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Every session starts at zero. Your Claude Code doesn't remember yesterday.

Build Systems, Not Sessions

The patterns behind Claude Code that compound.

memory
$ claude "continue where I left off"
Loaded 47 experiences
Session resumed
delegation
$ claude "research this API"
Delegated to researcher
3 results in 12s
hooks
$ git push origin main
Hook: security check passed
All checks green
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4,200+

Claude Code sessions

480

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Latest from the blog

Deep dives into Claude Code patterns, systems, and workflows

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Three pillars of compound productivity

Memory, delegation, and automation working together.

Persistent Memory

Claude retains experiences, decisions, and patterns across sessions. No more repeating yourself.

memory
$ claude "continue where I left off"
Loaded 47 experiences from memory
Read the deep dive →

Agent Delegation

Route tasks to specialized sub-agents. Research, debugging, and reviews run in parallel.

agents
$ claude "research this API"
Delegated to researcher agent
Read the deep dive →

Hook Patterns

Automated workflows trigger on events. Security checks, formatting, and sync happen without thinking.

hooks
$ git push origin main
Hook: security check passed
Read the deep dive →

open source

Free tools that compound

Three repos. Each works alone. Together, they build on each other.

primeline-ai/claude-code-starter-system

Starter System

Session memory, handoffs, and context awareness. Drop it in and Claude remembers everything across sessions.

4 commandsSession memoryHandoff system
starter-system
$ /remember auth uses JWT with 24h expiry
Saved to project memory
$ /handoff
Session context saved. Next session will resume here.
View on GitHub
primeline-ai/primeline-skills

Skills Bundle

5 workflow skills that activate automatically. Debugging, delegation, planning, code review, config architecture.

5 skillsAuto-activatingZero config
primeline-skills
$ claude "debug the failing auth test"
Using systematic-debugging to investigate this issue.
Phase 1: Reproduce | Phase 2: Evidence | Phase 3: Hypotheses
View on GitHub
primeline-ai/universal-planning-framework

Planning Framework

Deep multi-stage planning for high-stakes tasks. Discovery before planning. Finds the gaps before they find you.

3-stage planningDSV reasoningAnti-pattern detection
upf
$ /plan-new auth system redesign
Stage 0: Discovery - 3 assumptions found
Stage 1: Architecture - 2 alternatives evaluated
View on GitHub

$ git clone && add to settings.json && done

Pure markdown. No npm. No API keys. No build step.

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Memory. Delegation. Hooks.

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