Software Engineering 2026

Best tips and tricks

These are the habits worth turning into team defaults. A tip that one engineer uses saves minutes. The same tip in a repo template saves hours across the org.

Prompting → Prompting Guidelines

HabitWhy it scales
"Follow patterns in src/services/"Agents reuse your architecture instead of inventing one
State constraints ("no new deps")Constraints are cheaper than review comments
Turn good prompts into shared skillsOne engineer's discovery becomes everyone's default

Workflow → Generative Coding Workflow, Subagents

HabitImpact
One Claude worktree per feature (claude -w <feature>)Parallel agents without branch collisions
Research, then /clear, then implementFresh context produces better code
Subagents for searchingMain context stays on the decision at hand
Size parallelism to review capacityOutput that nobody reviews is not progress

Cost → Token Optimization

TechniqueEffect
Prompt caching on stable prefixesCached reads cost about a tenth of normal input
Right model and effort per taskCheap models for mechanical work, strong ones for judgment
Curate skills and MCP serversEvery listed tool costs context in every session

Quality gates → Security, Code Review

GateEnforced by
Lint, types, testsHooks locally, CI on every PR
Security review/security-review plus Semgrep and secret scanning in CI
Second opinionA fresh agent session reviews the diff
Human approvalDomain owner via CODEOWNERS

Mistakes that compound

MistakeFix
Shipping unreviewed AI codeDiff review before commit, owner review before merge
Rules only in people's headsWrite them into CLAUDE.md, lint rules, or hooks
Context bloat/clear between tasks. Durable context goes in files
Premature optimizationAsk "is this needed for launch?" and park the rest
Mandating unmeasured tricksPilot on one team, compare, then roll out