all factors
Ifoundation

Automated Tracking

Track everything in git. Learn from history.

3 min read

I. Automated Tracking

I
Git as your Knowledge OS

Every commit is a memory write. Every git log is memory retrieval.


The Problem

Without Automated Tracking

  • Repeat the same mistakes across sessions
  • Lose context between work sessions
  • Cannot build on previous learnings
  • No audit trail for decisions

With Automated Tracking

  • Institutional memory that compounds
  • Full context retrieval via git log
  • Build on previous discoveries
  • Complete audit trail

The Solution

Traditional Git

git commit -m "fix bug"

No context. No learning. No memory.

12-Factor Git

fix(validation): prevent empty config

  • Context: Silent failures with empty values
  • Solution: Validate in parse_config()
  • Learning: Always validate inputs
  • Impact: Zero errors in 50+ deploys

The Four Components

Every commit captures:

Context

Why this work was needed

Solution

What was done and how

Learning

Reusable insights

Impact

Quantified outcome


Why It Works

::: info Compounding Knowledge Session 1: Discovered pattern A

Session 2: Built on A, discovered B

Session 3: Combined A + B for 10x speedup

Session 50: 50 sessions of compounded learning :::

Query Your Knowledge

::: code-group

git log --grep="fix:" --oneline
git log --grep="Learning:" -p
git log --grep="Context:" --since="1 month"

:::


Implementation Checklist

  • Use semantic commit prefixes (feat:, fix:, docs:)
  • Include Context in commit body
  • Document Learning for future sessions
  • Quantify Impact when possible
  • Query history before starting new work

Real Example

::: tip Recent Commits a1b2c3d feat(auth): add JWT refresh token rotation

  • Context: Tokens expiring mid-session
  • Learning: Always implement refresh before access expires
  • Impact: Zero auth interruptions

d4e5f6g fix(cache): prevent stale reads after write

  • Context: Users seeing old data after updates
  • Learning: Invalidate cache on write, not read
  • Impact: 100% read-after-write consistency :::

FactorRelationship
II. Context LoadingLoad history JIT
VI. Resume WorkUse git for session continuity
IX. Mine PatternsExtract patterns from history