Spec forge
Turn raw intent into a buildable command object with acceptance criteria sharp enough to cut through vibes.
Research, Agents, Reasoning, Execution
A bootstrapped AI foundry for systems that survive contact with work.
RARE Labs is a bootstrapped AI foundry. We turn research into agents, agents into reasoning systems, and systems into execution loops that ship.
local workersreasoning loopsexecution harnessesverified ship cycles
RARE / run_001
$ ingest intent --source=messy --owner=human
$ spawn worker --model=local --scope=bounded
→ fabricate artifact / assemble / verify / repair
VERIFIED: ship the smallest truthful system before naming the architecture.
Operating system
Brains stay expensive. Hands get multiplied.
The process is deliberately asymmetric: strong reasoning defines the job, local model workers burn the cheap cycles, and verification decides what survives.
Local worker lane
Use cheap local model burn for bounded fabrication while stronger reasoning owns plans, assembly, and verification.
Verification spine
No demo gets to call itself done until code, content, browser, and UX checks produce evidence.
RARE loop
Research, Agents, Reasoning, Execution — one loop, not four slogans.
Research
1
Research the real bottleneck.
Agents
2
Assign the worker, not the fantasy.
Reasoning
3
Constrain reasoning into artifacts.
Execution
4
Execute, verify, repair, repeat.
Principles
RULE_01
No AI theater. If it cannot be checked, it is not finished.
RULE_02
Agents are workers. Workers need cages, tools, memory, and review.
RULE_03
Ship the smallest truthful system before naming the grand architecture.
RULE_04
Measure before myth. Screenshots, tests, logs, traces, real runs.
Work surface
Not a service menu. A set of build rooms.
No fake case studies. No invented logos. These are the classes of systems RARE is built to take from messy intent to working proof.
Agent operating rooms
Kanban lanes, local model workers, verification adapters, and dashboards for supervised autonomous work.
Useful when the model should burn time but not own truth.
Reasoning products
Healthcare/product workflows, research copilots, decision surfaces, and task systems that explain themselves.
Useful when correctness matters more than chat sparkle.
Execution infrastructure
CLI tools, harnesses, QA scripts, site/product prototypes, and automation loops that make ideas operational.
Useful when the work needs to leave the conversation.
Contact
Bring a real problem.
If the job is vague, we will sharpen it. If the premise is weak, we will say so. If it is worth building, we will move fast and leave evidence.