What if your AI actually learned from experience?
Every AI session starts from zero. Every mistake gets repeated. TRW changes that — persistent memory, structured workflows, and verified quality that compounds with every task.
Give your AI agents persistent memory
Free during beta — no credit card required
Works with your tools
It gets smarter every session.
Each task teaches the next one. Learnings persist, workflows compound, and your agents grow from first run to fully autonomous.
Without TRW: every session starts from scratch. With TRW:
Bootstrapping
1 of 6 capabilities active
A structured workflow that accumulates intelligence with every task
Six phases from research to delivery. Quality gates enforce standards. Every discovery becomes permanent knowledge.
Research
Plan
Implement
Validate
Review
Deliver
Research
Load prior learnings, audit codebase
Plan
Design approach, identify dependencies
Implement
Execute with checkpoints, preserve progress
Validate
Run tests, type checks & coverage gates
Review
Quality audit — DRY, KISS, SOLID
Deliver
Sync artifacts, persist learnings, close run
All phases complete
Six capabilities that make AI agents actually reliable
Everything agents need to be truly reliable.
Requirements Engineering
AI stops building the wrong thing
Turns vague requests into structured specs with acceptance criteria — agents verify work against the spec, not vibes.
Persistent Knowledge
Your agents remember everything
Every pattern, gotcha, and decision persists across sessions with impact scoring that surfaces the most valuable knowledge automatically.
Cross-Project Intelligence
What one project learns, all projects know
A discovery in one project automatically surfaces when agents encounter similar problems elsewhere.
Automated Verification
Ship only code that actually works
Tests, types, and coverage enforced automatically before anything ships — works with your existing suite.
Team Coordination
Multiple agents, one coherent output
Specialized roles — lead, implementer, tester, reviewer — each with focused context, sharing a task list.
Structured Workflows
Consistent quality without constant oversight
Every task follows a defined lifecycle with quality gates between phases and checkpoints that preserve progress.
Intelligence that you can measure
Live data from a production codebase built entirely by TRW agents.
Patterns Discovered
320
Gotchas, patterns, and decisions your agents never have to rediscover.
Agent Actions Tracked
12,400
Every tool call, checkpoint, and delivery — full visibility into AI work.
Projects Using TRW
14
Active installations across real codebases — including this one.
Quality Compliance
82%
How consistently agents follow the engineering workflow before shipping.
73+
Zero to production-ready
Security hardening — rate limiting, audit logging, input validation — implemented and reviewed by a coordinated agent team in a single session.
50x
Every session builds on the last
Session 1 discovers a gotcha. Session 50 has hundreds of project-specific learnings that surface before mistakes happen.
4,000+
Quality gates, not wishful thinking
4,000+ tests, strict type checking, and independent code review — all enforced automatically before code ships.
Free during beta.
An AI investment that appreciates
Every other AI tool treats intelligence as disposable. TRW makes it compound.
Zero data risk
Everything runs locally — no cloud dependency, no data exfiltration, remove anytime.
Knowledge that outlasts your team
When engineers leave, their AI agent's accumulated knowledge transfers instantly to the next person.
Compound returns at scale
One agent's discovery benefits every project — a genuine compounding asset.
Add it in two minutes. See results on the first task.
TRW installs as a single configuration entry. No dependencies, no code changes, no migrations. Remove it anytime — zero lock-in.
| 1 | # Install or upgrade TRW in your project |
| 2 | curl -fsSL https://trwframework.com/install.sh | bash |
Offline by default
Nothing leaves your machine. Telemetry is opt-in.
Zero lock-in
Remove the config entry and TRW disappears. Your code stays yours.
Language-agnostic
TRW's memory and workflows work with any language. Ships with Python verification gates — bring your own test runner for other stacks.
Common questions
Stop rebuilding. Start accumulating.
Every session without TRW is knowledge your agents will never recover.
Two-minute install. Free during beta. Zero lock-in.