Articles.

Insights and lessons learned about web development, automation and IT solutions.

DeepSeek V4: why this open-weights model can really shake up closed models

DeepSeek V4 combines open weights, 1M context, MoE and agent-focused optimizations. Technical analysis, benchmarks, API pricing and the impact on closed models.

10 min read
aideepseekopen-sourcellmagentsbenchmarksinferencedeveloper-tools

1 million tokens isn't enough: how to actually manage context in Claude Code

1M window, context rot, rewind, clear, compact, subagents: how to actually manage context in Claude Code to get better results.

12 min read
aiclaude-codeagentscontext-windowdeveloper-toolsproductivityllm

Kimi K2.6 shows why the arrival of genuinely more open models is great news

Why Kimi K2.6 is great news: real competition against closed models, less lock-in, more deployment options and pricing pressure.

7 min read
aiopen-sourcellmkimimoonshotself-hostingbuilders

Hermes Agent: the open-source personal AI assistant that actually learns from you

Hermes Agent by Nous Research: an open-source personal AI assistant focused on memory, autonomy and continuity. An honest comparison with OpenClaw.

8 min read
aiagentsopen-sourcehermesopenclawpersonal-assistantnous-researchautomation

LLMs or world models: the next real AI breakthrough may not come from scale

Yann LeCun, JEPA, world models — why the next AI revolution may not come from larger LLMs but from a fundamental architectural shift.

7 min read
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What OpenClaw's growth curve says about the power of open source

A star curve isn't proof of anything, but it is a signal: how to read OpenClaw's open-source adoption and what it changes about the way we think about AI agents.

6 min read
open-sourceagentsautomationai

Why you should automate your business processes in 2026

Discover how automation can transform your business: time savings, fewer errors, and better productivity for small and mid-sized companies.

3 min read
automationproductivitySMB