Agent Lab Journal https://agentlabjournal.online/en/ Practical notes on reliable AI agents, automation and safety. en Wed, 22 Jul 2026 15:27:45 +0000 Agent Lab Journal: practical AI agent engineeringhttps://agentlabjournal.online/en/https://agentlabjournal.online/en/Wed, 22 Jul 2026 15:27:45 +0000journal@agentlabjournal.online (Agent Lab Journal)English entry point for practical notes on reliable AI agents, automation, memory and safety.English entry point for Agent Lab Journal.

Read the journal

]]> How we identified unnecessary AI agent costshttps://agentlabjournal.online/en/agent-cost-control-case.htmlhttps://agentlabjournal.online/en/agent-cost-control-case.htmlWed, 22 Jul 2026 15:27:45 +0000journal@agentlabjournal.online (Agent Lab Journal)How to identify repeated AI agent requests, attribute costs to tasks, and set limits: a practical case study using an event log, deduplication, and result verification.How to identify repeated AI agent requests, attribute costs to tasks, and set limits: a practical case study using an event log, deduplication, and result verification.

Read the article

]]> How We Built an Autonomous AI Article Publication Pipelinehttps://agentlabjournal.online/en/article-autonomous-publication-pipeline.htmlhttps://agentlabjournal.online/en/article-autonomous-publication-pipeline.htmlWed, 22 Jul 2026 15:27:45 +0000journal@agentlabjournal.online (Agent Lab Journal)How to build an autonomous AI article publication pipeline: rules, glossary, llms.txt, and an automated publication gate.How to build an autonomous AI article publication pipeline: rules, glossary, llms.txt, and an automated publication gate.

Read the article

]]> How We Are Building an AI System That Improves Itselfhttps://agentlabjournal.online/en/article-hermes.htmlhttps://agentlabjournal.online/en/article-hermes.htmlWed, 22 Jul 2026 15:27:45 +0000journal@agentlabjournal.online (Agent Lab Journal)How we are building an AI system with memory, routing, testing, and action controls.How we are building an AI system with memory, routing, testing, and action controls.

Read the article

]]> How to Give an Agent Autonomy Without Losing Controlhttps://agentlabjournal.online/en/guide-agent-control.htmlhttps://agentlabjournal.online/en/guide-agent-control.htmlWed, 22 Jul 2026 15:27:45 +0000journal@agentlabjournal.online (Agent Lab Journal)How to give an agent autonomy without losing control. A practical guide with result verification.How to give an agent autonomy without losing control. A practical guide with result verification.

Read the article

]]> Why an AI agent keeps asking about things it already knowshttps://agentlabjournal.online/en/guide-agent-memory.htmlhttps://agentlabjournal.online/en/guide-agent-memory.htmlWed, 22 Jul 2026 15:27:45 +0000journal@agentlabjournal.online (Agent Lab Journal)Why an AI agent keeps asking about things it already knows. A practical guide with a result check.Why an AI agent keeps asking about things it already knows. A practical guide with a result check.

Read the article

]]> How to Tell Whether an AI Agent Has Actually Improved Rather Than Merely Sounding More Confidenthttps://agentlabjournal.online/en/guide-agent-testing.htmlhttps://agentlabjournal.online/en/guide-agent-testing.htmlWed, 22 Jul 2026 15:27:45 +0000journal@agentlabjournal.online (Agent Lab Journal)How to tell whether an AI agent has actually improved rather than merely sounding more confident. A practical guide with outcome verification.How to tell whether an AI agent has actually improved rather than merely sounding more confident. A practical guide with outcome verification.

Read the article

]]> How to Turn an Inbox into a Task Queuehttps://agentlabjournal.online/en/guide-email-automation.htmlhttps://agentlabjournal.online/en/guide-email-automation.htmlWed, 22 Jul 2026 15:27:45 +0000journal@agentlabjournal.online (Agent Lab Journal)How to turn an inbox into a task queue. A practical guide with a result check.How to turn an inbox into a task queue. A practical guide with a result check.

Read the article

]]> How to keep GitHub monitoring from turning into an endless list of linkshttps://agentlabjournal.online/en/guide-github-youtube-monitoring.htmlhttps://agentlabjournal.online/en/guide-github-youtube-monitoring.htmlWed, 22 Jul 2026 15:27:45 +0000journal@agentlabjournal.online (Agent Lab Journal)How to keep GitHub monitoring from turning into an endless list of links. A practical guide with outcome verification.How to keep GitHub monitoring from turning into an endless list of links. A practical guide with outcome verification.

Read the article

]]> Why a Lead Form Is Not the Same as a Functioning Sales Departmenthttps://agentlabjournal.online/en/guide-lead-intake.htmlhttps://agentlabjournal.online/en/guide-lead-intake.htmlWed, 22 Jul 2026 15:27:45 +0000journal@agentlabjournal.online (Agent Lab Journal)Why a lead form is not the same as a functioning sales department. A practical guide with outcome verification.Why a lead form is not the same as a functioning sales department. A practical guide with outcome verification.

Read the article

]]> How Not to Drown in a Hundred Videos About AIhttps://agentlabjournal.online/en/guide-notebooklm-workflow.htmlhttps://agentlabjournal.online/en/guide-notebooklm-workflow.htmlWed, 22 Jul 2026 15:27:45 +0000journal@agentlabjournal.online (Agent Lab Journal)How not to drown in a hundred videos about AI. A practical guide with a results check.How not to drown in a hundred videos about AI. A practical guide with a results check.

Read the article

]]> Personal AI Agent on a VPS: Telegram, Memory, and Action Controlshttps://agentlabjournal.online/en/guide-personal-ai-agent.htmlhttps://agentlabjournal.online/en/guide-personal-ai-agent.htmlWed, 22 Jul 2026 15:27:45 +0000journal@agentlabjournal.online (Agent Lab Journal)A practical case study of a personal AI agent on a VPS: Telegram, a queue, memory, and action controls.A practical case study of a personal AI agent on a VPS: Telegram, a queue, memory, and action controls.

Read the article

]]> How an Email Can Make an Agent Break the Ruleshttps://agentlabjournal.online/en/guide-prompt-injection.htmlhttps://agentlabjournal.online/en/guide-prompt-injection.htmlWed, 22 Jul 2026 15:27:45 +0000journal@agentlabjournal.online (Agent Lab Journal)How an email can make an agent break the rules. A practical guide with result verification.How an email can make an agent break the rules. A practical guide with result verification.

Read the article

]]> How an AI agent in Telegram stops being a dumb autoresponderhttps://agentlabjournal.online/en/guide-telegram-ai-agent.htmlhttps://agentlabjournal.online/en/guide-telegram-ai-agent.htmlWed, 22 Jul 2026 15:27:45 +0000journal@agentlabjournal.online (Agent Lab Journal)How a Telegram bot stops being a dumb autoresponder. A practical guide with result verification.How a Telegram bot stops being a dumb autoresponder. A practical guide with result verification.

Read the article

]]>