singularity-forge/docs-internal/building-coding-agents/22-cross-project-learning-reusable-intelligence.md
Lex Christopherson d20d5e8fb5 docs: add Mintlify documentation site and move internal docs
Add a proper public-facing documentation site using Mintlify with 19 MDX
pages covering getting started, auto mode, commands, configuration, and
all user-facing features. Move internal/SDK documentation (Pi SDK, TUI,
context & hooks, research notes, ADRs) to docs-internal/ since they
should not be part of the public documentation.

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-03-25 09:54:41 -06:00

1.5 KiB

Cross-Project Learning & Reusable Intelligence

What Transfers Well

Type Transferability Example
Problem-solving patterns (abstract) High "When implementing OAuth, these are the common pitfalls and the architecture that avoids them"
Code templates & scaffolding With adaptation Proven auth module structure, tested payment integration pattern
Learned pitfalls High "When integrating Stripe, these edge cases around webhooks most implementations miss"
Project-specific conventions Does not transfer Architectural decisions are contextual
Domain logic Does not transfer Business rules are project-specific

The Optimal Architecture: A Pattern Library

Each pattern includes:

  • Description of the problem it solves
  • The approach and tradeoffs
  • Common pitfalls
  • Verification tests
  • Reference implementation

Growth Through Extraction, Not Manual Curation

When a task completes with high quality (first-attempt success, no subsequent modifications, clean review), flag it as a candidate for pattern extraction. A dedicated pass determines whether the solution embodies a generalizable pattern.

The Critical Constraint

Patterns should be descriptive, not prescriptive — "here's an approach that has worked well, with these tradeoffs" not "always do it this way." Grok adds an overfitting guard: require 3+ project examples before promoting to reusable.