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Meddler · tech.meddler.io

AI is building the tools
that build AI.

Independent analysis of agent engineering, red team research, and evaluation practice. For practitioners who ship and secure AI systems.

400+
Articles
8
Coverage areas
Weekly
New analysis
Agent Systems → Red Team Evals Search
Coverage · Agent Systems

Build agents that
plan, act, ship.

Deep-dive analysis of multi-agent architectures, tool routing, memory systems, and production deployment patterns for LLM-based pipelines.

120+
Analyses
4
Frameworks covered
Prod-ready
Patterns
Read Agent Systems → Architectures Tutorials
Coverage · Red Team

Attack your AI
before they do.

Research-grade breakdowns of prompt injection, jailbreak techniques, supply chain risks, and adversarial hardening for AI products in the wild.

80+
Attack patterns
6
Attack vectors
Weekly
Threat intel
Red Team Playbook → Latest Attacks Hardening Guide
Coverage · Evals & Benchmarks

Measure capability.
Ship with confidence.

Beyond leaderboards — evaluation design, drift monitoring, release gates, and benchmark construction for teams that need to know if a model is actually ready.

50+
Benchmarks analyzed
8
Capability dimensions
Live
Score tracking
Explore Evals → Model Rankings Eval Design
Coverage · Coding Agents

From prototype to
production pipeline.

Architecture decisions, security boundaries, code review workflows, and testing strategies for AI coding assistants and autonomous software agents.

60+
Deep dives
5
Agent types
CI/CD
Ready patterns
Build Coding Agents → Security Guide Code Review AI
Coverage · Tutorials

Learn by building.
Ship by understanding.

Step-by-step walkthroughs for building, evaluating, and securing AI systems. From first agent to production-grade deployment — with working, audited code.

90+
Tutorials
3
Skill levels
OSS
Working code
Start Learning → For Beginners Advanced
Coverage · Open Source

The tools the
field actually uses.

Tracking and reviewing the open source frameworks, datasets, and infrastructure that practitioners use to build, evaluate, and secure AI systems in production.

200+
Projects tracked
Weekly
Updates
★ Picks
Community rated
Browse Projects → Trending By Category
Latest Coverage
All topics →
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Beyond Quantity: Trajectory Diversity Scaling for Code Agents

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BOAD: Discovering Hierarchical Software Engineering Agents via Bandit Optimization

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NL2Repo-Bench: Towards Long-Horizon Repository Generation Evaluation of Coding Agents

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Confucius Code Agent: Scalable Agent Scaffolding for Real-World Codebases

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Agent Systems
Planning, tool routing, and multi-agent coordination for production deployments.
Explore
Red Team
Prompt injection, supply chain attacks, and hardening under adversarial conditions.
Explore
Evals & Benchmarks
Capability measurement, drift monitoring, and release criteria beyond leaderboards.
Explore
Coding Agents
From prototype to deployable pipelines with secure execution and review workflows.
Explore

Recent Intelligence

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