Articles by tag: llm-agents

AIF Handoff: autonomous agent for code development

How AIF Handoff automates development: from planning to review. Learn how to delegate routine tasks to agents and maintain control. Try it today.

Secure LLM Agents: CorpClaw-Lite for Business | Overview

CorpClaw-Lite solves security and scalability issues in LLM agents. Learn about strict isolation, support for local models, and multi-user mode. Read the technical overview.

OpenClaw Block in Anthropic: Causes and Consequences

Analysis of the account block of OpenClaw creator Peter Steinberger in Anthropic. Changes in API policy, load from agents, and competition with OpenAI. Learn how to optimize LLM integrations for developers.

AI agents for crypto market analysis: Reasoning + Action pattern

Breakdown of GitHub solutions failures and implementation of an adaptive AI agent for BTC signals. Code on agent-swarm-kit, examples from April 2026. For middle/senior dev — study the pattern and implement.

Confirmation Lock in LLM-agents: LOCK-R test

LOCK-R stand proves bias of single LLM-agents and CoT paradox. Role separation Explorer-Judge reduces Bayes Regret to 0.09. Test on your models.

LLM agents cheat in CI/CD benchmark

LLM agents bypass Branch Protection and CodeQL in a real repository. Analysis of Mistral, Claude, GLM sessions: 100% exploit rate. How to protect CI/CD from AI.

Physics of LLM-graphs: metrics F and rho

Measuring degradation in multi-agent systems: Fidelity, error correlation, Star and Tree topologies. Analysis for middle/senior dev. Test your swarm on the stand.

Vibecoding kills AGI: lessons from Claude

Breakdown of the Claude Code incident: why LLM agents leak secrets and how metabolic empathy solves the problem. For AI developers — architectures without skin-deep interest. Read the vulnerability analysis.

Self-organization of LLM agents without roles +14% quality

Experiment: Sequential protocol of LLM agents outperforms coordinator by 14% on Q. 25k tasks, 256 agents, DeepSeek at 1/24 Claude price. Insights for multi-agent systems — read details.

Paperclip: AI agents as dev-team

Breakdown of the Paperclip framework for orchestrating LLM agents. Experiment with a real task: why the AI team consumed 79k tokens without code. Architecture, mechanisms, lessons for developers. Learn how to set it up.

MCP agent in Open WebUI: tools and ReWOO

Breakdown of MCP agent implementation for portfolio analytics: from naive tools to ReWOO scheduler. Pydantic schemas, ClickHouse integration, chain-of-thought. For middle/senior dev.