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Landscape

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

314 entries 6 radars 30 deep dives 87 glossary terms 68 reading list 5 new 8 moved 102 active (7d)

Adopt Now 48 entries

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

EntryRadarReviewed
AGENTS.md Agentic Engineering 2026-09-16
Hugging Face Agentic Engineering 2026-09-16
Ollama Agentic Engineering 2026-09-16
pgvector Agentic Engineering 2026-09-16
Prompt Engineering Agentic Engineering 2026-09-16
RAG for Codebases Agentic Engineering 2026-09-16
Tree-sitter Agentic Engineering 2026-09-16
Claude Code Agentic Engineering 2026-08-31
AI-Assisted Code Review Agentic Engineering 2026-08-28
GitHub Copilot Agentic Engineering 2026-08-24
Model Context Protocol (MCP) Agentic Engineering 2026-08-04
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
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
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 Architecture Deep Dives 2026-04-19
GitHub Secret Scanning & Push Protection Security 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
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
Pre-Commit Security Hooks Security 2026-04-19
PyPI (MCP & Agent Distribution) Registries & Directories 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
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 54 51 9 126
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 48 128 119 19 314

Ring Changes 8

Entries that moved rings since the previous release.

EntryRadarMovementReviewed
Gemini CLI Agentic Engineering trial → hold 2026-09-16
Multi-Agent Workflows Agentic Engineering assess → trial 2026-09-16
Windsurf Agentic Engineering adopt → hold 2026-09-16
Llama 3 (Meta) AI Models & Benchmarks trial → hold 2026-04-28
Claude 3.5 Sonnet AI Models & Benchmarks adopt → hold 2026-04-19
DeepSeek Coder V2 AI Models & Benchmarks assess → hold 2026-04-19
Gemini 1.5 Pro AI Models & Benchmarks trial → hold 2026-04-19
GPT-4o AI Models & Benchmarks adopt → hold 2026-04-19

New Entries 5 total · 1 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

Recent Activity last 7 days · 102 entries

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

EntryRadarRingReviewed
Gemini CLImoved Agentic Engineering hold 2026-09-16
Multi-Agent Workflowsmoved Agentic Engineering trial 2026-09-16
Windsurfmoved Agentic Engineering hold 2026-09-16
Agent2Agent Protocol (A2A)updated Agentic Engineering trial 2026-09-16
Agent Client Protocol (ACP)updated Agentic Engineering trial 2026-09-16
Agent Zeroupdated Agentic Engineering assess 2026-09-16
Agentic AI Foundation (AAIF)updated Agentic Engineering trial 2026-09-16
Agentic Commerce Protocol (ACP)updated Agentic Engineering trial 2026-09-16
Agentic Engineeringupdated Agentic Engineering assess 2026-09-16
AgentOpsupdated Agentic Engineering assess 2026-09-16
AGENTS.mdupdated Agentic Engineering adopt 2026-09-16
AgentSpawn (Dynamic Multi-Agent Spawning)updated Agentic Engineering assess 2026-09-16
AI-Augmented Internal Developer Platformsupdated Agentic Engineering assess 2026-09-16
Aiderupdated Agentic Engineering trial 2026-09-16
Amazon Q Developerupdated Agentic Engineering assess 2026-09-16

Showing 15 of 102 entries touched in the last 7 days.

Staleness Health

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

RadarFreshStaleMissingHealth
Agentic Engineering 126 0 0 100%
AI Models & Benchmarks 9 37 0 20%
Security 0 39 0 0%
Architecture Deep Dives 0 27 0 0%
Java & Spring AI 2 21 0 9%
Registries & Directories 0 53 0 0%

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 68 articles across 7 topics

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

ArticleTopicDate
AgentRewind: Recoverable Execution for Long-Horizon LLM Agents Practices: Context & Harness Engineering August 2026
An End-to-End Agent Auditing Engine (A2E) Practitioner Reports: What Actually Happened August 2026
AutoDesign: Meta-Harness Optimization for Long-Horizon Agentic Design Practices: Context & Harness Engineering August 2026
Claude on Call: How Claude Tag Serves as Anthropic's First Responder for CI/CD Failures Practitioner Reports: What Actually Happened August 2026
Fail-Fast, Restart-Smart: Early Failure Prediction and Restart for SWE Agentic Tasks Practices: Context & Harness Engineering August 2026
How nOps Shipped FinOps Agents 75% Faster with Amazon Bedrock AgentCore Practitioner Reports: What Actually Happened August 2026
Knowing When to Stop: Bayesian Optimal Stopping for LLM Evaluations Practices: Context & Harness Engineering August 2026
Practice Makes Unsafe: Skill Misevolution in Self-Improving LLM Agents Practices: Context & Harness Engineering August 2026
QuoteBench: How Matched Scores Can Hide Command-Path Failures Practices: Context & Harness Engineering August 2026
Running a Software Factory Efficiently at Uber Scale Practitioner Reports: What Actually Happened August 2026
Understanding ChatGPT Work Practitioner Reports: What Actually Happened August 2026
Why Does CLAUDE.md Keep Growing? Catastrophic Remembering in Agentic Coding Practices: Context & Harness Engineering August 2026
Your Agent Is Not the Model Mental Models & Analogies August 2026
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
Building an Agentic Harness That Outlasts the Model Practices: Context & Harness Engineering July 2026
Cheap Code, Costly Judgment: A Case Study on Governable Agentic Software Engineering Practitioner Reports: What Actually Happened July 2026
Harness Engineering for Self-Improvement Practices: Context & Harness Engineering 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 126 agent 83 workflow 46 multi-agent 39 mcp 36 llm 35 coding 34 agents 31 frontier 30 protocol 25 agentic 25 reasoning 24 framework 19 inference 19 enterprise 18 marketplace 18 ide 17 ai-security 17 self-hosted 14 tools 14