Loading...

🏗️

Методология 12-факторного агента(12FA)

Готовая к продакшену методология, адаптирующая принципы 12-факторных приложений для масштабируемых, поддерживаемых систем агентов с всесторонним мониторингом и оценкой.

Сложность: highОценка и мониторинг

In 30 seconds

What: Применяет двенадцать принципов разработки ПО к агентным системам ради согласованности, наблюдаемости и масштабируемости во всех окружениях.
When to use: Когда вы строите продакшен-системы агентов, которым нужно горизонтально масштабироваться, надёжно работать в разных окружениях и сохранять видимость затрат, производительности и корректности со временем.
Watch out: Высокая начальная сложность и накладные расходы на инфраструктуру; команды часто перепроектируют слишком рано или не могут последовательно реализовать все двенадцать факторов без выделенной DevOps-поддержки.

Loading technique guide…

Patterns

Loading...

Методология 12-факторного агента(12FA)

Сложность: highОценка и мониторинг

The 12 Factors in Detail

JSON Extraction as Foundation

Core LLM superpower: converting natural language to structured data. The ability to take a string and turn it into JSON.

Own Your Prompts

Production quality requires hand-crafted prompts, not abstractions. Own your prompts to tweak token order and system/user roles as models change.

Manage Context Windows Explicitly

Don't blindly append; actively manage what the LLM sees. Own the context window, squeezing traces and error summaries for self-healing.

Tools Are Just JSON and Code

Demystify "tool use" as simple routing. Treat tools as structured JSON outputs validated through switch statements.

Own Your Control Flow

Agents = prompt + switch + context + loop. Keep control-flow in code with explicit OODA loops and convergence heuristics.

Stateless Agent Design

Enable pause/resume and horizontal scaling. Persist execution state for idempotent restarts.

Separate Business from Execution State

Different lifecycles, different needs. Expose launch/pause/resume endpoints for safe replay runs.

Contact Humans as First-Class Operations

Not an edge case, but core functionality. Route high-stakes steps to humans as first-class tool calls.

Meet Users Where They Are

Email, Slack, Discord — multi-channel by design. Trigger agents from wherever users already work.

Small, Focused Agents Beat Monoliths

3-10 steps max for reliability. Build small, single-purpose agents instead of chatty monoliths.

Explicit Error Handling

Process errors intelligently, not blindly. Compact errors into the next prompt to close the feedback loop.

Find the Bleeding Edge

Engineer reliability where models almost succeed. Find what's at the boundary of model capability and make it reliable.

The 12 Factors in Detail

JSON Extraction as Foundation

Core LLM superpower: converting natural language to structured data. The ability to take a string and turn it into JSON.

Own Your Prompts

Production quality requires hand-crafted prompts, not abstractions. Own your prompts to tweak token order and system/user roles as models change.

Manage Context Windows Explicitly

Don't blindly append; actively manage what the LLM sees. Own the context window, squeezing traces and error summaries for self-healing.

Tools Are Just JSON and Code

Demystify "tool use" as simple routing. Treat tools as structured JSON outputs validated through switch statements.

Own Your Control Flow

Agents = prompt + switch + context + loop. Keep control-flow in code with explicit OODA loops and convergence heuristics.

Stateless Agent Design

Enable pause/resume and horizontal scaling. Persist execution state for idempotent restarts.

Separate Business from Execution State

Different lifecycles, different needs. Expose launch/pause/resume endpoints for safe replay runs.

Contact Humans as First-Class Operations

Not an edge case, but core functionality. Route high-stakes steps to humans as first-class tool calls.

Meet Users Where They Are

Email, Slack, Discord — multi-channel by design. Trigger agents from wherever users already work.

Small, Focused Agents Beat Monoliths

3-10 steps max for reliability. Build small, single-purpose agents instead of chatty monoliths.

Explicit Error Handling

Process errors intelligently, not blindly. Compact errors into the next prompt to close the feedback loop.

Find the Bleeding Edge

Engineer reliability where models almost succeed. Find what's at the boundary of model capability and make it reliable.

Loading...

Методология 12-факторного агента(12FA)

In 30 seconds

Patterns

Loading...

Паттерны и методы проектирования

Loading...

Методология 12-факторного агента(12FA)

In 30 seconds

Обзор за 30 секунд

Быстрая реализация

The 12 Factors in Detail

JSON Extraction as Foundation

Own Your Prompts

Manage Context Windows Explicitly

Tools Are Just JSON and Code

Own Your Control Flow

Stateless Agent Design

Separate Business from Execution State

Contact Humans as First-Class Operations

Meet Users Where They Are

Small, Focused Agents Beat Monoliths

Explicit Error Handling

Find the Bleeding Edge

Что делать и чего избегать

Когда использовать

Используйте, когда

Избегайте, когда

Ключевые метрики

Основные сценарии использования

Источники и дополнительные материалы

Официальные материалы 12-Factor Agents

Руководства по внедрению и туториалы

Академический и исследовательский анализ

Материалы по продакшену и корпоративному применению

Patterns

Паттерны и методы проектирования

Loading...

Паттерны и методы проектирования

Обзор за 30 секунд

Быстрая реализация

The 12 Factors in Detail

JSON Extraction as Foundation

Own Your Prompts

Manage Context Windows Explicitly

Tools Are Just JSON and Code

Own Your Control Flow

Stateless Agent Design

Separate Business from Execution State

Contact Humans as First-Class Operations

Meet Users Where They Are

Small, Focused Agents Beat Monoliths

Explicit Error Handling

Find the Bleeding Edge

Что делать и чего избегать

Когда использовать

Используйте, когда

Избегайте, когда

Ключевые метрики

Основные сценарии использования

Источники и дополнительные материалы

Официальные материалы 12-Factor Agents

Руководства по внедрению и туториалы

Академический и исследовательский анализ

Материалы по продакшену и корпоративному применению

Паттерны и методы проектирования