context & Harness Engineering April 2026
Evaluating LLM Agents on Automated Software Analysis Tasks (AnalysisBench) Practitioner Reports: What Actually Happened April 2026
Inside the Scaffold: A Source-Code Taxonomy of Coding Agent Architectures Practices: Context & Harness Engineering April 2026
Anatomy of the .claude/ Folder Practices: Context & Harness Engineering March 2026
Building Effective AI Coding Agents for the Terminal: Scaffolding, Harness, Context Engineering, and Lessons Learned Practices: Context & Harness Engineering March 2026
Code Is Cheap Now, And That Changes Everything Mental Models & Analogies March 2026
Do You Need AI for That? Critical Perspectives March 2026
Hardening Firefox with Anthropic's Red Team Security: LLM-Powered Vulnerability Research March 2026
Nicholas Carlini — Conference Talk on LLM Vulnerability Research Security: LLM-Powered Vulnerability Research March 2026
People Are Not Friction Critical Perspectives March 2026
Resolve Merge Conflicts the Easy Way Practices: Context & Harness Engineering March 2026
Reverse Engineering Claude's CVE-2026-2796 Exploit Security: LLM-Powered Vulnerability Research March 2026
The 8 Levels of Agentic Engineering Mental Models & Analogies March 2026
What About Juniors? Critical Perspectives March 2026
Why AI Systems Don't Learn and What to Do About It Critical Perspectives March 2026
Context Engineering for Coding Agents Practices: Context & Harness Engineering February 2026
Evaluating and Mitigating the Growing Risk of LLM-Discovered 0-Days Security: LLM-Powered Vulnerability Research February 2026
Harness Engineering Practices: Context & Harness Engineering February 2026
MARIO: An Intuitive Guide to Agentic AI Mental Models & Analogies February 2026
The Harness Problem Practices: Context & Harness Engineering February 2026
Vibe Researching as Wolf Coming: Can AI Agents with Skills Replace or Augment Social Scientists? Critical Perspectives February 2026
Pi: The Minimal Agent Within OpenClaw Mental Models & Analogies January 2026
REST Is Dead Critical Perspectives 2026
The Skill Paradox: Deskilling, Reskilling, and AI-Augmented Engineering Critical Perspectives January 2026
From Vibe Coding to Context Engineering: 2025 in Software Development Industry Recognition November 2025
Thoughtworks Technology Radar Vol. 33 Industry Recognition November 2025
What If You Don't Need MCP? Critical Perspectives November 2025
Augmented Coding: Beyond the Vibes Practices: Context & Harness Engineering September 2025
Building Effective Agents Practitioner Reports: What Actually Happened September 2025
Effective Context Engineering for AI Agents Practices: Context & Harness Engineering September 2025
From Vibe Coding to Vibe Researching: OpenAI's Mark Chen and Jakub Pachocki Mental Models & Analogies September 2025
How Goldman Sachs Deployed Devin Across 12,000 Engineers Practitioner Reports: What Actually Happened July 2025
Prompts Are Code, .json/.md Files Are State Practices: Context & Harness Engineering June 2025
2025 DORA AI Capabilities Model Industry Recognition 2025
Context Engineering Industry Recognition 2025
DORA State of AI-Assisted Software Development 2025 Practitioner Reports: What Actually Happened 2025
Karpathy-Inspired CLAUDE.md: Behavioral Directives for AI Agents Practices: Context & Harness Engineering 2025
Programming Deflation Mental Models & Analogies 2025
Practical Deep Learning for Coders Foundations: How Models Work 2022, updated 2024
On Trust in Software Development Mental Models & Analogies March 2023

Top Tags

open-source 124 agent 79 workflow 44 multi-agent 37 mcp 36 llm 35 coding 34 agents 31 frontier 30 agentic 25 protocol 24 reasoning 24 framework 19 inference 19 enterprise 18 marketplace 18 ai-security 17 ide 16 self-hosted 14 tools 14